In which country is your primary residence?,Which of the following age groups best describes you?,What is the highest level of education you’ve achieved?,Gender: How do you identify? - Selected Choice,Do you identify as a member of the LGBTQIA+ Community?,Race: How do you identify? Select all that apply. - Selected Choice,What do you value most about open-source software? Please assign a percentage to each feature based on importance; total must add up to 100. - Speed of innovation,What do you value most about open-source software? Please assign a percentage to each feature based on importance; total must add up to 100. - Most economical option,What do you value most about open-source software? Please assign a percentage to each feature based on importance; total must add up to 100. - Most useful tools for my needs,What do you value most about open-source software? Please assign a percentage to each feature based on importance; total must add up to 100. - Avoid vendor lock-in,What do you value most about open-source software? Please assign a percentage to each feature based on importance; total must add up to 100. - Product quality,What do you value most about open-source software? Please assign a percentage to each feature based on importance; total must add up to 100. - Offers security,What do you value most about open-source software? Please assign a percentage to each feature based on importance; total must add up to 100. - Other (please indicate),What do you see as the biggest social problem in the data science/AI/ML space today? - Selected Choice,Where do you see the biggest technical challenges when it comes to using ML/AI to drive business value? Select all that apply. - Selected Choice,Do you feel you understand the current challenges in the data science space related to government regulations and the rise in generative AI?,What is your biggest concern regarding regulations for generative AI? Drag and drop to select in order of importance. - Ensuring transparency and explainability of AI models,What is your biggest concern regarding regulations for generative AI? Drag and drop to select in order of importance. - Addressing bias and fairness in AI algorithms,What is your biggest concern regarding regulations for generative AI? Drag and drop to select in order of importance. - Facilitating collaboration between academia and industry,What is your biggest concern regarding regulations for generative AI? Drag and drop to select in order of importance. - Balancing copyright and IP protections with innovation,What is your biggest concern regarding regulations for generative AI? Drag and drop to select in order of importance. - Other (please indicate),Were you aware of the NIST (National Institute of Standards and Technology) Artificial Intelligence Risk Management Framework that came out in the United States in January 2023?,"If your company operates in the United States, has your company issued new security protocols or warnings in response to the framework and White House directive?",The organization I work for is best classified as a:,Which of the following best describes your industry?,What is your primary job function? - Selected Choice,Which of the following best describes your current role?,Does your company use open-source software (OSS)?,What roadblocks are preventing your organization’s use of open-source? Select all that apply. - Selected Choice,How does your company ensure the open-source packages used for data science and machine learning are secure and meet enterprise security standards? Select all that apply. - Selected Choice,"If you chose manual checks, how much of your time/your team’s time is spent on these checks?",How much visibility do you have into which open-source software is being accessed by individual users in your organization?,How confident are you in your ability to identify and remediate vulnerabilities associated with open-source software?,Who makes the final decision on AI technologies used by your company? - Selected Choice,What risks are your company's executives most worried about regarding AI and OSS security? Select all that apply.,Do you think your company’s executives are focused on the right security risks?,"If no, what do you think should be the top priority? - Selected Choice",Does your company have set upskilling pathways to support employees learning new AI technologies on the job?,How do you typically learn about new tools and topics relevant to your role? Select all that apply. - Selected Choice,Do you feel your job is threatened by the rise of generative AI tools?,Has your company hired or plan on hiring any of the following roles? Select all that apply. - Selected Choice,How often do you use the following languages? - Python,How often do you use the following languages? - R,How often do you use the following languages? - Java,How often do you use the following languages? - JavaScript,How often do you use the following languages? - C/C++,How often do you use the following languages? - C#,How often do you use the following languages? - Julia,How often do you use the following languages? - HTML/CSS,How often do you use the following languages? - Bash/Shell,How often do you use the following languages? - SQL,How often do you use the following languages? - Go,How often do you use the following languages? - PHP,How often do you use the following languages? - Rust,How often do you use the following languages? - TypeScript,How often do you use the following languages? - Other (please indicate below),"In your work, how much more time have you spent this year on generative AI techniques such as generative adversarial networks (GANs), variational autoencoders (VAEs), or transformer models compared to last year?",What are you using Generative AI for? Select all that apply. - Selected Choice,"Right now, Is your company building new products with AI technologies?",Does your company have an internal process to review generative AI tools?,Is your company building internal tools such as LLMs?,Does your company have set upskilling pathways to support employees learning new technologies on the job?,How do you typically learn about new tools and topics relevant to your role? Select all that apply. - Selected Choice,Where do you conduct most of your model development and training?,Where do you deploy your models into production?,What roadblocks do you face when moving models to a production environment? Select all that apply. - Selected Choice,Do you contribute to OSS projects?,Do you use OSS in your current workflow?,To what extent does your current company support open science practices? Select all that apply. - Selected Choice,"Thinking about your current role, what tasks are most time consuming? Please assign a percentage to each feature based on importance; total must add up to 100. - Data preparation","Thinking about your current role, what tasks are most time consuming? Please assign a percentage to each feature based on importance; total must add up to 100. - Data cleansing","Thinking about your current role, what tasks are most time consuming? Please assign a percentage to each feature based on importance; total must add up to 100. - Data visualization","Thinking about your current role, what tasks are most time consuming? Please assign a percentage to each feature based on importance; total must add up to 100. - Model selection","Thinking about your current role, what tasks are most time consuming? Please assign a percentage to each feature based on importance; total must add up to 100. - Model training","Thinking about your current role, what tasks are most time consuming? Please assign a percentage to each feature based on importance; total must add up to 100. - Deploying models","Thinking about your current role, what tasks are most time consuming? Please assign a percentage to each feature based on importance; total must add up to 100. - Reporting and presentation","Thinking about your current role, what tasks are most time consuming? Please assign a percentage to each feature based on importance; total must add up to 100. - Other (please indicate)",How do you and your team deliver value to your organization using data? Select all that apply. - Selected Choice,Do you feel these data initiatives are delivering measurable value?,How are you reporting on these impacts? - Selected Choice,Do you feel your job is threatened by the rise of generative AI tools? - Selected Choice,Has your company already hired or plan on hiring any of the following roles? Select all that apply. - Selected Choice,How often do you use the following languages? - Python,How often do you use the following languages? - R,How often do you use the following languages? - Java,How often do you use the following languages? - JavaScript,How often do you use the following languages? - C/C++,How often do you use the following languages? - C#,How often do you use the following languages? - Julia,How often do you use the following languages? - HTML/CSS,How often do you use the following languages? - Bash/Shell,How often do you use the following languages? - SQL,How often do you use the following languages? - Go,How often do you use the following languages? - PHP,How often do you use the following languages? - Rust,How often do you use the following languages? - TypeScript,How often do you use the following languages? - Other (please indicate below),In what area do you think Python has the most opportunity for improvement? - Selected Choice,"What topics, tools, or skills are covered in your courses in preparation for entering the data science/ML field? Select all that apply.",How often is bias in AI/ML/data science discussed in classes or lectures?,"In your courses, which of the following is most commonly discussed or practiced?",How often are topics related to open-source security taught in classes or lectures?,What is the ideal setting that you would like to work in? - Selected Choice,"How often are generative AI techniques such as generative adversarial networks (GANs), variational autoencoders (VAEs), or transformer models taught in class?",How often are topics related to open-source security taught in classes or lectures?,"What do you perceive as the biggest barriers to open science (OSS, accessible code, etc.) in academia? - Selected Choice","In your opinion, what is the biggest obstacle to obtaining the experience required for a career in data science or related fields? - Selected Choice",What would be your ideal job title? - Selected Choice,How often do you use the following languages? - Python,How often do you use the following languages? - R,How often do you use the following languages? - Java,How often do you use the following languages? - JavaScript,How often do you use the following languages? - C/C++,How often do you use the following languages? - C#,How often do you use the following languages? - Julia,How often do you use the following languages? - HTML/CSS,How often do you use the following languages? - Bash/Shell,How often do you use the following languages? - SQL,How often do you use the following languages? - Go,How often do you use the following languages? - PHP,How often do you use the following languages? - Rust,How often do you use the following languages? - TypeScript,How often do you use the following languages? - Other (please indicate below),In what area do you think Python has the most opportunity for improvement? Select all that apply. - Selected Choice,"What topics, tools, or skills is your institution teaching students of data science and machine learning? Select all that apply.",How often is bias in AI/ML/data science taught in classes or lectures?,"In your courses, which of the following is most commonly discussed or practiced?",How often are topics related to open-source security taught in classes or lectures?,What do you perceive as the biggest barriers to open science in academia? - Selected Choice,Should universities bear the primary responsibility for  cultivating data science talent or should it be shared with bootcamps and internships? - Selected Choice
1.1,1.2,1.3,1.4,1.5,1.6,1.7_1,1.7_2,1.7_3,1.7_4,1.7_5,1.7_6,1.7_7,1.8,1.9,1.1,1.11_1,1.11_2,1.11_3,1.11_4,1.11_5,1.12,1.13,1.14,1.15,1.16,1.17,2.1,2.1.1,2.1.2,2.1.3,2.2,2.3,2.4,2.5,2.6,2.6.1,2.7,2.8,2.9,2.1,3.1_1,3.1_2,3.1_3,3.1_4,3.1_5,3.1_6,3.1_7,3.1_8,3.1_9,3.1_10,3.1_11,3.1_12,3.1_13,3.1_14,3.1_15,3.2,3.3,3.4,3.5,3.6,3.7,3.8,3.1,3.11,3.12,3.13,3.14,3.15,3.16_1,3.16_2,3.16_3,3.16_4,3.16_5,3.16_6,3.16_7,3.16_8,3.17,3.18,3.18.1,3.19,3.2,5.1_1,5.1_2,5.1_3,5.1_4,5.1_5,5.1_6,5.1_7,5.1_8,5.1_9,5.1_10,5.1_11,5.1_12,5.1_13,5.1_14,5.1_15,5.2,5.3,5.4,5.5,5.6,5.7,5.8,5.9,5.1,5.11,5.12,4.1_1,4.1_2,4.1_3,4.1_4,4.1_5,4.1_6,4.1_7,4.1_8,4.1_9,4.1_10,4.1_11,4.1_12,4.1_13,4.1_14,4.1_15,4.2,4.3,4.4,4.5,4.6,4.7,4.8
AFGHANISTAN,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,10,10,30,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,,,,,,YES,NO,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,44,,15,26,,,28,40,50,74,40,38,,47,,"SPEED,MEMORY CONSUMPTION","COMMUNICATION SKILLS,BIG DATA MANAGEMENT","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",LACK OF INCENTIVES,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
AFGHANISTAN,26-41,BACHELOR’S DEGREE,NON-BINARY,NO,EAST ASIAN,10,20,10,10,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,NO,1,2,3,4,5,YES,UNSURE,GOVERNMENT AGENCY,,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,15,13,18,15,16,18,10,12,19,29,26,27,34,,,SLIGHTLY MORE,AUTOMATING TASKS,NO,NO,NO,NO,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY",YES,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,20,20,10,10,20,10,0,"INCREASING REVENUE,RESEARCH AND INNOVATION",YES,AD-HOC,UNSURE,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AFGHANISTAN,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,10,20,10,20,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,5,3,4,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AFGHANISTAN,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,10,30,20,15,5,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,5,2,3,4,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AFGHANISTAN,42-57,MASTER’S DEGREE,MALE,YES,WHITE,100,0,0,0,0,0,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI AUDITOR,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AFGHANISTAN,42-57,MASTER’S DEGREE,MALE,YES,WHITE,50,0,0,0,50,0,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,SOMEWHAT CONFIDENT,I DO,DATA BREACH,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,PROMPT ENGINEER,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AFGHANISTAN,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,,20,20,20,10,10,10,10,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,5,3,2,1,4,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AFGHANISTAN,26-41,DOCTORAL DEGREE,FEMALE,YES,WHITE,20,30,25,14,10,1,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,3,4,5,YES,NO,GOVERNMENT AGENCY,GOVERNMENT,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,49,100,94,53,30,32,21,100,100,54,50,28,41,,SECURITY MEASURES,"BUSINESS KNOWLEDGE,ENGINEERING SKILLS,MACHINE LEARNING,DEEP LEARNING,ETHICS IN DATA SCIENCE/MACHINE LEARNING","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",CULTURE OF COMPETITION AND SECRECY,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
AFGHANISTAN,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,11,22,32,12,11,12,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,,,,,,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,NONE,NOT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,LICENSE RISK",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AFGHANISTAN,42-57,DOCTORAL DEGREE,AGENDER,YES,WHITE,30,20,10,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,2,4,1,5,YES,YES,EDUCATIONAL INSTITUTION,AUTOMOTIVE,ML ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,32,35,48,36,35,35,34,26,35,30,30,30,34,31,,RUNTIME ERRORS,ENGINEERING SKILLS,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,FREQUENTLY,LACK OF ACCESS OR INFRASTRUCTURE,SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
AFGHANISTAN,26-41,DOCTORAL DEGREE,AGENDER,YES,WHITE,50,10,10,10,10,10,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,3,1,4,2,5,YES,YES,GOVERNMENT AGENCY,AGRICULTURE,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,50,41,43,46,43,39,43,34,32,34,38,33,41,34,,SECURITY MEASURES,ENGINEERING SKILLS,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A NONPROFIT ORGANIZATION,SOMETIMES,FREQUENTLY,LACK OF INCENTIVES,SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
AFGHANISTAN,26-41,MASTER’S DEGREE,MALE,YES,WHITE,20,20,20,20,0,20,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,NO,1,2,4,3,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,PRODUCT MANAGER,OTHER,,,,,,,,,,,,,,,49,19,17,28,37,20,19,23,18,20,82,17,9,18,,THE SAME AMOUNT,AUTOMATING TASKS,NO,NO,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,0,0,10,30,0,30,30,0,RESEARCH AND INNOVATION,NO,,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AFGHANISTAN,26-41,DOCTORAL DEGREE,FEMALE,YES,BLACK,10,10,20,20,10,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,4,3,2,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,74,74,100,42,63,86,61,88,58,93,57,54,81,70,80,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,10,20,10,10,10,10,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AFGHANISTAN,26-41,DOCTORAL DEGREE,MALE,YES,"WHITE,DECLINE TO ANSWER",20,10,40,10,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,4,2,3,5,YES,YES,GOVERNMENT AGENCY,ENERGY,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,62,23,53,38,61,46,68,39,51,39,61,48,61,53,44,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,10,30,10,10,10,10,0,"REDUCING COSTS,SAVING TIME",YES,AD-HOC,YES,"AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AFGHANISTAN,58-67,NO DEGREE,OTHER (PLEASE INDICATE),NO,OTHER (PLEASE INDICATE),0,0,0,0,0,0,100,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),YES,2,3,4,5,1,NO,NO,NOT-FOR-PROFIT ORGANIZATION,NOT FOR PROFIT,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,25,,78,,25,16,,,,,,,,,100,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,OTHER (PLEASE INDICATE BELOW)",NO,NO,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MODEL DECAY OR DATA DRIFT,OTHER (PLEASE INDICATE BELOW)",NO,NO,OTHER (PLEASE INDICATE BELOW),16,50,0,0,34,0,0,0,RESEARCH AND INNOVATION,UNSURE,,NO,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALBANIA,42-57,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,15,15,15,15,15,25,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,15,15,15,15,15,10,0,"INCREASING REVENUE,SAVING TIME",YES,AUTOMATED,YES,"AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALBANIA,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,15,15,15,15,15,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID UNIVERSITY COURSES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,15,15,15,15,15,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALBANIA,58-67,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,15,15,15,15,15,25,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,15,15,15,15,15,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALBANIA,26-41,NO DEGREE,FEMALE,YES,WHITE,15,15,15,15,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,15,15,15,15,15,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALBANIA,42-57,BACHELOR’S DEGREE,FEMALE,NO,SOUTHEAST ASIAN,10,20,10,20,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,,,,,,,NO,GOVERNMENT AGENCY,CONSULTING,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,57,22,24,14,31,28,11,20,15,27,29,27,26,0,0,THE SAME AMOUNT,AUTOMATING TASKS,NO,NO,NO,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,10,20,10,20,20,10,10,0,SAVING TIME,YES,AD-HOC,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALBANIA,26-41,SOME COLLEGE,NON-BINARY,NO,LATINE/HISPANIC,10,20,10,20,20,20,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,,1,2,3,4,5,YES,UNSURE,GOVERNMENT AGENCY,,APPLIED SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,9,10,11,11,11,8,8,11,13,14,14,12,20,,,MOBILE DEVELOPMENT,ENGINEERING SKILLS,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,RARELY,FREQUENTLY,INTELLECTUAL PROPERTY CONCERNS,LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
ALBANIA,42-57,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,12,18,14,16,13,27,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,,RESEARCH SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,BUSINESS KNOWLEDGE,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,FREQUENTLY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
ALBANIA,26-41,BACHELOR’S DEGREE,AGENDER,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALBANIA,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,10,10,10,10,30,20,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,3,1,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,VERY CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALBANIA,26-41,SOME COLLEGE,FEMALE,NO,WHITE,10,20,30,10,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,2,3,4,5,YES,YES,GOVERNMENT AGENCY,GOVERNMENT,SYSTEM ADMINISTRATOR,OTHER,,,,,,,,,,,,,,,90,39,81,100,61,23,,100,38,66,48,100,63,74,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,IN THE CLOUD,SECURING DATA CONNECTIVITY,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,30,20,10,10,10,10,10,0,REDUCING COSTS,YES,AD-HOC,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALBANIA,42-57,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,10,10,10,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,,,,,,YES,YES,GOVERNMENT AGENCY,ENERGY,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,42,26,67,33,49,34,45,60,42,54,41,44,52,44,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,MOVING TO THE CLOUD",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,20,10,10,10,20,10,10,"INCREASING REVENUE,RESEARCH AND INNOVATION",NOT YET,,UNSURE,"AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALBANIA,26-41,SOME COLLEGE,FEMALE,YES,LATINE/HISPANIC,20,10,20,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,4,1,2,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,PROMPT ENGINEER,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALBANIA,18-25,HIGH SCHOOL OR EQUIVALENT,TWO-SPIRIT,YES,BLACK,0,100,0,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,5,1,2,3,4,YES,YES,GOVERNMENT AGENCY,EDUCATION,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,49,28,32,32,,,,,,,,,,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,IN THE CLOUD,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,0,0,0,100,0,0,0,0,SAVING TIME,YES,AD-HOC,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALBANIA,18-25,HIGH SCHOOL OR EQUIVALENT,TWO-SPIRIT,YES,BLACK,0,100,0,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,1,3,5,4,YES,YES,GOVERNMENT AGENCY,EDUCATION,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,27,62,26,28,28,,,,,,,,,,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,IN THE CLOUD,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,0,0,0,100,0,0,0,0,SAVING TIME,YES,AD-HOC,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALBANIA,26-41,MASTER’S DEGREE,AGENDER,YES,WHITE,20,10,30,10,20,10,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,4,2,3,5,YES,YES,GOVERNMENT AGENCY,AUTOMOTIVE,RESEARCH SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,33,41,37,30,34,27,31,35,29,27,28,34,28,35,0,RUNTIME ERRORS,ENGINEERING SKILLS,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,FREQUENTLY,LACK OF ACCESS OR INFRASTRUCTURE,FINDING AN INTERNSHIP,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
ALGERIA,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,15,15,15,20,15,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,,,1,2,3,4,5,YES,,NOT-FOR-PROFIT ORGANIZATION,,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE",YES,YES,,15,15,20,15,12,12,11,0,,,,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALGERIA,42-57,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,12,12,15,15,18,28,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,1,2,3,4,5,,,NOT-FOR-PROFIT ORGANIZATION,,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,15,15,15,15,15,10,0,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AD-HOC,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALGERIA,18-25,HIGH SCHOOL OR EQUIVALENT,NON-BINARY,NO,WHITE,20,30,20,5,5,7,13,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,,,,,,NO,NO,GOVERNMENT AGENCY,FOOD & BEVERAGE,RESEARCH SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,46,72,65,60,49,76,63,74,92,79,42,60,42,97,,SECURITY MEASURES,"COMMUNICATION SKILLS,COMPUTER VISION/IMAGE PROCESSING","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A NONPROFIT ORGANIZATION,SOMETIMES,FREQUENTLY,LACK OF INCENTIVES,SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
ALGERIA,42-57,BACHELOR’S DEGREE,TWO-SPIRIT,NO,"EAST ASIAN,SOUTHEAST ASIAN",10,20,30,10,10,10,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,,,,,,YES,YES,NOT-FOR-PROFIT ORGANIZATION,GOVERNMENT,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,,DATA BREACH,NO,CVES,NO,PAID UNIVERSITY COURSES,NO,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALGERIA,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,PACIFIC ISLANDER,20,10,20,10,20,10,10,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,,,,,,NO,NO,EDUCATIONAL INSTITUTION,FOOD & BEVERAGE,ML ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,33,37,37,53,44,37,54,53,46,75,41,,34,54,,MEMORY CONSUMPTION,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ETHICS IN DATA SCIENCE/MACHINE LEARNING,SQL","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,RARELY,LACK OF ACCESS OR INFRASTRUCTURE,LEARNING NEW LANGUAGES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,
ALGERIA,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,10,20,10,20,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,,,,,,YES,YES,EDUCATIONAL INSTITUTION,EDUCATION,DATA ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,27,23,25,24,27,27,24,23,25,18,23,14,23,23,,SPEED,COMMUNICATION SKILLS,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
ALGERIA,26-41,SOME COLLEGE,MALE,YES,WHITE,20,30,10,10,10,20,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,4,2,3,5,YES,YES,GOVERNMENT AGENCY,ELECTRONICS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,35,50,31,58,37,91,20,53,26,44,25,23,41,31,0,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",40,20,10,10,10,5,5,0,"SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,"PROMPT ENGINEER,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALGERIA,42-57,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,EAST ASIAN,30,20,10,10,10,10,10,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,OTHER (PLEASE INDICATE BELOW)",NO,2,3,4,1,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,DEFENSE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,39,52,58,51,54,66,59,51,54,73,62,63,40,38,42,LESS,AUTOMATING TASKS,YES,NO,NO,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,100,0,0,0,0,0,0,0,RESEARCH AND INNOVATION,NOT YET,,OTHER (PLEASE INDICATE BELOW),"AI DATA ANALYST,OTHER (PLEASE INDICATE BELOW)",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALGERIA,,SOME COLLEGE,MALE,YES,WHITE,20,10,10,10,20,30,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,5,3,2,1,4,YES,UNSURE,GOVERNMENT AGENCY,AUTOMOTIVE,ML ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,43,27,74,38,51,27,63,38,54,44,53,35,55,71,,"MOBILE DEVELOPMENT,SECURITY MEASURES","COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,COMPUTER VISION/IMAGE PROCESSING","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",LACK OF ACCESS OR INFRASTRUCTURE,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
ALGERIA,42-57,MASTER’S DEGREE,TWO-SPIRIT,YES,WHITE,0,0,0,100,0,0,0,ADVANCED INFORMATION WARFARE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,UNSURE,2,3,1,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,UTILITIES,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,45,,,,,,,,47,,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,UNSURE,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,YES,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,0,0,50,0,0,50,0,0,RESEARCH AND INNOVATION,NOT YET,,YES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALGERIA,18-25,SOME COLLEGE,FEMALE,YES,WHITE,0,0,0,50,30,20,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,4,3,1,5,YES,YES,EDUCATIONAL INSTITUTION,FINANCE,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,CVES,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALGERIA,26-41,MASTER’S DEGREE,TWO-SPIRIT,YES,WHITE,30,20,10,10,20,10,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,3,1,2,4,5,YES,YES,GOVERNMENT AGENCY,AUTOMOTIVE,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,37,31,35,28,31,23,27,34,38,39,29,25,32,32,0,MEMORY CONSUMPTION,ENGINEERING SKILLS,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,RARELY,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
ALGERIA,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,20,10,5,5,30,30,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,4,5,23,12,11,7,19,13,11,20,8,9,11,2,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,,20,10,10,20,10,10,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALGERIA,,BACHELOR’S DEGREE,FEMALE,NO,PACIFIC ISLANDER,100,0,0,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,2,1,3,4,5,,,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,50,81,38,31,29,44,48,42,31,38,29,40,26,60,39,SPEED,BUSINESS KNOWLEDGE,"SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
ALGERIA,18-25,SOME COLLEGE,FEMALE,YES,EAST ASIAN,20,20,30,30,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,4,1,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,67,70,53,75,68,68,69,61,60,69,62,72,71,59,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",10,20,30,30,10,0,0,0,SAVING TIME,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ALGERIA,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,30,10,10,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,4,3,2,5,YES,YES,GOVERNMENT AGENCY,EDUCATION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,41,82,40,84,40,73,75,62,58,70,49,76,47,,"SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","COMMUNICATION SKILLS,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON,R,SQL,GO LANG ","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
ANDORRA,26-41,SOME COLLEGE,MALE,YES,"EAST ASIAN,SOUTHEAST ASIAN",10,10,20,10,10,40,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,3,1,2,4,5,YES,NO,GOVERNMENT AGENCY,GOVERNMENT,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES",25%,SOME,NOT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,CVES",NO,CVES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",NO,"AI AUDITOR,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANDORRA,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,20,20,10,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,,,,,,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,AGRICULTURE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,8,5,0,17,25,21,22,14,40,79,38,55,53,57,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,30,20,10,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANDORRA,26-41,BACHELOR’S DEGREE,TWO-SPIRIT,NO,WHITE,10,20,10,20,10,20,10,,,,,,,,,NO,NO,GOVERNMENT AGENCY,GOVERNMENT,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,61,69,76,85,30,58,68,52,76,71,64,72,59,68,,SLIGHTLY MORE,AUTOMATING TASKS,YES,NO,NO,YES,INTERNAL COMPANY RESOURCES,LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,2,22,26,10,20,10,5,5,REDUCING COSTS,NO,,NO,"AI ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANDORRA,26-41,SOME COLLEGE,MALE,YES,LATINE/HISPANIC,10,20,30,10,10,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,EDUCATION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,43,79,36,57,71,43,25,50,42,38,48,47,22,44,37,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,20,20,20,10,10,10,0,REDUCING COSTS,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANDORRA,42-57,SOME COLLEGE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANDORRA,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANDORRA,26-41,SOME COLLEGE,FEMALE,YES,WHITE,40,10,20,10,10,10,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,4,2,3,5,YES,NO,GOVERNMENT AGENCY,DEFENSE,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,36,45,34,43,27,37,34,34,24,38,31,46,39,47,39,RUNTIME ERRORS,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL DEPLOYMENT,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A NONPROFIT ORGANIZATION,SOMETIMES,RARELY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,
ANDORRA,18-25,DOCTORAL DEGREE,NON-BINARY,DECLINE TO ANSWER,PACIFIC ISLANDER,10,50,10,20,0,10,0,OTHER (PLEASE INDICATE BELOW),LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,UNSURE,2,3,4,1,5,NO,,NOT APPLICABLE (STUDENT),EDUCATION,NOT APPLICABLE (STUDENT),OTHER,,,,,,,,,,,,,,,52,49,46,58,49,34,45,57,61,69,36,66,48,58,63,SIGNIFICANTLY MORE,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,UNSURE,COMMUNITY PLATFORMS AND FORUMS,LOCAL DESKTOP/WORKSTATION,I'M NOT SURE,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,20,30,40,0,0,0,0,OTHER (PLEASE INDICATE),UNSURE,,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANDORRA,18-25,SOME COLLEGE,FEMALE,YES,LATINE/HISPANIC,5,4,2,1,10,28,50,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,2,4,1,3,5,YES,NO,GOVERNMENT AGENCY,EDUCATION,DEVELOPER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,35,47,43,39,32,28,29,29,31,30,30,31,19,29,31,SECURITY MEASURES,COMMUNICATION SKILLS,"SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,PRIMARY RESPONSIBILITY
ANDORRA,26-41,MASTER’S DEGREE,TWO-SPIRIT,YES,WHITE,30,30,10,10,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,3,5,YES,YES,EDUCATIONAL INSTITUTION,AGRICULTURE,RESEARCH SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,36,28,28,32,26,30,26,31,31,27,26,37,29,29,,SECURITY MEASURES,ENGINEERING SKILLS,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,FREQUENTLY,LACK OF INCENTIVES,LEARNING NEW LANGUAGES,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
ANDORRA,42-57,HIGH SCHOOL OR EQUIVALENT,NON-BINARY,YES,EAST ASIAN,100,0,0,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,3,4,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,ENERGY,DATA ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,43,40,44,47,57,66,72,87,69,64,44,73,56,60,48,SPEED,"COMMUNICATION SKILLS,NLP","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
ANDORRA,18-25,BACHELOR’S DEGREE,MALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANGOLA,18-25,SOME COLLEGE,TWO-SPIRIT,NO,"BLACK,WHITE,LATINE/HISPANIC,EAST ASIAN,SOUTHEAST ASIAN,PACIFIC ISLANDER,DECLINE TO ANSWER",90,0,0,0,0,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,2,1,3,4,5,NO,,NOT-FOR-PROFIT ORGANIZATION,ENERGY,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,NO,"LACK OF KNOWLEDGE OR UNDERSTANDING,NOT WANTING TO DISRUPT CURRENT PROJECTS IN PLACE,FEAR OF VULNERABILITIES, POTENTIAL EXPOSURES, OR RISKS,ORGANIZATION DOESN’T HAVE STRONG IT GOVERNANCE IN PLACE,OPEN-SOURCE SOFTWARE IS DEEMED INSECURE, SO IT’S NOT ALLOWED",,,NONE,NOT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANGOLA,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANGOLA,18-25,DOCTORAL DEGREE,MALE,YES,EAST ASIAN,0,30,0,10,20,40,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,CONSULTING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,79,100,77,100,51,26,100,76,51,52,27,55,47,0,SLIGHTLY MORE,AUTOMATING TASKS,YES,YES,YES,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,MOVING TO THE CLOUD",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,10,15,25,5,15,0,RESEARCH AND INNOVATION,YES,AUTOMATED,UNSURE,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANGOLA,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,5,4,YES,NO,NOT-FOR-PROFIT ORGANIZATION,ELECTRONICS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,53,59,54,50,22,27,30,21,30,48,32,13,36,11,0,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,YES,YES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,20,10,20,10,10,0,RESEARCH AND INNOVATION,YES,AUTOMATED,UNSURE,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANGOLA,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,10,20,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,NO,GOVERNMENT AGENCY,ENGINEERING,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,NO,NOT WANTING TO DISRUPT CURRENT PROJECTS IN PLACE,,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,CVES,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANGOLA,18-25,MASTER’S DEGREE,FEMALE,YES,WHITE,20,20,20,10,10,10,10,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,47,59,66,63,41,35,17,28,36,25,32,14,16,35,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,10,10,20,20,10,10,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANGOLA,26-41,SOME COLLEGE,MALE,YES,WHITE,20,0,0,20,30,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,4,2,1,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,20,22,,,,,,,,,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",10,10,10,10,20,10,30,0,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANGOLA,58-67,DOCTORAL DEGREE,FEMALE,YES,WHITE,20,15,10,25,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,1,3,4,2,5,NO,YES,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23,34,55,38,30,62,31,49,29,56,35,39,22,57,,"MOBILE DEVELOPMENT,MEMORY CONSUMPTION","COMMUNICATION SKILLS,BUSINESS ANALYTICS,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",CULTURE OF COMPETITION AND SECRECY,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
ANGOLA,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,10,10,10,10,10,40,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,3,2,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,COMPLETE VISIBILITY,VERY CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,CVES,REPO MAINTENANCE LAPSES",YES,,YES,"PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,"AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANGOLA,42-57,SOME COLLEGE,NON-BINARY,YES,WHITE,0,20,70,10,0,0,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA SCIENTIST,OTHER,,,,,,,,,,,,,,,49,,,,,,,,,,,,,,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,80,20,0,0,0,0,0,0,REDUCING COSTS,YES,AD-HOC,NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANGOLA,18-25,SOME COLLEGE,FEMALE,YES,WHITE,0,10,20,30,10,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,4,3,1,5,YES,YES,EDUCATIONAL INSTITUTION,INSURANCE,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,CVES,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANGOLA,18-25,SOME COLLEGE,FEMALE,YES,WHITE,0,0,50,50,0,0,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,3,2,1,4,5,YES,YES,EDUCATIONAL INSTITUTION,FOOD & BEVERAGE,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,CVES",YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANGOLA,18-25,SOME COLLEGE,FEMALE,YES,"LATINE/HISPANIC,EAST ASIAN,SOUTHEAST ASIAN",10,20,10,15,25,20,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,NO,GOVERNMENT AGENCY,CONSULTING,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,47,54,52,74,43,53,47,41,59,34,41,57,40,48,47,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,YES,YES,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,10,25,10,15,12,13,0,REDUCING COSTS,YES,AUTOMATED,NO,"AI ENGINEER,AI AUDITOR,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANGOLA,18-25,DOCTORAL DEGREE,FEMALE,YES,WHITE,20,10,10,10,10,10,30,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,4,3,1,2,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,FINANCE,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,REPO MAINTENANCE LAPSES,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANGOLA,26-41,DOCTORAL DEGREE,FEMALE,YES,WHITE,30,20,10,10,10,10,10,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,4,1,2,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,FINANCE,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,VERY CONFIDENT,IT SYSTEM ADMIN,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",YES,"PROMPT ENGINEER,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANGOLA,26-41,SOME COLLEGE,MALE,YES,"BLACK,LATINE/HISPANIC",20,10,20,10,30,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,3,5,4,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,75,68,79,77,83,71,86,65,74,78,71,83,72,80,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",10,20,20,10,10,10,20,0,REDUCING COSTS,YES,AUTOMATED,YES,"AI AUDITOR,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANGOLA,42-57,HIGH SCHOOL OR EQUIVALENT,MALE,YES,EAST ASIAN,100,0,0,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,CVES,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,"AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANGOLA,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,15,10,30,20,10,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,3,1,2,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,48,74,16,33,17,7,43,28,21,40,1,20,39,56,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",15,10,20,15,25,10,5,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NOT YET,,UNSURE,"PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANGOLA,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,NO,WHITE,10,10,15,25,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",,SOME,SOMEWHAT CONFIDENT,,DATA BREACH,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANGOLA,18-25,BACHELOR’S DEGREE,AGENDER,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANTIGUA & DEPS,26-41,SOME COLLEGE,FEMALE,YES,WHITE,20,10,10,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,4,2,3,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,25,40,36,18,32,24,34,7,22,18,23,29,20,47,,THE SAME AMOUNT,AUTOMATING TASKS,YES,NO,YES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,20,10,10,10,10,20,0,SAVING TIME,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANTIGUA & DEPS,26-41,SOME COLLEGE,MALE,YES,WHITE,10,20,10,15,5,40,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,4,3,1,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,INSURANCE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,53,100,80,54,100,72,100,82,63,83,94,100,78,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,IN THE CLOUD,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,30,10,10,10,10,20,10,0,SAVING TIME,YES,AD-HOC,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANTIGUA & DEPS,58-67,DOCTORAL DEGREE,MALE,YES,WHITE,35,20,20,5,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,1,4,3,2,5,NO,UNSURE,GOVERNMENT AGENCY,DEFENSE,ML ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,39,46,17,66,14,37,27,40,23,59,9,37,19,39,,"MOBILE DEVELOPMENT,SECURITY MEASURES","ENGINEERING SKILLS,PROBABILITY AND STATISTICS,NLP","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
ANTIGUA & DEPS,18-25,SOME COLLEGE,FEMALE,YES,WHITE,30,10,10,20,10,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,4,1,2,5,YES,YES,GOVERNMENT AGENCY,EDUCATION,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,98,81,100,100,88,100,100,100,96,100,100,93,100,95,85,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,10,10,10,10,20,20,SAVING TIME,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANTIGUA & DEPS,26-41,SOME COLLEGE,FEMALE,YES,BLACK,20,20,10,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,2,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,52,27,60,44,24,27,,24,37,35,55,55,36,53,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,20,10,20,10,10,20,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANTIGUA & DEPS,26-41,HIGH SCHOOL OR EQUIVALENT,NON-BINARY,YES,WHITE,0,0,50,40,10,0,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,4,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,FINANCE,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,REPO MAINTENANCE LAPSES,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANTIGUA & DEPS,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,0,0,20,30,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,3,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,33,17,91,49,25,55,25,38,23,14,36,26,37,23,60,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",0,20,0,40,0,10,30,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANTIGUA & DEPS,26-41,HIGH SCHOOL OR EQUIVALENT,TWO-SPIRIT,YES,WHITE,0,20,60,20,0,0,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,3,2,4,1,5,YES,YES,EDUCATIONAL INSTITUTION,MANUFACTURING,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,CVES,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANTIGUA & DEPS,26-41,MASTER’S DEGREE,FEMALE,YES,LATINE/HISPANIC,10,10,20,10,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,4,3,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,51,64,46,77,62,51,85,34,64,45,83,65,55,79,72,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,20,20,10,20,10,10,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ANTIGUA & DEPS,42-57,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,10,10,50,30,0,0,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,5,1,2,4,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ELECTRONICS,DATA ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52,18,36,15,32,20,20,20,24,22,31,15,16,27,,SPEED,PROBABILITY AND STATISTICS,"SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
ANTIGUA & DEPS,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,30,50,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,,,,,,YES,YES,GOVERNMENT AGENCY,EDUCATION,DATA ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,36,73,26,39,55,24,36,26,47,18,34,17,63,,SECURITY MEASURES,BUSINESS KNOWLEDGE,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",A NONPROFIT ORGANIZATION,FREQUENTLY,NEVER,LACK OF INCENTIVES,COST,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,
ANTIGUA & DEPS,26-41,SOME COLLEGE,NON-BINARY,YES,"EAST ASIAN,SOUTHEAST ASIAN",10,20,10,10,10,10,30,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,4,2,5,3,YES,YES,GOVERNMENT AGENCY,ENTERTAINMENT,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,32,27,25,29,45,25,45,25,37,41,27,22,35,20,31,SLIGHTLY MORE,"AUTOMATING TASKS,OTHER (PLEASE INDICATE BELOW)",YES,YES,UNSURE,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MEETING IT/INFOSEC STANDARDS,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,10,10,30,10,10,10,"SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,68,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,30,30,40,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,,,,,,NO,,NOT-FOR-PROFIT ORGANIZATION,,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,10,0,0,40,40,0,10,0,PERFORMANCE INSIGHTS,UNSURE,,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,WHITE,0,0,36,50,0,14,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,4,1,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,RETAIL,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",NO,"MACHINE MANAGER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,26-41,MASTER’S DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",5,5,10,0,50,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,1,3,4,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,24,,,,,,,,,24,,,,,,SLIGHTLY MORE,OTHER (PLEASE INDICATE BELOW),UNSURE,NO,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,40,40,10,0,0,0,10,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,42-57,BACHELOR’S DEGREE,FEMALE,NO,LATINE/HISPANIC,25,15,25,15,10,10,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,4,5,2,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,57,13,0,11,0,,,46,,67,,5,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,UNSURE,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,,25,20,10,10,15,5,15,0,"INCREASING REVENUE,REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,26-41,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,0,30,40,0,30,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,,,,,,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,RETAIL,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,,,,,,,,,100,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",IN THE CLOUD,IN THE CLOUD,MOVING TO THE CLOUD,NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,70,0,20,0,0,0,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,18-25,BACHELOR’S DEGREE,MALE,NO,DECLINE TO ANSWER,60,20,10,10,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,2,4,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,79,23,,,,,,,,,,,,,"SPEED,MEMORY CONSUMPTION","ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,ADVANCED MATHEMATICS,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,R","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
ARGENTINA,26-41,SOME COLLEGE,MALE,NO,WHITE,0,100,0,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,,,,,,,,GOVERNMENT AGENCY,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,68,MASTER’S DEGREE,MALE,NO,WHITE,50,0,50,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,2,3,4,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,FINANCE,BUSINESS ANALYST,OTHER,,,,,,,,,,,,,,,10,,,,,,,,,,,,,,,LESS,AUTOMATING TASKS,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",I'M NOT SURE,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,0,0,100,0,0,0,0,0,INCREASING REVENUE,NOT YET,,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,42-57,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,20,50,0,30,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OTHER (PLEASE INDICATE BELOW),NO,1,2,4,3,5,NO,,GOVERNMENT AGENCY,OTHER,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,27,0,,,,,,,,,,,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,IN THE CLOUD,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,20,40,25,0,0,0,15,0,"INCREASING REVENUE,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,40,10,10,10,10,0,,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,NO,GOVERNMENT AGENCY,ENGINEERING,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,NO,NOT WANTING TO DISRUPT CURRENT PROJECTS IN PLACE,,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,CVES,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,20,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,CONSTRUCTION,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,NO,"FEAR OF VULNERABILITIES, POTENTIAL EXPOSURES, OR RISKS",,,SOME,SOMEWHAT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,REPO MAINTENANCE LAPSES",YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,26-41,MASTER’S DEGREE,MALE,YES,WHITE,10,10,10,10,10,50,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,AGRICULTURE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,52,79,37,99,65,63,39,87,64,92,69,42,82,89,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,10,10,10,10,10,40,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AD-HOC,YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,58-67,HIGH SCHOOL OR EQUIVALENT,TWO-SPIRIT,YES,WHITE,100,0,0,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,NO,,NOT-FOR-PROFIT ORGANIZATION,,PROFESSOR/INSTRUCTOR/RESEARCHER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,NOT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,NO,CVES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),NO,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,26-41,BACHELOR’S DEGREE,MALE,YES,LATINE/HISPANIC,10,20,5,5,40,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,,,,,,YES,YES,NOT-FOR-PROFIT ORGANIZATION,AUTOMOTIVE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,26-41,BACHELOR’S DEGREE,MALE,YES,BLACK,45,12,25,1,17,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,3,1,4,5,YES,NO,GOVERNMENT AGENCY,ENERGY,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,61,35,32,21,16,45,44,34,26,100,67,55,25,24,68,RUNTIME ERRORS,"BUSINESS ANALYTICS,BIG DATA MANAGEMENT,GO LANG ","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN EARLY-STAGE STARTUP COMPANY,RARELY,FREQUENTLY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",COST,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,26-41,BACHELOR’S DEGREE,FEMALE,YES,BLACK,12,11,15,17,35,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,4,1,2,3,5,YES,YES,GOVERNMENT AGENCY,ENERGY,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,45,93,35,82,49,84,43,90,41,98,50,94,71,51,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,SECURING DATA CONNECTIVITY,YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",12,11,12,40,15,5,5,0,RESEARCH AND INNOVATION,YES,AD-HOC,YES,"AI ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,10,10,20,20,20,20,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,,,,,,YES,YES,EDUCATIONAL INSTITUTION,EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,60,87,47,35,85,41,81,49,25,71,42,84,61,72,,RUNTIME ERRORS,PROBABILITY AND STATISTICS,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,RARELY,LACK OF INCENTIVES,LEARNING NEW LANGUAGES,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,26-41,SOME COLLEGE,MALE,YES,WHITE,30,10,10,10,30,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,3,1,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,93,100,100,100,100,99,100,100,100,100,96,98,100,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,YES,YES,YES,INTERNAL COMPANY RESOURCES,LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,20,10,10,20,10,10,10,"INCREASING REVENUE,SAVING TIME",YES,AUTOMATED,YES,"AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,42-57,MASTER’S DEGREE,MALE,YES,WHITE,20,30,0,0,50,0,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,2,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES",,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,26-41,SOME COLLEGE,FEMALE,YES,WHITE,10,20,30,10,10,20,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,3,1,2,4,5,YES,YES,GOVERNMENT AGENCY,ELECTRONICS,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,55,47,61,49,60,48,62,54,63,46,59,54,61,58,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),NOT CURRENTLY USING",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,25,15,20,10,10,10,0,REDUCING COSTS,YES,AUTOMATED,YES,"AI ENGINEER,PROMPT ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,26-41,SOME COLLEGE,MALE,YES,LATINE/HISPANIC,52,22,4,4,4,7,7,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,DEFENSE,APPLIED SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68,66,81,58,100,62,68,75,80,58,59,79,99,88,51,SECURITY MEASURES,BUSINESS KNOWLEDGE,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,RARELY,,FINDING AN INTERNSHIP,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,26-41,SOME COLLEGE,FEMALE,YES,LATINE/HISPANIC,3,3,3,90,0,1,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,3,4,1,5,2,YES,YES,GOVERNMENT AGENCY,FINANCE,DEVELOPER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,36,47,53,56,51,52,64,67,51,65,66,65,72,84,74,MOBILE DEVELOPMENT,"MACHINE LEARNING,COMPUTER SYSTEMS,GO LANG ","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",INTELLECTUAL PROPERTY CONCERNS,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
ARGENTINA,58-67,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,10,40,25,7,13,5,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,OTHER (PLEASE INDICATE BELOW)",UNSURE,1,2,3,4,5,NO,UNSURE,NOT APPLICABLE (STUDENT),ENGINEERING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,26-41,MASTER’S DEGREE,MALE,NO,WHITE,15,5,5,5,35,35,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,4,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES",25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,26-41,DOCTORAL DEGREE,MALE,NO,WHITE,10,10,30,5,25,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,4,2,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,LICENSE RISK",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",NO,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,20,8,30,2,20,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,1,4,2,3,5,YES,YES,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,31,19,37,43,50,51,25,87,31,63,32,59,40,49,,"SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,BIG DATA MANAGEMENT","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
ARGENTINA,18-25,BACHELOR’S DEGREE,MALE,NO,DECLINE TO ANSWER,0,20,80,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,26-41,SOME COLLEGE,MALE,NO,WHITE,20,10,10,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,1,2,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,19,30,10,15,9,13,9,0,0,5,5,5,9,30,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"SECURING DATA CONNECTIVITY,MOVING TO THE CLOUD",NO,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,20,10,20,10,10,10,0,"INCREASING REVENUE,SAVING TIME",YES,AUTOMATED,NO,"PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARGENTINA,42-57,NO DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,DECLINE TO ANSWER,WHITE,0,0,0,0,0,100,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,4,2,3,1,5,NO,UNSURE,NOT APPLICABLE (STUDENT),,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,50,24,100,,22,,,,,,,,,,,RUNTIME ERRORS,"PROBABILITY AND STATISTICS,MACHINE LEARNING,ADVANCED MATHEMATICS,R","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",A WELL-ESTABLISHED INDUSTRY GIANT,FREQUENTLY,RARELY,INTELLECTUAL PROPERTY CONCERNS,FINDING AN INTERNSHIP,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,18-25,SOME COLLEGE,FEMALE,DECLINE TO ANSWER,WHITE,5,70,15,0,10,0,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,OTHER (PLEASE INDICATE BELOW)",UNSURE,2,1,4,3,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,23,,,,,,,,19,,,,,,SPEED,"BUSINESS KNOWLEDGE,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,PYTHON,R,SQL","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ESTABLISHED STARTUP IN GROWTH MODE,NEVER,RARELY,,OTHER (PLEASE INDICATE BELOW),ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,18-25,HIGH SCHOOL OR EQUIVALENT,NON-BINARY,YES,LATINE/HISPANIC,0,0,0,50,50,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,3,4,1,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,HEALTHCARE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,28,29,36,31,22,23,24,41,17,29,18,38,20,26,26,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,0,0,50,50,0,0,0,0,REDUCING COSTS,YES,AD-HOC,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,30,10,10,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,5,4,YES,YES,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,DEVELOPER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,89,95,80,100,90,96,78,94,87,95,80,99,90,94,,RUNTIME ERRORS,"COMMUNICATION SKILLS,R","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",LACK OF ACCESS OR INFRASTRUCTURE,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
ARMENIA,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,50,10,5,5,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,4,1,2,3,5,NO,NO,EDUCATIONAL INSTITUTION,ENTERTAINMENT,DEVELOPER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,35,34,37,45,31,46,38,69,41,30,40,41,52,50,RUNTIME ERRORS,"PROBABILITY AND STATISTICS,COMPUTER VISION/IMAGE PROCESSING","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,PRIMARY RESPONSIBILITY
ARMENIA,42-57,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,15,15,30,15,15,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,3,4,5,NO,NO,EDUCATIONAL INSTITUTION,DEFENSE,RESEARCH SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,40,42,19,56,27,25,41,49,33,38,58,37,33,32,41,SECURITY MEASURES,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,FREQUENTLY,INTELLECTUAL PROPERTY CONCERNS,SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,42-57,MASTER’S DEGREE,FEMALE,YES,WHITE,20,10,20,10,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,4,2,3,5,NO,NO,GOVERNMENT AGENCY,FINANCE,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,46,30,42,36,29,56,35,47,40,31,63,38,31,31,48,SLIGHTLY MORE,AUTOMATING TASKS,YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,SECURING NETWORK CONNECTIVITY",YES,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,20,10,10,20,10,10,0,REDUCING COSTS,YES,AD-HOC,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,10,10,10,30,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,3,1,4,5,YES,YES,EDUCATIONAL INSTITUTION,CONSULTING,DEVELOPER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,81,100,98,95,100,100,96,100,97,100,91,100,100,100,100,SPEED,"ENGINEERING SKILLS,BUSINESS ANALYTICS,GO LANG ","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",A WELL-ESTABLISHED INDUSTRY GIANT,FREQUENTLY,ALWAYS,INTELLECTUAL PROPERTY CONCERNS,LEARNING NEW LANGUAGES,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,10,10,10,30,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,4,2,1,5,YES,YES,GOVERNMENT AGENCY,FINANCE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,100,80,100,88,100,96,95,92,98,96,98,97,98,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,10,10,10,20,10,10,10,REDUCING COSTS,YES,AUTOMATED,YES,"PROMPT ENGINEER,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,BACHELOR’S DEGREE,FEMALE,YES,LATINE/HISPANIC,20,20,10,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,3,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,,SYSTEM ADMINISTRATOR,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,81,83,84,87,86,83,81,79,78,82,80,79,80,76,76,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS,NOT CURRENTLY USING",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,10,20,20,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,20,10,10,20,0,ADVANCED INFORMATION WARFARE,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,1,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"DATA BREACH,CVES,REPO MAINTENANCE LAPSES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"AI DATA ANALYST,PROMPT ENGINEER,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,42-57,BACHELOR’S DEGREE,MALE,YES,LATINE/HISPANIC,20,20,10,10,20,20,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,4,2,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,GOVERNMENT,SYSTEM ADMINISTRATOR,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,82,59,59,54,60,50,48,56,42,32,43,29,34,30,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,JAVASCRIPT,SQL,GO LANG ,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL DEPLOYMENT,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
ARMENIA,42-57,SOME COLLEGE,MALE,YES,LATINE/HISPANIC,15,15,10,10,25,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,2,4,5,YES,YES,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,70,49,32,40,52,,,,,,,,,,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL DEPLOYMENT,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
ARMENIA,42-57,BACHELOR’S DEGREE,MALE,YES,LATINE/HISPANIC,20,10,10,10,30,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,48,63,26,,47,32,,,,,24,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,20,10,10,20,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AD-HOC,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,42-57,BACHELOR’S DEGREE,MALE,YES,LATINE/HISPANIC,15,15,10,10,30,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,3,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,69,40,34,47,21,22,,,32,,,26,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,20,10,20,10,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,MASTER’S DEGREE,MALE,YES,WHITE,20,20,10,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,4,2,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,CONSTRUCTION,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,72,45,41,72,84,83,20,87,20,77,22,78,24,70,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,20,15,20,10,10,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,42-57,BACHELOR’S DEGREE,FEMALE,YES,WHITE,50,30,0,0,20,0,0,ADVANCED INFORMATION WARFARE,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,3,2,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DEVELOPER,OTHER,,,,,,,,,,,,,,,12,24,20,22,14,42,18,47,30,54,96,39,29,12,22,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,UNSURE,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,IN THE CLOUD,MEETING IT/INFOSEC STANDARDS,NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,30,10,5,15,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,DOCTORAL DEGREE,FEMALE,YES,WHITE,20,10,20,20,10,20,0,ADVANCED INFORMATION WARFARE,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,25,43,51,75,91,61,68,44,56,75,13,40,60,74,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,20,10,10,10,10,20,0,"REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AD-HOC,YES,"AI AUDITOR,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,DOCTORAL DEGREE,MALE,YES,WHITE,10,20,20,10,10,30,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,13,50,37,50,72,53,81,56,65,40,78,88,59,78,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),NOT CURRENTLY USING",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,10,10,10,10,40,0,"REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"PROMPT ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,42-57,SOME COLLEGE,MALE,YES,WHITE,0,0,50,50,0,0,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,1,4,2,5,3,YES,YES,EDUCATIONAL INSTITUTION,FINANCE,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,CVES,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,SOME COLLEGE,MALE,YES,"BLACK,WHITE",0,0,50,50,0,0,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,1,4,2,3,5,YES,YES,EDUCATIONAL INSTITUTION,HEALTHCARE,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,CVES",YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"AI DATA ANALYST,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,DOCTORAL DEGREE,MALE,YES,WHITE,10,20,20,10,10,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,39,58,67,44,51,71,49,84,29,46,53,70,32,,SLIGHTLY MORE,AUTOMATING TASKS,YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,10,10,20,20,20,0,"REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,DOCTORAL DEGREE,FEMALE,YES,WHITE,20,30,10,10,10,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,4,5,1,3,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,50%,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,REPO MAINTENANCE LAPSES,YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",YES,"AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,DOCTORAL DEGREE,FEMALE,YES,WHITE,20,20,20,10,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,19,28,48,60,31,48,55,23,69,32,44,54,22,65,0,SLIGHTLY MORE,AUTOMATING TASKS,YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,10,20,20,10,10,10,20,0,"SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,YES,"AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,42-57,BACHELOR’S DEGREE,FEMALE,YES,"WHITE,LATINE/HISPANIC",0,0,50,50,0,0,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,3,4,1,2,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,INSURANCE,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,CVES,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,BACHELOR’S DEGREE,TWO-SPIRIT,YES,WHITE,10,25,5,40,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,4,2,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,DATA ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,45,62,30,71,51,61,55,47,54,71,47,67,58,53,,MOBILE DEVELOPMENT,"COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,ADVANCED MATHEMATICS","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,RARELY,INTELLECTUAL PROPERTY CONCERNS,LEARNING NEW LANGUAGES,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,15,45,10,10,10,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,ELECTRONICS,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,56,57,52,60,40,56,62,46,55,50,38,57,52,41,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),NOT CURRENTLY USING",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,MOVING TO THE CLOUD",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,10,5,40,10,10,10,0,"REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,15,15,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,1,4,3,5,YES,YES,GOVERNMENT AGENCY,FINANCE,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,50,62,47,47,43,52,42,57,43,58,50,47,58,64,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),NOT CURRENTLY USING",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,15,20,10,10,20,10,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,YES,"AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,15,10,15,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,4,3,1,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,FINANCE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,55,60,59,61,59,59,59,62,63,63,64,66,64,70,,SLIGHTLY MORE,AUTOMATING TASKS,YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,MOVING TO THE CLOUD",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,10,30,10,10,10,10,"SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,18-25,SOME COLLEGE,MALE,YES,EAST ASIAN,20,10,20,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,56,63,46,54,43,46,35,75,49,55,60,30,60,38,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,MOVING TO THE CLOUD",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,20,20,10,10,10,10,0,"REDUCING COSTS,RESEARCH AND INNOVATION",NOT YET,,NO,"AI ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,20,20,20,30,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",10%,SOME,VERY CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,30,10,10,30,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,4,3,1,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,CONSTRUCTION,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",10%,SOME,VERY CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,10,30,20,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,1,4,2,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,CONSTRUCTION,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",10%,SOME,VERY CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,20,20,10,10,10,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,4,3,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",10%,SOME,VERY CONFIDENT,IT SYSTEM ADMIN,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,20,10,20,30,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,3,1,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",10%,SOME,VERY CONFIDENT,IT SYSTEM ADMIN,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,10,10,30,30,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",10%,SOME,VERY CONFIDENT,IT SYSTEM ADMIN,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,20,30,10,10,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,1,4,3,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",10%,SOME,VERY CONFIDENT,IT SYSTEM ADMIN,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ARMENIA,68,DOCTORAL DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,NO,OTHER (PLEASE INDICATE),10,10,10,20,20,20,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,4,3,2,1,5,NO,UNSURE,GOVERNMENT AGENCY,,PROFESSOR/INSTRUCTOR/RESEARCHER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,22,22,21,30,29,13,22,25,30,30,22,29,20,40,100,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS,NOT CURRENTLY USING",UNSURE,UNSURE,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,10,20,20,10,10,10,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",UNSURE,,UNSURE,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,42-57,MASTER’S DEGREE,MALE,NO,WHITE,20,25,25,15,15,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,2,5,4,1,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,22,,22,24,,24,47,26,49,,23,,,21,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS,OTHER (PLEASE INDICATE BELOW)",YES,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,,30,30,0,10,20,10,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,68,MASTER’S DEGREE,MALE,NO,DECLINE TO ANSWER,30,0,10,30,30,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,NO,3,1,2,4,5,NO,,NOT-FOR-PROFIT ORGANIZATION,ENERGY,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,31,,29,,17,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,25,0,0,20,15,0,RESEARCH AND INNOVATION,UNSURE,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,42-57,MASTER’S DEGREE,MALE,NO,BLACK,15,30,15,20,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,3,4,5,NO,,NOT APPLICABLE (STUDENT),EDUCATION,DATA ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,86,14,0,22,23,,,32,76,78,,27,,,22,SPEED,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DATA VISUALIZATION,COMPUTER SYSTEMS,PYTHON,JAVASCRIPT,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN ACADEMIC OR RESEARCH CENTER,RARELY,FREQUENTLY,,FINDING AN INTERNSHIP,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,30,10,10,15,15,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,2,1,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,22,23,55,54,60,54,38,58,52,53,30,36,34,45,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",UNSURE,UNSURE,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,25,15,20,20,5,5,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,LATINE/HISPANIC,0,0,0,50,50,0,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,4,2,5,YES,NO,GOVERNMENT AGENCY,HEALTHCARE,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,20,29,21,28,21,25,23,16,20,16,22,20,12,19,16,SECURITY MEASURES,COMMUNICATION SKILLS,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,RARELY,LACK OF ACCESS OR INFRASTRUCTURE,FINDING AN INTERNSHIP,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,58-67,BACHELOR’S DEGREE,MALE,NO,WHITE,14,33,5,25,15,8,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,3,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,75,24,25,79,24,12,,96,,98,,74,,,,"SPEED,MOBILE DEVELOPMENT","COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PYTHON,JAVASCRIPT,SQL","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
AUSTRALIA,42-57,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,0,95,0,5,0,0,0,OTHER (PLEASE INDICATE BELOW),HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,2,1,4,3,5,NO,,NOT APPLICABLE (STUDENT),OTHER,DATA SCIENTIST,OTHER,,,,,,,,,,,,,,,76,78,,,,,26,,,,,,,,,SLIGHTLY MORE,OTHER (PLEASE INDICATE BELOW),NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,OTHER (PLEASE INDICATE BELOW),NO,NO,,50,50,0,0,0,0,0,0,PERFORMANCE INSIGHTS,NO,,YES,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,MASTER’S DEGREE,FEMALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,42-57,MASTER’S DEGREE,MALE,NO,WHITE,0,0,0,0,0,0,100,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,42-57,HIGH SCHOOL OR EQUIVALENT,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,58-67,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,PACIFIC ISLANDER,10,15,25,10,15,15,10,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,58-67,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,42-57,MASTER’S DEGREE,MALE,NO,EAST ASIAN,20,20,0,30,30,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,4,2,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES",10%,NONE,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",UNSURE,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,15,20,10,5,30,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,56,55,55,52,71,94,65,72,61,36,48,86,36,60,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,15,5,20,20,20,0,"INCREASING REVENUE,SAVING TIME",YES,AD-HOC,NO,"AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,20,10,10,20,0,,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,3,1,2,4,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,DATA ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,37,38,,6,48,29,63,15,32,31,35,49,45,27,,SECURITY MEASURES,"PROBABILITY AND STATISTICS,NLP","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,FREQUENTLY,INTELLECTUAL PROPERTY CONCERNS,FINDING AN INTERNSHIP,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,MASTER’S DEGREE,MALE,YES,WHITE,10,5,30,15,20,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",NO,4,5,1,2,3,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,70,59,69,30,80,61,38,55,33,17,14,13,32,71,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,10,30,25,5,10,5,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,,UNSURE,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,20,10,10,20,20,20,0,,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,2,4,5,YES,NO,GOVERNMENT AGENCY,FINANCE,DATA ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,50,24,32,43,51,62,56,63,55,48,16,11,11,11,,SECURITY MEASURES,"ENGINEERING SKILLS,COMPUTER VISION/IMAGE PROCESSING","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
AUSTRALIA,26-41,HIGH SCHOOL OR EQUIVALENT,NON-BINARY,YES,WHITE,20,20,20,20,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,1,3,2,4,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,GOVERNMENT,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23,22,33,32,52,28,43,35,36,26,40,32,52,36,,SECURITY MEASURES,ENGINEERING SKILLS,"SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
AUSTRALIA,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,60,10,10,5,5,5,5,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,4,2,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,51,44,31,19,24,25,24,23,18,36,24,13,22,30,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,20,20,10,5,5,10,10,"REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,40,10,10,10,10,10,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,4,2,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,CVES",YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,DOCTORAL DEGREE,MALE,NO,OTHER (PLEASE INDICATE),20,10,30,10,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,4,2,1,3,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,26,,,,,,,,,,,,,,"SPEED,MOBILE DEVELOPMENT,MEMORY CONSUMPTION","MACHINE LEARNING,DATA VISUALIZATION,PYTHON",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL DEPLOYMENT,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
AUSTRALIA,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,50,10,10,10,10,10,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,YES,YES,GOVERNMENT AGENCY,ELECTRONICS,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,44,28,36,40,27,56,36,63,27,60,54,26,42,41,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,50,10,10,10,10,5,5,0,"SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,YES,"AI DATA ANALYST,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,MASTER’S DEGREE,MALE,YES,SOUTHEAST ASIAN,30,20,10,10,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,3,1,2,4,5,YES,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53,54,52,50,50,52,53,50,52,50,49,47,54,47,,"SECURITY MEASURES,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,NLP","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
AUSTRALIA,26-41,DOCTORAL DEGREE,MALE,YES,WHITE,10,20,20,20,10,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,3,4,2,1,5,YES,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52,51,53,56,53,53,57,55,57,56,54,59,55,55,,SECURITY MEASURES,NLP,"SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
AUSTRALIA,26-41,BACHELOR’S DEGREE,MALE,YES,"WHITE,LATINE/HISPANIC",25,15,5,25,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,1,4,2,5,YES,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,35,13,20,47,16,12,47,65,82,16,27,23,43,27,,SPEED,"COMMUNICATION SKILLS,BIG DATA MANAGEMENT,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,FREQUENTLY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF INCENTIVES",LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,42-57,SOME COLLEGE,NON-BINARY,YES,WHITE,100,0,0,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,NO,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,GOVERNMENT,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,41,68,68,59,60,65,55,55,65,75,72,50,37,51,RUNTIME ERRORS,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ADVANCED MATHEMATICS,GO LANG ","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL PRODUCTION MONITORING AND ITERATION,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,A WELL-ESTABLISHED INDUSTRY GIANT,FREQUENTLY,NEVER,LACK OF INCENTIVES,SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,30,10,10,10,10,10,20,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,3,1,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES",YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,50,10,10,10,10,5,5,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,30,31,37,29,20,23,34,21,22,17,15,23,9,17,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,10,10,10,30,10,10,"REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,42-57,MASTER’S DEGREE,MALE,YES,WHITE,15,20,25,10,10,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,1,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,42-57,MASTER’S DEGREE,MALE,YES,WHITE,10,20,10,15,20,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,4,2,1,5,YES,YES,EDUCATIONAL INSTITUTION,CONSTRUCTION,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI DATA ANALYST,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,42-57,MASTER’S DEGREE,MALE,YES,WHITE,15,10,10,5,30,30,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",,2,4,1,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,58,29,78,29,52,55,30,,55,60,60,59,60,80,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,10,15,10,10,25,0,"INCREASING REVENUE,RESEARCH AND INNOVATION",YES,AD-HOC,NO,"AI ENGINEER,PROMPT ENGINEER,AI AUDITOR,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,42-57,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,20,10,10,30,10,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,5,4,2,1,3,YES,YES,GOVERNMENT AGENCY,GOVERNMENT,PRODUCT MANAGER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,33,44,24,52,27,50,60,33,69,21,23,33,41,31,32,"MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PYTHON,R","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
AUSTRALIA,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,20,10,10,30,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,30,,,74,,,,,35,,,42,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS,NOT CURRENTLY USING",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,MODEL DECAY OR DATA DRIFT",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,15,10,10,20,20,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,SOME COLLEGE,FEMALE,NO,LATINE/HISPANIC,20,10,10,10,30,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,4,3,1,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",10%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",YES,"AI DATA ANALYST,AI AUDITOR,MACHINE MANAGER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,33,45,22,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,,ML ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,42-57,HIGH SCHOOL OR EQUIVALENT,NON-BINARY,YES,WHITE,0,0,30,20,40,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,3,4,1,2,5,YES,UNSURE,GOVERNMENT AGENCY,FOOD & BEVERAGE,APPLIED SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,48,26,49,23,13,41,24,23,38,25,47,79,28,37,26,SECURITY MEASURES,"ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,RARELY,LACK OF ACCESS OR INFRASTRUCTURE,FINDING AN INTERNSHIP,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,SOME COLLEGE,MALE,DECLINE TO ANSWER,WHITE,10,10,20,10,25,25,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,4,5,3,1,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,27,27,28,,,,,,,,,32,31,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",UNSURE,UNSURE,UNSURE,YES,"INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I'M NOT SURE,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,5,10,20,15,20,20,0,"INCREASING REVENUE,SAVING TIME",YES,AUTOMATED,UNSURE,"AI ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,SOME COLLEGE,MALE,DECLINE TO ANSWER,WHITE,10,10,20,10,25,25,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,4,5,3,1,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,27,27,28,,,,,,,,,32,31,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",UNSURE,UNSURE,UNSURE,YES,"INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I'M NOT SURE,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,5,10,20,15,20,20,0,"INCREASING REVENUE,SAVING TIME",YES,AUTOMATED,UNSURE,"AI ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,HIGH SCHOOL OR EQUIVALENT,NON-BINARY,YES,WHITE,50,30,0,20,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,REPO MAINTENANCE LAPSES,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",YES,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,BACHELOR’S DEGREE,TWO-SPIRIT,YES,WHITE,10,25,10,15,20,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,2,1,4,5,YES,YES,GOVERNMENT AGENCY,DEFENSE,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,20,45,46,56,43,57,46,58,51,34,46,45,56,50,,MOBILE DEVELOPMENT,"COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,DEEP LEARNING","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,NEVER,"INTELLECTUAL PROPERTY CONCERNS,LACK OF INCENTIVES",LEARNING NEW LANGUAGES,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,SOME COLLEGE,FEMALE,YES,WHITE,10,20,10,30,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,4,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ENTERTAINMENT,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,67,49,64,51,62,71,52,66,47,61,79,54,68,55,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),NOT CURRENTLY USING",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,30,10,10,30,5,5,0,"SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI DATA ANALYST,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,SOME COLLEGE,NON-BINARY,YES,EAST ASIAN,20,30,10,10,10,10,10,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,3,2,5,4,1,YES,YES,NOT-FOR-PROFIT ORGANIZATION,CONSTRUCTION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,19,34,16,14,28,28,20,32,29,21,12,21,35,28,24,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,30,10,10,10,10,10,10,SAVING TIME,YES,AD-HOC,YES,"PROMPT ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,MASTER’S DEGREE,MALE,YES,WHITE,15,25,10,15,20,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,15,10,10,30,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,3,2,4,1,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,19,26,14,26,12,26,23,33,21,32,17,30,17,31,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,YES,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,NO,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,20,5,15,10,10,20,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI DATA ANALYST,AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,DOCTORAL DEGREE,MALE,NO,WHITE,15,5,30,5,30,15,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,3,2,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,NOT FOR PROFIT,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,SOME COLLEGE,MALE,YES,WHITE,10,5,40,5,30,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,4,3,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,7,15,,12,,,,26,13,32,,,24,43,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,I'M NOT SURE,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,2,15,9,14,30,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,UNSURE,"AI ENGINEER,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,68,MASTER’S DEGREE,MALE,NO,WHITE,20,20,20,20,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",,5,1,3,4,2,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,74,,25,,,,,,,,,,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",,NO,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,0,20,20,20,0,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AD-HOC,UNSURE,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,42-57,MASTER’S DEGREE,AGENDER,NO,WHITE,20,5,30,5,25,15,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,1,3,2,4,5,,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,LICENSE RISK",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",NO,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,15,5,30,5,20,25,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,36,17,43,76,56,17,13,85,12,62,13,58,23,29,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,20,20,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,DOCTORAL DEGREE,MALE,YES,WHITE,100,0,0,0,0,0,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,34,65,83,24,93,96,9,82,53,49,88,60,79,85,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,MOVING TO THE CLOUD",YES,NO,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,50,0,0,0,50,0,0,0,SAVING TIME,YES,AUTOMATED,NO,"AI ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,18-25,NO DEGREE,MALE,YES,WHITE,20,20,20,20,15,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,GOVERNMENT,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",10%,NONE,NOT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,MASTER’S DEGREE,AGENDER,DECLINE TO ANSWER,DECLINE TO ANSWER,20,30,30,20,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,OTHER (PLEASE INDICATE BELOW)",YES,1,2,5,3,4,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,75,28,,,,,,,29,100,,,,,93,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",UNSURE,UNSURE,UNSURE,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I'M NOT SURE,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,25,35,15,0,0,0,25,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",NOT YET,,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,42-57,HIGH SCHOOL OR EQUIVALENT,MALE,NO,WHITE,15,20,20,10,10,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,1,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,26,27,28,0,0,29,0,31,0,14,31,30,8,26,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,YES,NO,YES,INTERNAL COMPANY RESOURCES,LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING NETWORK CONNECTIVITY",YES,NO,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,20,20,15,15,10,0,"INCREASING REVENUE,RESEARCH AND INNOVATION",YES,AUTOMATED,UNSURE,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,10,30,10,20,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,3,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",10%,SOME,VERY CONFIDENT,IT SYSTEM ADMIN,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,WHITE,20,10,10,10,30,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,4,3,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,27,19,19,32,15,23,16,27,23,13,0,16,35,42,,LESS,AUTOMATING TASKS,NO,YES,YES,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,20,10,10,15,15,10,0,RESEARCH AND INNOVATION,YES,AUTOMATED,NO,"AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,42-57,MASTER’S DEGREE,MALE,NO,WHITE,0,20,80,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,2,1,3,4,5,NO,,GOVERNMENT AGENCY,TRANSPORTATION & LOGISTICS,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,,,,,,,,,92,,,,,,LESS,NOT CURRENTLY USING,UNSURE,NO,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRALIA,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,26-41,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,0,20,30,0,20,30,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,4,3,5,NO,NO,GOVERNMENT AGENCY,GOVERNMENT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,,,,67,68,,,,100,,,,,67,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",10,5,30,25,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NOT YET,,YES,"AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,42-57,MASTER’S DEGREE,MALE,NO,WHITE,0,0,30,30,10,30,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,2,3,4,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,80,,,,,,24,,,23,,,,,,THE SAME AMOUNT,AUTOMATING TASKS,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,NO,,50,20,20,0,0,0,10,0,"INCREASING REVENUE,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,26-41,HIGH SCHOOL OR EQUIVALENT,NON-BINARY,YES,WHITE,0,0,0,0,50,50,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,3,1,4,5,YES,YES,GOVERNMENT AGENCY,GOVERNMENT,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,27,31,23,22,30,27,24,30,20,17,32,17,26,18,17,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,0,50,0,0,50,0,0,0,SAVING TIME,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,18-25,BACHELOR’S DEGREE,MALE,YES,EAST ASIAN,20,30,30,10,0,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,2,1,3,4,5,YES,UNSURE,EDUCATIONAL INSTITUTION,MANUFACTURING,ML ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,SOME,SOMEWHAT CONFIDENT,I DO,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",UNSURE,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,26-41,SOME COLLEGE,NON-BINARY,YES,BLACK,19,8,22,19,14,18,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,4,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,FINANCE,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,18,50,30,67,49,77,65,22,62,25,76,52,59,25,0,SLIGHTLY MORE,AUTOMATING TASKS,YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",13,12,21,23,17,7,7,0,REDUCING COSTS,YES,AUTOMATED,YES,"PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,68,NO DEGREE,NON-BINARY,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,42-57,MASTER’S DEGREE,MALE,NO,WHITE,20,10,10,10,50,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,4,3,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,DATA SCIENTIST,OTHER,,,,,,,,,,,,,,,100,,24,,,0,,47,48,100,,,,,43,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",UNSURE,UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,18-25,SOME COLLEGE,MALE,YES,"WHITE,EAST ASIAN",10,20,30,5,20,15,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,2,1,3,5,YES,YES,GOVERNMENT AGENCY,,PROFESSOR/INSTRUCTOR/RESEARCHER,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,"AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,26-41,SOME COLLEGE,MALE,YES,WHITE,10,20,20,10,10,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,1,3,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,EDUCATION,RESEARCH SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,49,44,31,29,18,38,32,37,43,32,21,14,22,9,0,RUNTIME ERRORS,COMMUNICATION SKILLS,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,FREQUENTLY,INTELLECTUAL PROPERTY CONCERNS,COST,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,42-57,BACHELOR’S DEGREE,FEMALE,YES,WHITE,30,10,20,20,10,5,5,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,26-41,MASTER’S DEGREE,FEMALE,YES,BLACK,10,20,20,30,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,50%,SOME,VERY CONFIDENT,C-SUITE LEVEL,CVES,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,10,10,10,10,20,40,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,HOSPITALITY,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,98,86,100,88,83,93,93,88,96,85,96,94,90,84,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,INTERNAL COMPANY RESOURCES,LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,10,10,10,20,10,30,10,0,SAVING TIME,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,42-57,MASTER’S DEGREE,MALE,YES,WHITE,20,10,20,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,4,3,2,1,5,YES,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54,53,53,55,53,56,54,58,54,58,53,56,59,53,,MOBILE DEVELOPMENT,ADVANCED MATHEMATICS,"SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
AUSTRIA,42-57,MASTER’S DEGREE,FEMALE,NO,"SOUTHEAST ASIAN,OTHER (PLEASE INDICATE),DECLINE TO ANSWER",100,0,0,0,0,0,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,NO,1,2,3,4,5,NO,YES,GOVERNMENT AGENCY,,ML ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,50%,NONE,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,REPO MAINTENANCE LAPSES,UNSURE,,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,40,10,10,10,10,10,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,58-67,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,30,10,10,20,20,10,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,5,4,3,1,2,YES,YES,NOT-FOR-PROFIT ORGANIZATION,GOVERNMENT,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,51,27,56,41,53,34,65,43,58,44,60,38,20,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",I'M NOT SURE,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,20,10,10,10,20,20,0,"SAVING TIME,RESEARCH AND INNOVATION",NOT YET,,YES,"AI ENGINEER,AI DATA ANALYST,NONE OF THESE",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,18-25,SOME COLLEGE,FEMALE,YES,EAST ASIAN,25,25,25,5,20,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,4,1,2,3,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,GOVERNMENT,APPLIED SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,58,24,27,64,50,42,100,71,56,51,47,59,60,68,RUNTIME ERRORS,PROBABILITY AND STATISTICS,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,RARELY,INTELLECTUAL PROPERTY CONCERNS,LEARNING NEW LANGUAGES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,18-25,SOME COLLEGE,FEMALE,YES,WHITE,25,25,25,5,20,0,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,4,2,1,3,5,YES,UNSURE,GOVERNMENT AGENCY,FINANCE,RESEARCH SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,82,25,35,72,34,39,55,46,85,22,50,38,48,33,RUNTIME ERRORS,PROBABILITY AND STATISTICS,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,RARELY,LACK OF ACCESS OR INFRASTRUCTURE,LEARNING NEW LANGUAGES,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,42-57,BACHELOR’S DEGREE,MALE,YES,LATINE/HISPANIC,10,20,10,10,30,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,4,2,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,PROFESSIONAL SERVICES,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,48,38,24,,,,,17,,,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,15,15,20,15,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,18-25,BACHELOR’S DEGREE,MALE,YES,WHITE,20,15,10,20,15,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,2,1,4,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,HOSPITALITY,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"DATA BREACH,REPO MAINTENANCE LAPSES,LICENSE RISK",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,26-41,NO DEGREE,MALE,YES,EAST ASIAN,15,13,11,24,12,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,2,3,4,1,5,YES,YES,GOVERNMENT AGENCY,HOSPITALITY,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,43,40,49,52,,46,43,51,34,49,39,,55,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,NOT CURRENTLY USING",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",IN THE CLOUD,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,MOVING TO THE CLOUD",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,12,9,14,14,16,19,16,0,"REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,20,0,0,40,30,10,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,4,2,3,5,YES,YES,GOVERNMENT AGENCY,HEALTHCARE,SYSTEM ADMINISTRATOR,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30,12,51,24,14,36,13,30,13,56,24,27,17,25,14,RUNTIME ERRORS,"DEEP LEARNING,ETHICS IN DATA SCIENCE/MACHINE LEARNING","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A NONPROFIT ORGANIZATION,SOMETIMES,RARELY,LACK OF ACCESS OR INFRASTRUCTURE,SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,25,10,42,13,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,1,3,5,4,YES,YES,NOT-FOR-PROFIT ORGANIZATION,GOVERNMENT,DATA ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,46,52,49,53,53,64,42,,88,41,37,38,57,45,50,MOBILE DEVELOPMENT,"COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,DEEP LEARNING,DATA VISUALIZATION","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,FREQUENTLY,LACK OF INCENTIVES,LEARNING NEW LANGUAGES,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,5,15,10,40,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,2,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ENTERTAINMENT,DATA ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,64,50,61,36,49,57,41,66,50,43,56,55,45,57,,SECURITY MEASURES,"COMMUNICATION SKILLS,ENGINEERING SKILLS,PROBABILITY AND STATISTICS","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,NEVER,"INTELLECTUAL PROPERTY CONCERNS,LACK OF INCENTIVES",LEARNING NEW LANGUAGES,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,10,5,15,40,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,48,50,61,46,63,37,48,60,51,53,56,54,46,45,0,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,5,35,10,20,10,10,0,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI DATA ANALYST,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AUSTRIA,18-25,MASTER’S DEGREE,MALE,NO,WHITE,5,25,15,0,20,10,25,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OTHER (PLEASE INDICATE BELOW)",YES,2,3,4,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,13,26,,,,,,12,,100,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,65,10,15,10,0,0,0,0,"INCREASING REVENUE,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"BIG DATA ENGINEER,NONE OF THESE",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AZERBAIJAN,18-25,SOME COLLEGE,FEMALE,YES,LATINE/HISPANIC,0,0,0,50,50,0,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,NO,GOVERNMENT AGENCY,HEALTHCARE,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23,26,27,18,20,18,17,24,15,13,15,19,17,25,24,SECURITY MEASURES,COMMUNICATION SKILLS,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A NONPROFIT ORGANIZATION,SOMETIMES,FREQUENTLY,INTELLECTUAL PROPERTY CONCERNS,FINDING AN INTERNSHIP,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
AZERBAIJAN,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AZERBAIJAN,42-57,BACHELOR’S DEGREE,FEMALE,YES,WHITE,40,5,20,15,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,2,3,1,4,5,YES,NO,EDUCATIONAL INSTITUTION,HEALTHCARE,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,26,9,51,22,13,33,10,55,59,11,25,53,17,57,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",UNSURE,UNSURE,YES,NO,COMMUNITY PLATFORMS AND FORUMS,LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,MOVING TO THE CLOUD",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,5,15,25,5,25,15,10,0,"REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AUTOMATED,UNSURE,"AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AZERBAIJAN,26-41,SOME COLLEGE,MALE,YES,WHITE,20,10,10,10,25,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,2,4,1,5,YES,YES,EDUCATIONAL INSTITUTION,CONSULTING,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,85,56,94,50,70,100,34,15,59,59,75,42,46,100,60,SECURITY MEASURES,"PROBABILITY AND STATISTICS,BUSINESS ANALYTICS","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,A WELL-ESTABLISHED INDUSTRY GIANT,FREQUENTLY,RARELY,INTELLECTUAL PROPERTY CONCERNS,FINDING AN INTERNSHIP,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
AZERBAIJAN,26-41,MASTER’S DEGREE,FEMALE,YES,BLACK,12,11,15,16,25,21,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,4,3,2,5,YES,YES,EDUCATIONAL INSTITUTION,CONSULTING,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,26,60,61,61,14,20,64,32,100,39,79,21,21,26,71,SLIGHTLY MORE,AUTOMATING TASKS,YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING NETWORK CONNECTIVITY",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,12,12,15,15,11,25,10,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AZERBAIJAN,42-57,BACHELOR’S DEGREE,NON-BINARY,NO,LATINE/HISPANIC,50,10,10,10,5,5,10,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,NO,1,4,2,3,5,NO,NO,EDUCATIONAL INSTITUTION,GOVERNMENT,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,38,29,42,38,52,57,38,50,47,31,47,53,42,39,,SECURITY MEASURES,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
AZERBAIJAN,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,20,20,20,10,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,PRODUCT MANAGER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,68,50,100,82,68,67,100,,43,96,,100,57,,,MOBILE DEVELOPMENT,BUSINESS KNOWLEDGE,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,PRIMARY RESPONSIBILITY
AZERBAIJAN,58-67,DOCTORAL DEGREE,MALE,YES,WHITE,20,10,20,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,,,,,,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,NOT APPLICABLE (STUDENT),PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,48,48,48,48,49,49,49,51,51,51,51,52,56,55,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,PYTHON","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",CULTURE OF COMPETITION AND SECRECY,PRIMARY RESPONSIBILITY
AZERBAIJAN,26-41,SOME COLLEGE,FEMALE,YES,WHITE,0,0,0,30,50,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,3,2,1,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,20,61,20,28,12,44,19,44,24,10,44,17,42,36,24,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,0,0,20,30,20,30,0,0,"REDUCING COSTS,SAVING TIME",YES,AUTOMATED,NO,"AI DATA ANALYST,PROMPT ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AZERBAIJAN,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,30,10,10,20,30,0,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,33,22,60,29,55,22,55,30,32,62,20,50,17,16,24,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,0,20,30,40,0,10,0,0,"REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AZERBAIJAN,26-41,SOME COLLEGE,MALE,YES,WHITE,20,0,30,20,0,30,0,ADVANCED INFORMATION WARFARE,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,4,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,46,20,75,24,43,25,52,26,41,26,56,31,30,40,41,THE SAME AMOUNT,NOT CURRENTLY USING,YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,,20,30,0,0,50,0,0,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AZERBAIJAN,18-25,NO DEGREE,MALE,YES,WHITE,20,20,20,20,15,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,4,2,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,GOVERNMENT,DEVELOPER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,33,30,30,11,18,19,30,19,31,30,16,20,14,36,0,"MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS","COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
AZERBAIJAN,42-57,SOME COLLEGE,NON-BINARY,YES,BLACK,10,20,30,40,0,0,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,5,4,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ENTERTAINMENT,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
AZERBAIJAN,42-57,SOME COLLEGE,NON-BINARY,YES,SOUTHEAST ASIAN,100,0,0,0,0,0,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,3,1,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,DATA ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,52,54,33,,43,55,44,29,45,29,38,35,32,53,SECURITY MEASURES,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A NONPROFIT ORGANIZATION,RARELY,FREQUENTLY,INTELLECTUAL PROPERTY CONCERNS,LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
BAHAMAS,42-57,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,30,20,10,10,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,5,1,2,4,3,,YES,NOT-FOR-PROFIT ORGANIZATION,HOSPITALITY,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,32,41,17,45,25,61,40,28,51,31,59,43,36,47,48,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",UNSURE,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,20,10,10,10,10,20,10,"INCREASING REVENUE,REDUCING COSTS",YES,AUTOMATED,YES,"PROMPT ENGINEER,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BAHAMAS,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,SOUTHEAST ASIAN,20,30,50,0,0,0,0,ADVANCED INFORMATION WARFARE,"ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,4,2,3,5,YES,YES,GOVERNMENT AGENCY,HEALTHCARE,ML ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52,18,46,30,43,16,45,43,16,66,22,39,27,50,32,MOBILE DEVELOPMENT,"PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A NONPROFIT ORGANIZATION,RARELY,FREQUENTLY,LACK OF INCENTIVES,LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,
BAHAMAS,26-41,SOME COLLEGE,MALE,YES,WHITE,15,10,20,40,5,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,2,4,1,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,GOVERNMENT,APPLIED SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,60,49,62,70,49,68,49,64,56,50,84,59,41,47,,SPEED,"COMMUNICATION SKILLS,ENGINEERING SKILLS,BUSINESS ANALYTICS,NLP","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,RARELY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF INCENTIVES",SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
BAHAMAS,26-41,SOME COLLEGE,FEMALE,YES,WHITE,30,20,50,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,,,,,,YES,YES,EDUCATIONAL INSTITUTION,ELECTRONICS,DATA ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,31,27,51,67,32,23,31,35,41,61,35,16,27,31,,MOBILE DEVELOPMENT,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,RARELY,INTELLECTUAL PROPERTY CONCERNS,LEARNING NEW LANGUAGES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
BAHRAIN,26-41,SOME COLLEGE,TWO-SPIRIT,YES,WHITE,12,11,19,12,25,21,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,2,4,5,YES,YES,GOVERNMENT AGENCY,INSURANCE,BUSINESS ANALYST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,62,44,86,50,89,50,70,49,78,25,32,18,61,54,,"RUNTIME ERRORS,MEMORY CONSUMPTION",PROBABILITY AND STATISTICS,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF ACCESS OR INFRASTRUCTURE,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
BAHRAIN,26-41,MASTER’S DEGREE,MALE,YES,LATINE/HISPANIC,12,11,17,19,15,26,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52,100,14,35,100,9,100,32,81,36,52,38,100,47,27,"MOBILE DEVELOPMENT,SECURITY MEASURES","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PYTHON,R","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,LACK OF ACCESS OR INFRASTRUCTURE,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
BAHRAIN,26-41,SOME COLLEGE,FEMALE,NO,WHITE,40,10,10,10,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,3,1,2,4,5,YES,YES,GOVERNMENT AGENCY,GOVERNMENT,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,67,74,40,68,100,32,99,68,100,50,92,74,67,22,,MOBILE DEVELOPMENT,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,SQL","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
BAHRAIN,42-57,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,20,0,30,50,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,2,4,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,33,20,45,17,43,25,25,51,31,26,24,45,29,13,37,SLIGHTLY MORE,AUTOMATING TASKS,YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,0,30,0,50,0,0,0,"SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BAHRAIN,26-41,HIGH SCHOOL OR EQUIVALENT,TWO-SPIRIT,YES,BLACK,50,30,20,0,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,,,,,,YES,YES,GOVERNMENT AGENCY,ENTERTAINMENT,BUSINESS ANALYST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,37,84,33,45,55,30,27,100,32,29,49,22,32,57,,RUNTIME ERRORS,PROBABILITY AND STATISTICS,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,FREQUENTLY,LACK OF ACCESS OR INFRASTRUCTURE,SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,
BAHRAIN,42-57,DOCTORAL DEGREE,MALE,YES,WHITE,15,15,25,15,15,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,2,4,1,5,YES,YES,GOVERNMENT AGENCY,AUTOMOTIVE,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,DATA BREACH,YES,,YES,PAID UNIVERSITY COURSES,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BAHRAIN,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,LATINE/HISPANIC,10,10,20,10,10,40,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,,,,,,YES,NO,EDUCATIONAL INSTITUTION,,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,NOT CONFIDENT,IT SYSTEM ADMIN,CVES,YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,"AI DATA ANALYST,PROMPT ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BAHRAIN,42-57,SOME COLLEGE,NON-BINARY,NO,"LATINE/HISPANIC,EAST ASIAN",10,20,20,20,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,NO,,,,,,YES,YES,NOT-FOR-PROFIT ORGANIZATION,HEALTHCARE,SYSTEM ADMINISTRATOR,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54,,12,,,48,,46,,43,,27,,,,SECURITY MEASURES,"COMMUNICATION SKILLS,BIG DATA MANAGEMENT,ADVANCED MATHEMATICS,DATA VISUALIZATION,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A NONPROFIT ORGANIZATION,SOMETIMES,FREQUENTLY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",COST,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
BANGLADESH,42-57,MASTER’S DEGREE,MALE,NO,DECLINE TO ANSWER,20,19,19,15,10,17,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,2,4,5,YES,NO,EDUCATIONAL INSTITUTION,,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,78,,100,100,63,,,100,47,100,15,15,,53,,"SPEED,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,ENGINEERING SKILLS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,COMPUTER SYSTEMS,PYTHON,JAVASCRIPT,SQL","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",LACK OF INCENTIVES,PRIMARY RESPONSIBILITY
BANGLADESH,18-25,SOME COLLEGE,FEMALE,YES,WHITE,0,0,0,0,50,50,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,GOVERNMENT,DATA ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,17,19,22,28,22,29,19,27,24,24,38,16,24,27,13,SECURITY MEASURES,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",A NONPROFIT ORGANIZATION,SOMETIMES,RARELY,LACK OF INCENTIVES,COST,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
BANGLADESH,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,LATINE/HISPANIC,0,0,50,50,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,2,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,GOVERNMENT,DATA ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23,23,26,11,25,18,12,20,15,20,23,20,22,17,30,SECURITY MEASURES,"COMMUNICATION SKILLS,ALL OF THE ABOVE","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,FREQUENTLY,INTELLECTUAL PROPERTY CONCERNS,FINDING AN INTERNSHIP,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
BANGLADESH,42-57,DOCTORAL DEGREE,MALE,NO,SOUTHEAST ASIAN,10,10,20,10,10,20,20,OTHER (PLEASE INDICATE BELOW),"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,OTHER (PLEASE INDICATE BELOW)",NO,1,2,3,4,5,YES,YES,EDUCATIONAL INSTITUTION,AGRICULTURE,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,0,0,,,,,,0,,,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),OTHER (PLEASE INDICATE BELOW)",YES,YES,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",IN THE CLOUD,I'M NOT SURE,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),OTHER (PLEASE INDICATE BELOW)",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,OTHER (PLEASE INDICATE BELOW)",20,10,15,10,15,10,15,5,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,OTHER (PLEASE INDICATE)",YES,AUTOMATED,YES,"AI DATA ANALYST,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BANGLADESH,18-25,SOME COLLEGE,MALE,NO,DECLINE TO ANSWER,0,10,40,30,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,3,1,2,4,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,50,,,23,75,,,,,,,,,,,SPEED,"ENGINEERING SKILLS,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,PYTHON",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ESTABLISHED STARTUP IN GROWTH MODE,NEVER,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE,OTHER (PLEASE INDICATE BELOW)",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
BANGLADESH,18-25,SOME COLLEGE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BANGLADESH,58-67,DOCTORAL DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BANGLADESH,26-41,MASTER’S DEGREE,MALE,YES,WHITE,10,10,50,10,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,YES,EDUCATIONAL INSTITUTION,INSURANCE,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,95,91,100,92,82,100,92,100,84,92,94,85,96,89,,"MOBILE DEVELOPMENT,RUNTIME ERRORS","ENGINEERING SKILLS,ADVANCED MATHEMATICS","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
BANGLADESH,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,10,20,20,20,0,30,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,3,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,31,3,5,,,,,,,,,,,,,"MOBILE DEVELOPMENT,SECURITY MEASURES","COMMUNICATION SKILLS,ENGINEERING SKILLS","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
BANGLADESH,26-41,SOME COLLEGE,FEMALE,YES,LATINE/HISPANIC,20,20,30,10,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,5,3,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,HOSPITALITY,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,51,55,36,51,65,40,62,44,59,38,60,47,61,31,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,20,10,10,30,10,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BANGLADESH,26-41,SOME COLLEGE,MALE,NO,SOUTHEAST ASIAN,10,22,30,5,18,15,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,4,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,75%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",NO,SENSITIVE/CLASSIFIED DATA USAGE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BANGLADESH,26-41,SOME COLLEGE,FEMALE,YES,WHITE,12,15,16,18,25,14,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,4,2,3,5,YES,YES,GOVERNMENT AGENCY,INSURANCE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,51,34,56,28,47,84,37,50,42,36,45,50,53,32,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",IN THE CLOUD,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,12,24,14,10,22,7,11,0,REDUCING COSTS,YES,AD-HOC,YES,"PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BANGLADESH,26-41,SOME COLLEGE,MALE,YES,WHITE,18,12,10,20,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",NO,"AI DATA ANALYST,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BANGLADESH,42-57,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,EAST ASIAN,100,0,0,0,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,FINANCE,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,33,43,93,43,50,45,42,47,45,49,56,33,46,52,40,MOBILE DEVELOPMENT,"COMMUNICATION SKILLS,COMPUTER SYSTEMS","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
BANGLADESH,18-25,BACHELOR’S DEGREE,FEMALE,DECLINE TO ANSWER,DECLINE TO ANSWER,20,10,10,10,30,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,3,4,1,5,YES,YES,EDUCATIONAL INSTITUTION,EDUCATION,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,VERY CONFIDENT,C-SUITE LEVEL,"DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",UNSURE,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BANGLADESH,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BARBADOS,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,10,10,10,30,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,4,1,3,5,YES,YES,GOVERNMENT AGENCY,GOVERNMENT,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,87,69,97,82,100,88,74,98,83,99,84,69,98,85,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,10,10,10,30,10,10,0,REDUCING COSTS,NO,,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BARBADOS,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,100,0,0,0,0,0,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,4,3,5,YES,YES,GOVERNMENT AGENCY,GOVERNMENT,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,85,73,20,83,65,73,56,40,53,53,85,48,87,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,50,50,0,0,0,0,0,0,SAVING TIME,YES,AD-HOC,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BARBADOS,26-41,MASTER’S DEGREE,AGENDER,YES,WHITE,10,30,50,10,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,4,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,PROFESSIONAL SERVICES,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,18,55,22,7,65,37,35,20,52,27,13,75,42,21,26,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),NOT CURRENTLY USING",YES,YES,YES,YES,"PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,NO,,10,0,30,40,20,0,0,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,"BIG DATA ENGINEER,NONE OF THESE",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BELARUS,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,WHITE,20,20,30,0,30,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,YES,UNSURE,GOVERNMENT AGENCY,GOVERNMENT,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,21,8,14,13,14,19,13,13,10,14,20,15,19,11,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",IN THE CLOUD,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",NO,NO,,20,20,20,30,10,0,0,0,SAVING TIME,YES,AUTOMATED,UNSURE,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BELARUS,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,10,10,10,30,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,95,83,100,89,80,92,91,85,88,82,100,95,81,100,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,20,10,10,10,20,10,0,"SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,"AI AUDITOR,NONE OF THESE",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BELARUS,26-41,MASTER’S DEGREE,FEMALE,YES,EAST ASIAN,20,20,10,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,4,2,1,3,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,SYSTEM ADMINISTRATOR,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,56,53,51,52,53,48,52,48,48,49,46,47,46,49,,SLIGHTLY MORE,AUTOMATING TASKS,UNSURE,UNSURE,UNSURE,UNSURE,"INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,10,10,10,20,10,20,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",UNSURE,,UNSURE,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BELARUS,18-25,BACHELOR’S DEGREE,FEMALE,YES,SOUTHEAST ASIAN,10,20,20,20,10,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",75%,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BELARUS,42-57,BACHELOR’S DEGREE,MALE,YES,WHITE,15,5,25,10,20,25,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,3,1,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,SYSTEM ADMINISTRATOR,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,13,36,27,20,52,46,38,47,31,56,9,24,16,39,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,5,8,10,27,15,15,0,"REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI DATA ANALYST,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BELGIUM,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,30,20,30,10,5,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,PHARMACEUTICAL,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",UNSURE,"AI ENGINEER,PROMPT ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BELGIUM,26-41,MASTER’S DEGREE,MALE,NO,WHITE,10,60,30,0,0,0,0,ADVANCED INFORMATION WARFARE,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,5,4,2,3,NO,,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52,41,,,,,,,,9,,,,,,"SPEED,RUNTIME ERRORS","BUSINESS KNOWLEDGE,BUSINESS ANALYTICS,MACHINE LEARNING","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,LACK OF ACCESS OR INFRASTRUCTURE,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
BELGIUM,26-41,MASTER’S DEGREE,MALE,YES,WHITE,20,0,50,20,10,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,4,1,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,PHARMACEUTICAL,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,20,100,,,,,,20,,,,,,,,LESS,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,30,20,10,5,10,10,15,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BELGIUM,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BELGIUM,58-67,DOCTORAL DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BELGIUM,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,20,20,20,0,20,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,4,3,5,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BELGIUM,26-41,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,20,10,20,10,10,20,10,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,,,,,,YES,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BELGIUM,68,DOCTORAL DEGREE,MALE,NO,WHITE,10,20,10,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,NO,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BELGIUM,42-57,SOME COLLEGE,NON-BINARY,NO,LATINE/HISPANIC,100,0,0,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,3,4,5,YES,UNSURE,EDUCATIONAL INSTITUTION,FINANCE,PROFESSOR/INSTRUCTOR/RESEARCHER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,39,45,53,44,42,47,49,49,51,56,69,68,56,65,51,SECURITY MEASURES,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,GO LANG ",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ESTABLISHED STARTUP IN GROWTH MODE,FREQUENTLY,RARELY,INTELLECTUAL PROPERTY CONCERNS,LEARNING NEW LANGUAGES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,
BELGIUM,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,LATINE/HISPANIC,15,24,28,14,16,3,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,3,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,DATA ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53,37,33,50,35,42,58,32,42,45,52,39,45,44,,SECURITY MEASURES,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,BIG DATA MANAGEMENT,GO LANG ","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL DEPLOYMENT,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",INTELLECTUAL PROPERTY CONCERNS,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
BELIZE,42-57,MASTER’S DEGREE,FEMALE,NO,"WHITE,SOUTHEAST ASIAN",15,30,15,20,15,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,4,1,3,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,REPO MAINTENANCE LAPSES,YES,,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",YES,"AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BHUTAN,18-25,SOME COLLEGE,FEMALE,YES,SOUTHEAST ASIAN,30,20,20,10,10,10,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,2,5,4,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,ML ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",50%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"DATA BREACH,REPO MAINTENANCE LAPSES,LICENSE RISK",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BOLIVIA,26-41,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,13,19,19,16,17,16,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,3,1,4,2,5,NO,,GOVERNMENT AGENCY,MANUFACTURING,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,79,,,,,,,,,54,,,,,0,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,5,5,30,40,0,0,20,0,"REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AUTOMATED,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BOTSWANA,26-41,MASTER’S DEGREE,MALE,NO,BLACK,10,20,50,10,5,5,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,42-57,DOCTORAL DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",10,0,80,0,0,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,1,3,4,5,NO,NO,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,18,38,40,18,20,,22,27,27,,31,,,,OTHER (PLEASE INDICATE BELOW),"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,JAVASCRIPT,SQL","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
BRAZIL,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,50,10,10,0,10,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,NO,,GOVERNMENT AGENCY,GOVERNMENT,DEVELOPER,OTHER,,,,,,,,,,,,,,,,,100,19,,,,16,,100,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",50,10,10,10,10,10,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,26-41,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,"BLACK,OTHER (PLEASE INDICATE)",30,30,30,3,3,4,0,OTHER (PLEASE INDICATE BELOW),ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,3,1,4,2,5,NO,,EDUCATIONAL INSTITUTION,RESEARCH & DEVELOPMENT,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,,,34,,,,,,27,,,,,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,JAVASCRIPT,SQL,GO LANG ","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",CULTURE OF COMPETITION AND SECRECY,PRIMARY RESPONSIBILITY
BRAZIL,68,BACHELOR’S DEGREE,MALE,NO,WHITE,15,30,15,20,10,10,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,1,3,5,4,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES",10%,NONE,NOT CONFIDENT,,"SENSITIVE/CLASSIFIED DATA USAGE,CVES",UNSURE,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",NO,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,18-25,BACHELOR’S DEGREE,MALE,NO,WHITE,0,10,90,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OTHER (PLEASE INDICATE BELOW),UNSURE,1,2,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,50,100,,,,,,28,,56,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",UNSURE,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,ACCESS TO COMPUTE RESOURCES,NO,NO,,0,80,0,0,20,0,0,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",UNSURE,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,42-57,MASTER’S DEGREE,MALE,NO,WHITE,20,10,40,0,20,0,10,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,2,4,3,5,NO,,GOVERNMENT AGENCY,GOVERNMENT,BUSINESS ANALYST,OTHER,,,,,,,,,,,,,,,24,49,,,3,,,,,15,,,,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),NOT CURRENTLY USING",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,YES,,35,15,30,0,0,0,0,20,"PERFORMANCE INSIGHTS,OTHER (PLEASE INDICATE)",YES,AD-HOC,UNSURE,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,42-57,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,20,10,20,0,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,4,2,3,5,NO,,GOVERNMENT AGENCY,DEFENSE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,,,50,,,,100,,,,100,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,20,30,10,20,10,5,5,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,42-57,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,20,5,40,10,20,5,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,2,4,1,5,NO,,NOT APPLICABLE (STUDENT),EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,,,100,31,,,100,100,79,,100,,,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES","COMMUNICATION SKILLS,ENGINEERING SKILLS,MACHINE LEARNING,DEEP LEARNING,COMPUTER VISION/IMAGE PROCESSING","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",CULTURE OF COMPETITION AND SECRECY,PRIMARY RESPONSIBILITY
BRAZIL,26-41,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,10,15,20,5,20,30,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,3,4,1,2,5,,,EDUCATIONAL INSTITUTION,RESEARCH & DEVELOPMENT,RESEARCH SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,,,0,,,,,,SPEED,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,MACHINE LEARNING,PYTHON","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,FREQUENTLY,LACK OF INCENTIVES,LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,42-57,BACHELOR’S DEGREE,FEMALE,NO,BLACK,19,15,17,13,18,18,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,1,4,2,3,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,78,26,76,47,32,31,,35,71,71,4,6,7,40,,RUNTIME ERRORS,"PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",A WELL-ESTABLISHED INDUSTRY GIANT,FREQUENTLY,FREQUENTLY,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,58-67,DOCTORAL DEGREE,MALE,NO,LATINE/HISPANIC,10,0,10,0,10,10,60,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,5,1,3,4,NO,,EDUCATIONAL INSTITUTION,CONSULTING,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,28,,,,,48,6,0,,30,,,0,,,OTHER (PLEASE INDICATE BELOW),"COMMUNICATION SKILLS,DATA VISUALIZATION","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
BRAZIL,42-57,MASTER’S DEGREE,MALE,NO,WHITE,15,0,25,0,40,20,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,20,,,19,,17,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",NO,NO,,15,0,15,30,15,5,20,0,"INCREASING REVENUE,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,18-25,BACHELOR’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),0,0,0,10,30,60,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,4,5,2,1,NO,,NOT APPLICABLE (STUDENT),RESEARCH & DEVELOPMENT,NOT APPLICABLE (STUDENT),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,,49,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,,30,20,10,10,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,42-57,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,58-67,SOME COLLEGE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,42-57,MASTER’S DEGREE,MALE,NO,"BLACK,LATINE/HISPANIC",20,20,20,10,20,10,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,5,10,40,10,15,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,UNSURE,1,2,3,5,4,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,42-57,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,42-57,SOME COLLEGE,MALE,YES,LATINE/HISPANIC,35,18,13,10,8,6,10,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,2,3,5,4,1,NO,,GOVERNMENT AGENCY,OTHER,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,,,26,26,35,,,47,,54,,39,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS,OTHER (PLEASE INDICATE BELOW)",UNSURE,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),OTHER (PLEASE INDICATE BELOW)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I'M NOT SURE,OTHER (PLEASE INDICATE BELOW),NO,NO,OTHER (PLEASE INDICATE BELOW),0,0,0,0,0,0,0,100,OTHER (PLEASE INDICATE),UNSURE,,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,18-25,SOME COLLEGE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,18-25,SOME COLLEGE,MALE,NO,BLACK,20,50,10,5,10,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,18-25,SOME COLLEGE,FEMALE,YES,WHITE,0,0,40,10,30,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,,,,,,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,24,,24,,,50,,,,,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,NO,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,15,20,0,0,0,20,30,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,42-57,MASTER’S DEGREE,MALE,NO,WHITE,0,70,0,0,30,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",NO,,,,,,NO,,NOT APPLICABLE (STUDENT),RESEARCH & DEVELOPMENT,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,23,,,,,,,,10,,,,,,MEMORY CONSUMPTION,"PROBABILITY AND STATISTICS,DATA VISUALIZATION,PYTHON,SQL",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,18-25,DOCTORAL DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,18-25,BACHELOR’S DEGREE,FEMALE,NO,LATINE/HISPANIC,20,0,20,0,20,40,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,42-57,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,0,0,20,0,70,10,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,4,3,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,79,19,,,,,,18,,17,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MOVING TO THE CLOUD",NO,NO,,50,10,10,15,5,0,10,0,"INCREASING REVENUE,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,26-41,MASTER’S DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",20,30,20,10,10,10,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,OTHER (PLEASE INDICATE BELOW)",YES,3,4,2,5,1,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,100,22,,,,,66,LESS,NOT CURRENTLY USING,YES,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,MODEL DECAY OR DATA DRIFT,YES,YES,,20,5,5,10,10,20,30,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,LATINE/HISPANIC,20,20,15,5,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,3,2,1,4,5,YES,UNSURE,GOVERNMENT AGENCY,ENERGY,BUSINESS ANALYST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,23,0,23,,,,11,,47,,,,,58,MOBILE DEVELOPMENT,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,RARELY,"LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,40,0,20,0,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,2,4,1,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,OTHER (PLEASE INDICATE BELOW),IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,NONE,NOT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,LICENSE RISK",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",YES,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,26-41,MASTER’S DEGREE,MALE,NO,BLACK,20,15,10,5,20,30,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,2,4,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,100,22,22,100,,,,100,100,19,,100,,0,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",IN THE CLOUD,IN THE CLOUD,ACCESS TO COMPUTE RESOURCES,YES,YES,,20,30,20,10,10,5,5,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,0,5,60,15,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,1,4,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,76,24,0,49,0,,,52,,79,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,NO,NO,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,30,20,15,10,5,0,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,58-67,DOCTORAL DEGREE,MALE,NO,WHITE,25,25,25,10,10,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,NO,1,2,3,4,5,NO,,EDUCATIONAL INSTITUTION,,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,,,,,,,11,,,,,,,,SPEED,"ENGINEERING SKILLS,PROBABILITY AND STATISTICS,PYTHON",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
BRAZIL,42-57,SOME COLLEGE,MALE,NO,LATINE/HISPANIC,5,35,20,35,4,1,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,1,4,3,5,NO,,GOVERNMENT AGENCY,,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,10%,NONE,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",UNSURE,,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,42-57,BACHELOR’S DEGREE,MALE,NO,BLACK,20,20,15,15,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,4,1,2,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,RETAIL,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,NO,"FEAR OF VULNERABILITIES, POTENTIAL EXPOSURES, OR RISKS",,,SOME,NOT CONFIDENT,OTHER (PLEASE INDICATE BELOW),DATA BREACH,YES,,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,WHITE,5,50,30,0,15,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,3,2,4,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,BUSINESS ANALYST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,74,25,,,17,,,37,6,85,,,,37,,RUNTIME ERRORS,"PROBABILITY AND STATISTICS,MACHINE LEARNING,DATA VISUALIZATION,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ESTABLISHED STARTUP IN GROWTH MODE,RARELY,RARELY,LACK OF INCENTIVES,FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,26-41,MASTER’S DEGREE,MALE,NO,WHITE,30,10,40,5,15,0,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,2,4,1,5,NO,,NOT-FOR-PROFIT ORGANIZATION,CONSULTING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,7,44,100,,,,,,SLIGHTLY MORE,AUTOMATING TASKS,YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,20,20,0,15,20,5,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,42-57,SOME COLLEGE,MALE,NO,WHITE,10,10,10,10,20,20,20,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,,,,,,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,AGRICULTURE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,34,59,38,28,15,,82,,31,,23,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,10,10,10,10,10,10,"INCREASING REVENUE,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRAZIL,42-57,HIGH SCHOOL OR EQUIVALENT,MALE,NO,WHITE,10,20,10,20,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,3,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,PRODUCT MANAGER,OTHER,,,,,,,,,,,,,,,22,35,17,22,27,22,29,0,0,0,24,7,19,29,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,20,15,15,20,10,0,"INCREASING REVENUE,RESEARCH AND INNOVATION",NOT YET,,YES,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BRUNEI,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,NO,WHITE,10,20,30,0,10,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,3,1,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",75%,COMPLETE VISIBILITY,VERY CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",UNSURE,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BULGARIA,58-67,MASTER’S DEGREE,MALE,NO,WHITE,20,30,20,10,10,10,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,,,,,,NO,,GOVERNMENT AGENCY,GOVERNMENT,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES,,SOME,SOMEWHAT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,REPO MAINTENANCE LAPSES",UNSURE,,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
BURKINA,26-41,MASTER’S DEGREE,MALE,YES,BLACK,40,20,10,5,20,5,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,YES,NO,GOVERNMENT AGENCY,GOVERNMENT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,100,19,52,11,,,49,51,100,,11,10,0,0,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,UNSURE,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",30,20,25,10,10,5,0,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CAMBODIA,26-41,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,SOUTHEAST ASIAN,20,5,30,5,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,3,2,4,1,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,100,,83,,,,83,84,83,,83,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,OTHER (PLEASE INDICATE BELOW),20,20,20,5,10,10,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CAMBODIA,42-57,DOCTORAL DEGREE,MALE,YES,SOUTHEAST ASIAN,60,30,10,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,3,4,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,SPEED,"MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,PYTHON,SQL","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
CAMEROON,42-57,BACHELOR’S DEGREE,MALE,YES,BLACK,40,20,10,5,10,5,10,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,1,2,4,3,5,NO,YES,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),BUSINESS ANALYST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,51,,,,,,84,65,72,,26,,,,MEMORY CONSUMPTION,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DATA VISUALIZATION,COMPUTER SYSTEMS,PYTHON,R,SQL","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A GOVERNMENT POSITION,SOMETIMES,RARELY,,FINDING AN INTERNSHIP,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,
CAMEROON,42-57,DOCTORAL DEGREE,MALE,NO,BLACK,25,25,25,12,10,3,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,4,2,1,3,5,NO,,GOVERNMENT AGENCY,FINANCE,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52,81,,,,,,20,23,64,,,,,,"SPEED,MOBILE DEVELOPMENT,RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,BUSINESS ANALYTICS,MACHINE LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,PYTHON,R,SQL","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,CULTURE OF COMPETITION AND SECRECY,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
CANADA,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,40,10,20,15,10,5,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TRANSPORTATION & LOGISTICS,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,0,,,,,0,15,,,,,,73,THE SAME AMOUNT,NOT CURRENTLY USING,YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,15,5,5,20,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,68,DOCTORAL DEGREE,MALE,NO,WHITE,35,0,0,0,35,30,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,4,1,3,2,5,NO,,NOT APPLICABLE (STUDENT),FINANCE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,22,,,18,,,,,,,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,OTHER (PLEASE INDICATE BELOW)",UNSURE,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,I'M NOT SURE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,NO,NO,,50,0,50,0,0,0,0,0,INCREASING REVENUE,NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,26-41,DOCTORAL DEGREE,OTHER (PLEASE INDICATE),DECLINE TO ANSWER,OTHER (PLEASE INDICATE),0,50,30,20,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,48,,,,,,,,,,,,,,"SPEED,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DATA VISUALIZATION,PYTHON,R","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,INTELLECTUAL PROPERTY CONCERNS,PRIMARY RESPONSIBILITY
CANADA,68,MASTER’S DEGREE,MALE,NO,WHITE,10,40,30,10,10,0,0,ADVANCED INFORMATION WARFARE,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,4,2,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,NO,ORGANIZATION DOESN’T HAVE STRONG IT GOVERNANCE IN PLACE,,,N/A - WE DON'T USE OSS,NOT CONFIDENT,C-SUITE LEVEL,CVES,UNSURE,,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,42-57,BACHELOR’S DEGREE,MALE,YES,DECLINE TO ANSWER,50,10,20,5,15,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,80,55,100,63,39,40,,14,15,100,,19,,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,35,35,10,5,5,5,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,18-25,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,EAST ASIAN,10,10,20,10,20,30,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,25,0,,,,,,,,,,,,0,,SPEED,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ESTABLISHED STARTUP IN GROWTH MODE,FREQUENTLY,FREQUENTLY,,COST,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,
CANADA,42-57,DOCTORAL DEGREE,MALE,NO,DECLINE TO ANSWER,10,10,10,30,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,UNSURE,3,1,2,4,5,YES,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,75,18,24,24,100,52,11,10,15,47,14,,,,,"SPEED,MOBILE DEVELOPMENT","ENGINEERING SKILLS,MACHINE LEARNING,PYTHON","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",LACK OF ACCESS OR INFRASTRUCTURE,PRIMARY RESPONSIBILITY
CANADA,68,DOCTORAL DEGREE,MALE,NO,WHITE,0,0,100,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,3,5,4,1,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,OTHER,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,0,0,0,28,0,0,,61,0,84,0,0,0,0,100,SIGNIFICANTLY MORE,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,20,5,20,0,0,0,55,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,68,BACHELOR’S DEGREE,MALE,NO,WHITE,10,20,70,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,24,,,,,,,,,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,30,20,10,20,10,10,0,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,42-57,MASTER’S DEGREE,MALE,NO,WHITE,100,0,0,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,NO,1,3,4,2,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,NO,"OPEN-SOURCE SOFTWARE IS DEEMED INSECURE, SO IT’S NOT ALLOWED",,,NONE,NOT CONFIDENT,,DEPENDENCIES,NO,DATA BREACH,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,20,10,20,25,0,0,25,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,NO,3,1,2,4,5,NO,,EDUCATIONAL INSTITUTION,ENERGY,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,5,,,,,,3,,,,,,,,LESS,AUTOMATING TASKS,UNSURE,UNSURE,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,5,5,40,0,0,0,50,0,RESEARCH AND INNOVATION,YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,58-67,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,20,60,20,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,3,2,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,76,60,26,25,,0,29,,63,71,0,0,0,0,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",40,40,20,0,0,0,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,40,30,0,30,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,3,1,4,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,PROFESSIONAL SERVICES,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,22,,,,,,,100,100,,,,,,SIGNIFICANTLY MORE,AUTOMATING TASKS,YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",IN THE CLOUD,IN THE CLOUD,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,MODEL DECAY OR DATA DRIFT",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",50,50,0,0,0,0,0,0,"SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,68,DOCTORAL DEGREE,MALE,NO,WHITE,0,40,15,25,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,OTHER (PLEASE INDICATE BELOW)",UNSURE,3,2,4,5,1,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,APPLIED SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,79,,,,,,,,,,76,"SPEED,MEMORY CONSUMPTION","PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
CANADA,42-57,DOCTORAL DEGREE,MALE,DECLINE TO ANSWER,"WHITE,PACIFIC ISLANDER",30,3,15,30,20,2,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,4,3,5,NO,,GOVERNMENT AGENCY,GOVERNMENT,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,96,,,11,8,,,,6,,,,,,,"SPEED,MEMORY CONSUMPTION","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
CANADA,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,30,10,0,10,20,30,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,4,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,17,36,10,23,7,16,31,19,27,35,27,19,24,28,19,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,20,40,30,0,0,0,0,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AD-HOC,UNSURE,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,18-25,SOME COLLEGE,NON-BINARY,YES,WHITE,15,50,0,15,5,5,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,5,4,3,2,1,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,,22,,16,,,,,,,,,,,MOBILE DEVELOPMENT,"BUSINESS KNOWLEDGE,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,ADVANCED MATHEMATICS,PYTHON","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL PRODUCTION MONITORING AND ITERATION,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ESTABLISHED STARTUP IN GROWTH MODE,NEVER,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,LACK OF ACCESS OR INFRASTRUCTURE",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
CANADA,42-57,MASTER’S DEGREE,MALE,NO,WHITE,0,70,10,20,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,3,2,4,5,YES,,EDUCATIONAL INSTITUTION,TECHNOLOGY,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",NO,"AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,42-57,DOCTORAL DEGREE,FEMALE,NO,DECLINE TO ANSWER,30,20,20,0,20,0,10,,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,1,2,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,RESEARCH SCIENTIST,OTHER,,,,,,,,,,,,,,,75,,,,,,,,,,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,UNSURE,UNSURE,UNSURE,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",IN THE CLOUD,I'M NOT SURE,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,OTHER (PLEASE INDICATE BELOW),30,0,0,50,0,0,20,0,RESEARCH AND INNOVATION,YES,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,58-67,MASTER’S DEGREE,MALE,NO,WHITE,0,0,50,0,50,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,,,,,,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,75,,43,49,37,,,43,,100,,,,,,"SPEED,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,NLP,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
CANADA,42-57,BACHELOR’S DEGREE,FEMALE,NO,EAST ASIAN,20,10,30,0,30,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,4,3,2,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,BUSINESS ANALYST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,79,22,,,,,,,,48,,,,,,,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,BUSINESS ANALYTICS,MACHINE LEARNING,SQL","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
CANADA,58-67,DOCTORAL DEGREE,MALE,NO,WHITE,20,20,20,20,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,UNSURE,2,3,1,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,27,,51,,,,32,50,100,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,30,10,20,10,10,10,10,0,PERFORMANCE INSIGHTS,NOT YET,,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,26-41,SOME COLLEGE,MALE,NO,SOUTHEAST ASIAN,15,25,25,15,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,1,2,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,42-57,DOCTORAL DEGREE,FEMALE,NO,BLACK,25,25,25,10,0,0,15,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,58-67,BACHELOR’S DEGREE,MALE,NO,EAST ASIAN,20,35,35,10,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,3,5,1,4,NO,,EDUCATIONAL INSTITUTION,EDUCATION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,25,79,0,23,,,,27,,42,,,,,30,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,20,30,10,5,10,10,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,58-67,BACHELOR’S DEGREE,MALE,NO,EAST ASIAN,100,0,0,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,,,,,,,NO,NOT-FOR-PROFIT ORGANIZATION,,BUSINESS ANALYST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10,19,100,,,,,,,61,,,,,,SPEED,"BUSINESS KNOWLEDGE,BIG DATA MANAGEMENT","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN ESTABLISHED STARTUP IN GROWTH MODE,FREQUENTLY,,,COST,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,
CANADA,18-25,NO DEGREE,FEMALE,NO,DECLINE TO ANSWER,10,0,30,0,25,5,30,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OTHER (PLEASE INDICATE BELOW)",UNSURE,2,1,4,3,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,0,40,20,20,20,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,OTHER (PLEASE INDICATE BELOW)",NO,1,3,4,2,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,62,,,,,,66,,,,,,,,14,SPEED,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",OTHER (PLEASE INDICATE BELOW),PRIMARY RESPONSIBILITY
CANADA,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,BLACK,80,0,0,0,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,4,3,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,68,SOME COLLEGE,MALE,NO,WHITE,0,100,0,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,UNSURE,,,,,,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,25,,,,,,,,,,,,,,,,N/A - I WON'T BE ENTERING THE DATA SCIENCE/ML FIELD,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,OTHER (PLEASE INDICATE BELOW),NEVER,NEVER,,LEARNING NEW LANGUAGES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,
CANADA,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,10,70,10,10,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,NO,3,2,4,1,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,31,23,,,,,,11,,,,,,,,"SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,,,
CANADA,68,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,26-41,MASTER’S DEGREE,MALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,42-57,SOME COLLEGE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,26-41,MASTER’S DEGREE,MALE,NO,WHITE,20,0,50,30,0,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,3,4,2,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,21,,,,33,,65,,,,,7,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,NO,NO,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,,10,20,10,30,5,10,15,0,"INCREASING REVENUE,REDUCING COSTS",UNSURE,,NO,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,20,20,20,20,20,0,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,1,3,4,5,NO,,EDUCATIONAL INSTITUTION,,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,51,,,,,,,18,,100,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),OTHER (PLEASE INDICATE BELOW)",NO,NO,,30,40,22,2,2,2,2,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,26-41,MASTER’S DEGREE,MALE,NO,WHITE,20,10,30,30,5,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,NO,1,2,3,4,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,25,26,0,0,0,0,0,0,50,0,0,0,0,0,,RUNTIME ERRORS,"DATA VISUALIZATION,PYTHON,R",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,FREQUENTLY,,COST,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
CANADA,58-67,SOME COLLEGE,FEMALE,NO,OTHER (PLEASE INDICATE),20,10,20,20,10,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,2,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,HOSPITALITY,OTHER (PLEASE INDICATE BELOW),IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),OTHER (PLEASE INDICATE BELOW)",NO,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,42-57,MASTER’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),20,25,20,25,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,OTHER (PLEASE INDICATE BELOW)",NO,1,2,5,3,4,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,13,,,,,,15,36,48,,,,,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,MOVING TO THE CLOUD,MODEL DECAY OR DATA DRIFT",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,OTHER (PLEASE INDICATE BELOW)",20,0,5,15,10,40,10,0,"REDUCING COSTS,SAVING TIME",YES,AD-HOC,UNSURE,"AI ENGINEER,PROMPT ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,58-67,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,SOUTHEAST ASIAN,25,40,15,0,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,1,2,4,5,YES,,EDUCATIONAL INSTITUTION,,APPLIED SCIENTIST,OTHER,,,,,,,,,,,,,,,73,59,12,13,64,12,14,46,11,73,14,10,6,19,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",UNSURE,NO,UNSURE,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,NO,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,30,15,15,15,5,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,UNSURE,"AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,58-67,SOME COLLEGE,MALE,NO,WHITE,25,0,0,55,0,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,1,2,4,3,5,NO,,NOT APPLICABLE (STUDENT),,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,26,26,,23,22,,,17,1,10,0,,,,,SPEED,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,R,JAVASCRIPT,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ESTABLISHED STARTUP IN GROWTH MODE,NEVER,FREQUENTLY,INTELLECTUAL PROPERTY CONCERNS,SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
CANADA,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,30,10,20,5,25,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,NO,2,1,4,3,5,NO,NO,EDUCATIONAL INSTITUTION,EDUCATION,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,31,21,0,28,16,24,35,66,29,15,38,43,9,,THE SAME AMOUNT,AUTOMATING TASKS,NO,NO,NO,NO,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY,MOVING TO THE CLOUD",YES,NO,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,16,25,32,15,1,3,8,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,UNSURE,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,30,15,15,5,25,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,3,2,4,1,5,NO,NO,GOVERNMENT AGENCY,EDUCATION,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,47,23,17,,28,34,29,50,37,42,25,32,70,52,,SECURITY MEASURES,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,RARELY,INTELLECTUAL PROPERTY CONCERNS,SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
CANADA,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,15,20,30,15,5,15,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,NO,3,2,1,4,5,NO,NO,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,34,42,31,,31,40,,36,45,48,24,34,41,28,,SECURITY MEASURES,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,DATA VISUALIZATION","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
CANADA,42-57,MASTER’S DEGREE,MALE,YES,"WHITE,EAST ASIAN",5,15,5,35,25,15,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,3,1,4,5,YES,NO,GOVERNMENT AGENCY,EDUCATION,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,45,46,33,,,41,14,12,46,7,53,15,54,52,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),NOT CURRENTLY USING",YES,YES,YES,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,25,15,5,15,25,10,5,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",NO,,UNSURE,"PROMPT ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,20,20,10,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,4,1,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,82,56,89,73,74,87,72,62,52,72,53,71,55,51,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,5,20,15,20,20,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI DATA ANALYST,AI AUDITOR,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CANADA,18-25,SOME COLLEGE,MALE,NO,WHITE,10,10,20,10,25,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,3,4,5,1,2,YES,YES,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,26,28,33,39,44,51,59,64,33,36,23,34,37,45,,MOBILE DEVELOPMENT,COMMUNICATION SKILLS,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL DEPLOYMENT,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN ACADEMIC OR RESEARCH CENTER,RARELY,FREQUENTLY,LACK OF INCENTIVES,SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
CANADA,18-25,BACHELOR’S DEGREE,FEMALE,NO,"WHITE,LATINE/HISPANIC,SOUTHEAST ASIAN,PACIFIC ISLANDER",0,10,50,0,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,3,5,YES,YES,GOVERNMENT AGENCY,FINANCE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"DATA BREACH,CVES,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHILE,42-57,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,20,10,20,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,70,,,11,,,,31,,18,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,OTHER (PLEASE INDICATE BELOW)",UNSURE,NO,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),OTHER (PLEASE INDICATE BELOW)",IN THE CLOUD,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,100,0,0,0,0,0,0,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHILE,58-67,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,20,15,10,15,20,20,0,OTHER (PLEASE INDICATE BELOW),ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,1,2,3,4,5,NO,,NOT APPLICABLE (STUDENT),ENGINEERING,OTHER (PLEASE INDICATE BELOW),PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,81,,,,,,,,,,,,,,,"SPEED,RUNTIME ERRORS","PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
CHILE,26-41,MASTER’S DEGREE,MALE,NO,WHITE,30,20,20,10,0,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,SYSTEM ADMINISTRATOR,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,25,9,5,10,13,14,,5,22,8,5,19,24,15,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,20,10,10,30,10,0,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,YES,"AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHILE,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,PACIFIC ISLANDER,20,10,20,20,0,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,2,4,1,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,PRODUCT MANAGER,OTHER,,,,,,,,,,,,,,,28,32,32,17,17,18,22,16,8,16,19,13,26,33,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,"SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,NO,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,20,30,20,0,20,0,0,"REDUCING COSTS,SAVING TIME",YES,AD-HOC,NO,"AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHILE,42-57,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,80,20,0,0,0,0,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,NO,2,3,1,4,5,NO,,GOVERNMENT AGENCY,PHARMACEUTICAL,SYSTEM ADMINISTRATOR,OTHER,,,,,,,,,,,,,,,54,,0,9,0,,,6,0,28,,,,0,,LESS,AUTOMATING TASKS,YES,NO,NO,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,30,40,20,0,0,0,10,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHILE,26-41,DOCTORAL DEGREE,FEMALE,NO,LATINE/HISPANIC,70,5,10,0,15,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,100,7,,,6,0,,,,,,,,,100,LESS,NOT CURRENTLY USING,NO,NO,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHILE,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHILE,18-25,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,30,5,25,0,0,0,40,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHILE,42-57,DOCTORAL DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",15,0,30,15,25,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,1,2,4,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,21,76,45,,,,74,,100,,84,,,,"SPEED,MOBILE DEVELOPMENT,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DATA VISUALIZATION,PYTHON,SQL","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF INCENTIVES,PRIMARY RESPONSIBILITY
CHILE,68,DOCTORAL DEGREE,MALE,NO,LATINE/HISPANIC,20,50,30,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,,,,,,NO,,EDUCATIONAL INSTITUTION,,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54,,82,23,20,,,,,,,,,,,SPEED,"BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,COMPUTER SYSTEMS,PYTHON,JAVASCRIPT","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
CHILE,26-41,DOCTORAL DEGREE,MALE,NO,LATINE/HISPANIC,0,15,30,0,40,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",UNSURE,1,3,4,2,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,RESEARCH & DEVELOPMENT,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,43,24,25,,,,,,,,,,,"SPEED,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,ENGINEERING SKILLS,PROBABILITY AND STATISTICS","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
CHILE,26-41,MASTER’S DEGREE,MALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHINA,42-57,MASTER’S DEGREE,MALE,YES,SOUTHEAST ASIAN,40,10,50,0,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,1,2,4,3,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,26,,,,,,,,,,,,,,LESS,NOT CURRENTLY USING,UNSURE,UNSURE,NO,UNSURE,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,OTHER (PLEASE INDICATE BELOW),NO,YES,,50,30,5,5,5,0,5,0,RESEARCH AND INNOVATION,UNSURE,,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHINA,26-41,DOCTORAL DEGREE,NON-BINARY,YES,EAST ASIAN,0,20,30,20,30,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,2,4,3,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,36,,,,,,,,,100,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,NO,,30,20,10,10,10,0,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",NOT YET,,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHINA,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,NO,SOUTHEAST ASIAN,40,20,0,0,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,4,1,2,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,ML ENGINEER,OTHER,,,,,,,,,,,,,,,18,16,32,8,14,17,23,33,6,8,13,17,24,21,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE",NO,NO,,20,20,30,0,0,10,20,0,"REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHINA,18-25,SOME COLLEGE,NON-BINARY,NO,EAST ASIAN,19,35,19,5,10,12,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,5,4,2,3,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,75,0,17,11,27,40,,10,,17,,,,2,,RUNTIME ERRORS,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,PYTHON,SQL",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,LACK OF ACCESS OR INFRASTRUCTURE",LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,
CHINA,26-41,NO DEGREE,MALE,YES,PACIFIC ISLANDER,10,30,20,0,10,10,20,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,4,1,3,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AGRICULTURE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,NONE,NOT CONFIDENT,I DO,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHINA,18-25,MASTER’S DEGREE,FEMALE,NO,EAST ASIAN,10,10,30,10,30,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,2,1,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,100,29,25,0,,,39,,100,,,,,,MEMORY CONSUMPTION,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER SYSTEMS,PYTHON,R,JAVASCRIPT,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,RARELY,LACK OF ACCESS OR INFRASTRUCTURE,FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
CHINA,26-41,BACHELOR’S DEGREE,TWO-SPIRIT,YES,EAST ASIAN,20,10,40,20,5,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,1,2,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,49,,10,,,,,9,,25,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,20,20,10,30,10,0,0,SAVING TIME,UNSURE,,UNSURE,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHINA,26-41,BACHELOR’S DEGREE,MALE,NO,EAST ASIAN,10,20,20,20,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,FINANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,0,,,,,,,,29,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHINA,18-25,BACHELOR’S DEGREE,FEMALE,NO,EAST ASIAN,10,10,10,20,10,10,30,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,1,2,3,4,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,MEDIA,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,NO,"FEAR OF VULNERABILITIES, POTENTIAL EXPOSURES, OR RISKS",,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DEPENDENCIES,UNSURE,,UNSURE,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",UNSURE,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHINA,26-41,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,90,10,0,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,,,,,,YES,UNSURE,NOT APPLICABLE (STUDENT),,SYSTEM ADMINISTRATOR,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,SPEED,BUSINESS KNOWLEDGE,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN EARLY-STAGE STARTUP COMPANY,SOMETIMES,FREQUENTLY,CULTURE OF COMPETITION AND SECRECY,LEARNING NEW LANGUAGES,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
CHINA,18-25,MASTER’S DEGREE,FEMALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHINA,18-25,SOME COLLEGE,MALE,NO,EAST ASIAN,10,10,60,5,7,8,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,1,2,3,4,5,YES,YES,NOT APPLICABLE (STUDENT),,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,73,,,,,,,,,,,,,,,RUNTIME ERRORS,"PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A NONPROFIT ORGANIZATION,SOMETIMES,RARELY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
CHINA,18-25,BACHELOR’S DEGREE,FEMALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHINA,18-25,MASTER’S DEGREE,FEMALE,DECLINE TO ANSWER,EAST ASIAN,30,0,30,0,30,10,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,,,,,,YES,UNSURE,NOT APPLICABLE (STUDENT),OTHER,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,15,35,32,63,9,,11,7,24,,,,,,SPEED,"BUSINESS KNOWLEDGE,PYTHON","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,RARELY,LACK OF INCENTIVES,LEARNING NEW LANGUAGES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,
CHINA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,EAST ASIAN,20,35,15,5,15,10,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,1,2,4,3,5,NO,UNSURE,NOT APPLICABLE (STUDENT),EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,82,74,25,25,24,0,,,,,,,,,85,SPEED,"BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BUSINESS ANALYTICS,PYTHON,R","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,FREQUENTLY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
CHINA,18-25,SOME COLLEGE,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHINA,18-25,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,"BLACK,EAST ASIAN,SOUTHEAST ASIAN",20,20,10,10,20,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,3,4,1,5,YES,YES,EDUCATIONAL INSTITUTION,ENGINEERING,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,82,24,47,,61,,,100,79,100,,,,,,"SPEED,RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,SQL","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",CULTURE OF COMPETITION AND SECRECY,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
CHINA,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,DECLINE TO ANSWER,"WHITE,DECLINE TO ANSWER",20,20,10,20,10,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,4,2,3,1,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,4,9,50,9,34,,,,,,78,0,,81,,LESS,NOT CURRENTLY USING,UNSURE,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I'M NOT SURE,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MODEL DECAY OR DATA DRIFT",NO,NO,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,10,10,20,20,20,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHINA,26-41,DOCTORAL DEGREE,MALE,YES,LATINE/HISPANIC,50,10,10,10,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,3,1,2,5,4,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,87,49,43,77,26,47,35,65,38,58,48,83,63,97,0,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,I'M NOT SURE,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",60,5,5,15,5,5,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHINA,18-25,DOCTORAL DEGREE,MALE,YES,"BLACK,WHITE,LATINE/HISPANIC",20,10,10,0,40,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,4,1,2,5,YES,YES,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,42,83,52,55,58,23,51,64,34,45,100,30,41,33,,"SPEED,SECURITY MEASURES,MEMORY CONSUMPTION","MACHINE LEARNING,NLP,ETHICS IN DATA SCIENCE/MACHINE LEARNING","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",INTELLECTUAL PROPERTY CONCERNS,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
CHINA,18-25,DOCTORAL DEGREE,MALE,YES,"BLACK,WHITE,LATINE/HISPANIC",20,10,10,0,40,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,4,1,2,5,YES,YES,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,35,12,16,24,17,17,15,100,20,24,35,,"SPEED,SECURITY MEASURES,MEMORY CONSUMPTION","MACHINE LEARNING,NLP,ETHICS IN DATA SCIENCE/MACHINE LEARNING","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",INTELLECTUAL PROPERTY CONCERNS,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
CHINA,18-25,DOCTORAL DEGREE,MALE,YES,"BLACK,WHITE,LATINE/HISPANIC",20,10,10,0,40,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,4,1,3,5,YES,YES,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,32,40,33,33,47,45,28,28,53,38,100,15,17,26,,"SPEED,SECURITY MEASURES,MEMORY CONSUMPTION","MACHINE LEARNING,NLP,ETHICS IN DATA SCIENCE/MACHINE LEARNING","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",INTELLECTUAL PROPERTY CONCERNS,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
CHINA,18-25,HIGH SCHOOL OR EQUIVALENT,AGENDER,DECLINE TO ANSWER,DECLINE TO ANSWER,10,10,10,10,10,50,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,UNSURE,3,1,2,4,5,NO,UNSURE,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,100,100,0,0,0,0,0,51,0,51,0,0,47,,SPEED,"BUSINESS KNOWLEDGE,ENGINEERING SKILLS","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,RARELY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS",FINDING AN INTERNSHIP,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
CHINA,18-25,HIGH SCHOOL OR EQUIVALENT,AGENDER,DECLINE TO ANSWER,DECLINE TO ANSWER,10,10,10,10,10,50,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,UNSURE,1,3,2,4,5,NO,UNSURE,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,47,44,100,0,0,0,0,0,49,0,100,0,22,46,,SPEED,"BUSINESS KNOWLEDGE,ENGINEERING SKILLS","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,RARELY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS",FINDING AN INTERNSHIP,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
CHINA,18-25,HIGH SCHOOL OR EQUIVALENT,AGENDER,DECLINE TO ANSWER,DECLINE TO ANSWER,50,10,10,10,10,10,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,UNSURE,1,2,4,3,5,NO,UNSURE,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,100,100,0,0,0,0,1,52,0,50,0,0,57,,SPEED,"BUSINESS KNOWLEDGE,ENGINEERING SKILLS","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,RARELY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS",FINDING AN INTERNSHIP,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
CHINA,18-25,HIGH SCHOOL OR EQUIVALENT,AGENDER,DECLINE TO ANSWER,DECLINE TO ANSWER,20,20,20,10,10,20,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,UNSURE,1,3,2,4,5,NO,UNSURE,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,100,100,0,0,0,0,0,48,0,61,0,53,50,,SPEED,"BUSINESS KNOWLEDGE,ENGINEERING SKILLS","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,RARELY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS",FINDING AN INTERNSHIP,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
CHINA,18-25,HIGH SCHOOL OR EQUIVALENT,AGENDER,DECLINE TO ANSWER,DECLINE TO ANSWER,10,20,30,20,10,10,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,UNSURE,2,3,4,1,5,NO,UNSURE,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,49,48,100,46,47,46,26,48,0,45,100,0,31,46,0,SPEED,"BUSINESS KNOWLEDGE,ENGINEERING SKILLS","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,RARELY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS",FINDING AN INTERNSHIP,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
CHINA,18-25,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHINA,26-41,SOME COLLEGE,MALE,YES,WHITE,20,25,15,5,20,15,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHINA,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CHINA,18-25,SOME COLLEGE,FEMALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
COLOMBIA,42-57,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,20,20,20,0,20,20,0,OTHER (PLEASE INDICATE BELOW),OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,1,4,2,3,5,NO,,GOVERNMENT AGENCY,,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,36,,,,,,,,,35,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",UNSURE,YES,NO,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,,30,20,10,10,10,10,10,0,"SAVING TIME,PERFORMANCE INSIGHTS,OTHER (PLEASE INDICATE)",YES,AD-HOC,NO,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
COLOMBIA,58-67,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,15,20,35,5,25,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,3,2,4,5,1,NO,NO,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,60,38,47,,100,17,18,,4,,,,"SPEED,SECURITY MEASURES,RUNTIME ERRORS","BUSINESS ANALYTICS,JAVASCRIPT",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
COLOMBIA,42-57,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,50,20,10,0,20,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,4,1,2,3,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,53,,,,,,31,85,80,,,30,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,60,0,0,20,10,10,0,0,REDUCING COSTS,NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
COLOMBIA,26-41,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,20,5,40,0,20,0,15,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,3,4,2,1,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,,23,22,22,,,,,,,,,,,MOBILE DEVELOPMENT,"ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DATA VISUALIZATION,PYTHON","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A GOVERNMENT POSITION,NEVER,FREQUENTLY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",FINDING AN INTERNSHIP,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
COLOMBIA,26-41,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,30,30,0,0,30,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,4,1,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,91,52,53,26,27,89,53,26,87,100,12,2,0,0,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"SECURING DATA CONNECTIVITY,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",25,25,25,0,5,5,15,0,"REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
COLOMBIA,42-57,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,40,18,20,2,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,1,3,2,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,84,,93,92,,,,93,96,93,,98,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",30,20,20,10,10,5,5,0,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
COLOMBIA,26-41,MASTER’S DEGREE,FEMALE,NO,LATINE/HISPANIC,10,40,0,0,50,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,UNSURE,4,1,5,2,3,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,EDUCATION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,28,0,0,0,0,0,0,0,73,0,0,0,0,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,UNSURE,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
COLOMBIA,68,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,25,15,25,0,25,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
COLOMBIA,42-57,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,30,20,20,10,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,3,1,4,2,5,NO,,GOVERNMENT AGENCY,AGRICULTURE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,54,,,,,,,,,100,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,YES,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,20,30,20,20,0,0,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
COLOMBIA,26-41,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,10,20,50,0,10,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
COLOMBIA,42-57,HIGH SCHOOL OR EQUIVALENT,MALE,NO,LATINE/HISPANIC,0,30,20,0,30,20,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,NO,1,3,2,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,78,,75,75,,,,70,,77,,,,,,SPEED,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PYTHON,JAVASCRIPT,SQL","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
COLOMBIA,26-41,MASTER’S DEGREE,MALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
COLOMBIA,26-41,BACHELOR’S DEGREE,FEMALE,NO,LATINE/HISPANIC,30,40,0,15,15,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,1,4,3,2,5,YES,NO,EDUCATIONAL INSTITUTION,TECHNOLOGY,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,NONE,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,LICENSE RISK",NO,LICENSE RISK,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",NO,"AI ETHICIST,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
COLOMBIA,26-41,BACHELOR’S DEGREE,MALE,YES,LATINE/HISPANIC,20,20,10,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,2,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,83,80,82,88,82,86,81,78,77,76,78,74,76,79,70,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,20,20,10,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
COLOMBIA,42-57,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,17,16,16,18,18,15,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,OTHER (PLEASE INDICATE BELOW)",NO,1,3,4,2,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,51,78,52,38,,,,,,87,,,,,,SLIGHTLY MORE,AUTOMATING TASKS,NO,NO,NO,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,NO,,40,10,20,5,3,2,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS,OTHER (PLEASE INDICATE)",YES,AD-HOC,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
COLOMBIA,26-41,SOME COLLEGE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CONGO {DEMOCRATIC REP},26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,20,10,20,10,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,3,4,5,YES,NO,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,23,7,,,,,36,,34,,,,,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,SQL","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",CULTURE OF COMPETITION AND SECRECY,PRIMARY RESPONSIBILITY
CONGO {DEMOCRATIC REP},26-41,MASTER’S DEGREE,MALE,NO,DECLINE TO ANSWER,25,20,15,10,10,20,0,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),YES,2,3,4,1,5,NO,NO,EDUCATIONAL INSTITUTION,EDUCATION,OTHER (PLEASE INDICATE BELOW),IT ADMIN / INFORMATION SECURITY,NO,LACK OF KNOWLEDGE OR UNDERSTANDING,,,NONE,NOT CONFIDENT,IT SYSTEM ADMIN,CVES,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CONGO {DEMOCRATIC REP},58-67,MASTER’S DEGREE,MALE,NO,BLACK,20,40,20,10,10,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,1,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,24,24,23,23,,19,,79,,16,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,30,5,30,10,10,10,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",UNSURE,,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
COSTA RICA,42-57,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,15,20,15,20,15,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,4,1,2,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,0,,,,80,11,,,,,85,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,UNSURE,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,18,20,16,10,10,10,16,0,"REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
COSTA RICA,26-41,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,20,20,20,10,30,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,4,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,38,55,74,16,,,62,,65,,49,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",IN THE CLOUD,IN THE CLOUD,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,40,20,0,5,15,15,5,0,"INCREASING REVENUE,REDUCING COSTS",YES,AUTOMATED,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CROATIA,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,15,30,10,15,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,,,,,,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,47,44,58,32,62,42,68,45,55,44,59,43,61,45,,LESS,AUTOMATING TASKS,YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,MOVING TO THE CLOUD",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,15,15,10,10,10,20,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI DATA ANALYST,AI AUDITOR,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CROATIA,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,0,10,40,30,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,RETAIL,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,99,,0,,,,0,,54,100,0,,,,,LESS,"NOT CURRENTLY USING,OTHER (PLEASE INDICATE BELOW)",YES,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,MODEL DECAY OR DATA DRIFT",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,0,30,10,20,0,20,"INCREASING REVENUE,REDUCING COSTS,OTHER (PLEASE INDICATE)",YES,AD-HOC,UNSURE,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CUBA,42-57,MASTER’S DEGREE,MALE,NO,BLACK,37,11,21,0,21,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,3,4,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,,100,100,,,,100,,100,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CYPRUS,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,5,10,15,10,20,30,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,5,1,2,4,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,70,,32,85,,,,40,,,,,,21,,SPEED,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,MACHINE LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,PYTHON,JAVASCRIPT","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL PRODUCTION MONITORING AND ITERATION,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,A WELL-ESTABLISHED INDUSTRY GIANT,NEVER,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF INCENTIVES",LEARNING NEW LANGUAGES,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
CZECH REPUBLIC,58-67,MASTER’S DEGREE,MALE,NO,WHITE,0,50,50,0,0,0,0,OTHER (PLEASE INDICATE BELOW),OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,3,1,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DEVELOPER,OTHER,,,,,,,,,,,,,,,,,,27,,,,56,,99,,100,,,100,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,OTHER (PLEASE INDICATE BELOW)",YES,NO,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MOVING TO THE CLOUD",NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,30,0,0,30,20,10,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CZECH REPUBLIC,42-57,MASTER’S DEGREE,MALE,NO,WHITE,10,10,10,10,50,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,2,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,80,23,13,,,,,,,81,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,UNSURE,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",50,30,4,4,4,4,4,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CZECH REPUBLIC,42-57,MASTER’S DEGREE,MALE,NO,WHITE,50,50,0,0,0,0,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OTHER (PLEASE INDICATE BELOW)",YES,,,,,,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,75,,,24,,,,24,10,65,,,3,13,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,10,10,0,10,0,60,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",UNSURE,,NO,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CZECH REPUBLIC,58-67,BACHELOR’S DEGREE,MALE,NO,WHITE,10,20,50,0,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,3,4,5,1,NO,UNSURE,NOT APPLICABLE (STUDENT),FINANCE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,100,,,,,,,,,20,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",UNSURE,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),OTHER (PLEASE INDICATE BELOW)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,20,10,10,20,20,10,10,0,OTHER (PLEASE INDICATE),YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CZECH REPUBLIC,26-41,MASTER’S DEGREE,MALE,NO,WHITE,50,50,0,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,0,,,,,,,25,24,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),OTHER (PLEASE INDICATE BELOW)",YES,NO,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,,25,25,2,2,15,25,6,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",UNSURE,,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CZECH REPUBLIC,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CZECH REPUBLIC,26-41,DOCTORAL DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
CZECH REPUBLIC,42-57,SOME COLLEGE,MALE,NO,WHITE,15,20,25,15,25,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,NO,,,,,,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,54,23,24,,,,,,,100,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,OTHER (PLEASE INDICATE BELOW)",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",IN THE CLOUD,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,MOVING TO THE CLOUD",YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,15,25,0,10,10,20,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
DENMARK,68,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
DENMARK,26-41,MASTER’S DEGREE,MALE,NO,WHITE,35,10,30,10,10,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,2,1,3,4,5,NO,,EDUCATIONAL INSTITUTION,HEALTHCARE,PROFESSOR/INSTRUCTOR/RESEARCHER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,78,27,,,,,,,,13,,,,,,MOBILE DEVELOPMENT,"BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,PYTHON,R","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
DENMARK,26-41,DOCTORAL DEGREE,MALE,YES,WHITE,10,30,20,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,5,4,1,2,3,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,CVES,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
DENMARK,26-41,MASTER’S DEGREE,MALE,NO,WHITE,5,30,20,20,20,5,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,5,4,1,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,51,0,,,,,,,,74,,,,,,LESS,NOT CURRENTLY USING,UNSURE,NO,UNSURE,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,10,30,20,10,10,10,10,0,"SAVING TIME,PERFORMANCE INSIGHTS",NO,,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ECUADOR,58-67,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,0,0,0,0,0,100,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,SECURITY CONCERNS AROUND OSS,YES,2,4,1,3,5,NO,,EDUCATIONAL INSTITUTION,,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,50,50,48,100,84,,61,,59,,60,,,,"MOBILE DEVELOPMENT,SECURITY MEASURES,MEMORY CONSUMPTION,OTHER (PLEASE INDICATE BELOW)","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL PRODUCTION MONITORING AND ITERATION,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,PRIMARY RESPONSIBILITY
ECUADOR,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,25,25,0,25,25,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,4,3,5,NO,,NOT APPLICABLE (STUDENT),HOSPITALITY,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,60,,60,,,,,,MEMORY CONSUMPTION,"COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,PYTHON,JAVASCRIPT,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN EARLY-STAGE STARTUP COMPANY,SOMETIMES,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
ECUADOR,18-25,SOME COLLEGE,FEMALE,NO,LATINE/HISPANIC,10,50,10,20,0,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,NO,2,1,3,4,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,23,,,,,,,,26,,,,,,MOBILE DEVELOPMENT,"COMMUNICATION SKILLS,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,ADVANCED MATHEMATICS,PYTHON,R","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,NEVER,FREQUENTLY,CULTURE OF COMPETITION AND SECRECY,LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
ECUADOR,26-41,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,0,10,60,15,15,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,3,1,2,4,5,NO,,GOVERNMENT AGENCY,ENERGY,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,74,,,19,,,,20,,47,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL LAPTOP,I'M NOT SURE,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,40,30,0,0,20,5,5,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NOT YET,,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
EGYPT,42-57,MASTER’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),30,40,0,0,30,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,3,2,1,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",50%,COMPLETE VISIBILITY,VERY CONFIDENT,OTHER (PLEASE INDICATE BELOW),SENSITIVE/CLASSIFIED DATA USAGE,UNSURE,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
EGYPT,42-57,BACHELOR’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),10,15,10,50,0,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,1,2,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,36,,,7,73,100,100,11,22,4,80,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,25,10,25,10,15,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
EGYPT,26-41,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,20,30,10,15,15,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,1,4,3,5,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,45,23,22,23,,0,,18,52,100,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,UNSURE,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",IN THE CLOUD,IN THE CLOUD,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,MOVING TO THE CLOUD,MODEL DECAY OR DATA DRIFT",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,30,10,5,5,10,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",UNSURE,,NO,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
EGYPT,68,DOCTORAL DEGREE,MALE,NO,OTHER (PLEASE INDICATE),25,10,35,10,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,4,3,1,2,5,NO,,EDUCATIONAL INSTITUTION,ENGINEERING,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,49,39,,,24,,,,,,,,,,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
EGYPT,18-25,SOME COLLEGE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
EGYPT,42-57,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
EGYPT,26-41,BACHELOR’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),20,20,20,25,8,7,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,3,4,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,52,,,,,,,53,,53,,,,,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,NO,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
EGYPT,42-57,BACHELOR’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),0,35,10,35,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,36,,,5,53,100,100,4,18,5,43,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,10,20,5,15,20,20,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
EGYPT,18-25,BACHELOR’S DEGREE,FEMALE,NO,PACIFIC ISLANDER,10,25,10,0,20,35,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,4,3,2,5,NO,NO,EDUCATIONAL INSTITUTION,ENGINEERING,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,0,56,31,,,100,,18,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL LAPTOP,IN THE CLOUD,"MOVING TO THE CLOUD,MODEL DECAY OR DATA DRIFT",YES,NO,,35,25,15,5,20,0,0,0,,,,NO,"COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
EGYPT,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,0,0,50,0,0,50,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,67,80,29,63,41,87,38,41,64,94,40,58,34,28,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,0,50,0,20,20,10,0,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
EGYPT,26-41,BACHELOR’S DEGREE,FEMALE,YES,EAST ASIAN,10,20,20,10,30,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,5,4,1,3,2,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES",50%,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"DATA BREACH,CVES,LICENSE RISK",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI ETHICIST,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
EGYPT,18-25,SOME COLLEGE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
EGYPT,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
EGYPT,18-25,BACHELOR’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),10,40,0,0,40,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,4,2,1,5,NO,,EDUCATIONAL INSTITUTION,ENGINEERING,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,30,16,,15,28,39,,,,,51,MEMORY CONSUMPTION,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,RARELY,RARELY,INTELLECTUAL PROPERTY CONCERNS,FINDING AN INTERNSHIP,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
ESTONIA,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,20,40,10,30,0,0,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,,,,,,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,12,5,,,,,,,,2,,,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",UNSURE,UNSURE,UNSURE,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,40,20,30,0,0,0,10,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",NOT YET,,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ETHIOPIA,26-41,MASTER’S DEGREE,MALE,NO,BLACK,40,0,30,0,30,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,5,2,3,4,NO,YES,GOVERNMENT AGENCY,HEALTHCARE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,62,58,18,,,,,,57,,,,,,1,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,10,20,10,10,10,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ETHIOPIA,26-41,MASTER’S DEGREE,MALE,NO,BLACK,0,10,80,0,10,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,4,1,3,5,NO,NO,GOVERNMENT AGENCY,ENGINEERING,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,,50,49,,,,,,29,,,,,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DATA VISUALIZATION,PYTHON,JAVASCRIPT,SQL","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL DEPLOYMENT,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
ETHIOPIA,26-41,BACHELOR’S DEGREE,FEMALE,NO,BLACK,15,10,20,15,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,4,3,2,1,5,NO,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ETHIOPIA,18-25,NO DEGREE,FEMALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ETHIOPIA,18-25,MASTER’S DEGREE,FEMALE,NO,BLACK,5,50,10,5,9,20,1,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,2,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ETHIOPIA,26-41,MASTER’S DEGREE,MALE,YES,BLACK,20,10,30,5,15,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,2,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,91,64,13,25,2,,,3,,7,,0,0,4,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON,R,JAVASCRIPT,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",LACK OF ACCESS OR INFRASTRUCTURE,PRIMARY RESPONSIBILITY
ETHIOPIA,26-41,MASTER’S DEGREE,MALE,YES,BLACK,20,30,20,10,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,3,4,1,5,YES,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,49,,,41,100,,,,,,82,,,81,,SECURITY MEASURES,"ENGINEERING SKILLS,COMPUTER VISION/IMAGE PROCESSING,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC),ALL OF THE ABOVE","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,FREQUENTLY,,LEARNING NEW LANGUAGES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
ETHIOPIA,26-41,MASTER’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),15,50,10,10,15,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,3,1,2,5,NO,NO,EDUCATIONAL INSTITUTION,HEALTHCARE,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,27,77,18,24,20,,,16,,11,,,,3,,"SPEED,SECURITY MEASURES,MEMORY CONSUMPTION","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,DATA VISUALIZATION,PYTHON,R,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF INCENTIVES,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
ETHIOPIA,26-41,MASTER’S DEGREE,MALE,NO,BLACK,15,10,15,10,25,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,4,3,1,2,5,NO,UNSURE,GOVERNMENT AGENCY,GOVERNMENT,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,78,78,79,19,,,,21,,37,,38,,,,SPEED,"BUSINESS ANALYTICS,BIG DATA MANAGEMENT,DATA VISUALIZATION","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
FINLAND,58-67,DOCTORAL DEGREE,MALE,NO,WHITE,30,20,30,0,20,0,0,OTHER (PLEASE INDICATE BELOW),"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,2,4,3,5,1,NO,,EDUCATIONAL INSTITUTION,RESEARCH & DEVELOPMENT,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,24,,,,,,24,,,,,,,,54,"SPEED,MEMORY CONSUMPTION","COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,PYTHON","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",CULTURE OF COMPETITION AND SECRECY,PRIMARY RESPONSIBILITY
FINLAND,18-25,BACHELOR’S DEGREE,MALE,YES,WHITE,20,20,50,10,0,0,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FINLAND,26-41,SOME COLLEGE,MALE,NO,WHITE,0,0,40,20,40,0,0,ADVANCED INFORMATION WARFARE,OTHER (PLEASE INDICATE BELOW),UNSURE,4,2,3,5,1,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,EDUCATION,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,25,,,,,,,,,99,,,,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,40,0,40,0,0,0,20,0,"INCREASING REVENUE,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FINLAND,26-41,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,0,100,0,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,PROFESSIONAL SERVICES,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,77,,,74,,,,,,46,,,,,,LESS,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I'M NOT SURE,MOVING TO THE CLOUD,NO,NO,,10,40,10,10,20,0,10,0,,YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FINLAND,26-41,DOCTORAL DEGREE,MALE,NO,EAST ASIAN,10,20,30,10,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,3,4,5,YES,YES,GOVERNMENT AGENCY,INSURANCE,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,I DO,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,58-67,DOCTORAL DEGREE,MALE,NO,WHITE,30,20,20,10,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,4,5,2,3,NO,NO,GOVERNMENT AGENCY,HEALTHCARE,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,0,,,,,,,0,,,,,,,SPEED,"COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,PYTHON,R","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF ACCESS OR INFRASTRUCTURE,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
FRANCE,68,DOCTORAL DEGREE,MALE,NO,WHITE,50,0,50,0,0,0,0,ADVANCED INFORMATION WARFARE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,1,3,2,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",IN THE CLOUD,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,30,0,0,20,30,10,10,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NOT YET,,NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,42-57,MASTER’S DEGREE,MALE,NO,WHITE,0,0,100,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,NO,2,1,3,4,5,NO,,NOT APPLICABLE (STUDENT),MEDIA,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,,77,,48,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",NO,NO,,50,50,0,0,0,0,0,0,"INCREASING REVENUE,SAVING TIME",YES,AD-HOC,NO,"PROMPT ENGINEER,NONE OF THESE",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,15,20,10,20,15,15,5,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,79,25,,,,,,24,,73,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,30,25,10,10,15,5,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",NOT YET,,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,26-41,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,20,0,40,0,40,0,0,OTHER (PLEASE INDICATE BELOW),HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,1,4,3,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,80,50,,,,,,,,80,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,YES,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",IN THE CLOUD,IN THE CLOUD,"SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",70,0,10,0,20,0,0,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,58-67,BACHELOR’S DEGREE,MALE,NO,WHITE,0,50,50,0,0,0,0,ADVANCED INFORMATION WARFARE,OTHER (PLEASE INDICATE BELOW),YES,1,2,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,AGRICULTURE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,25,100,,,24,0,,25,48,74,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",IN THE CLOUD,IN THE CLOUD,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,,30,40,10,5,5,5,5,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,68,DOCTORAL DEGREE,MALE,NO,WHITE,60,0,20,0,20,0,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,2,3,1,4,5,NO,,GOVERNMENT AGENCY,RESEARCH & DEVELOPMENT,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,82,,,,78,,,,83,,,,,,87,"SPEED,MOBILE DEVELOPMENT,MEMORY CONSUMPTION","ENGINEERING SKILLS,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
FRANCE,42-57,MASTER’S DEGREE,MALE,NO,DECLINE TO ANSWER,20,0,0,70,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,3,5,NO,NO,NOT APPLICABLE (STUDENT),EDUCATION,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,24,,,11,11,26,,,,47,100,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,15,5,0,20,20,40,0,0,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,18-25,BACHELOR’S DEGREE,MALE,YES,LATINE/HISPANIC,10,20,30,0,30,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,2,1,3,5,NO,,NOT APPLICABLE (STUDENT),FINANCE,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,76,,,,,0,0,,0,0,,,,82,RUNTIME ERRORS,"PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,ADVANCED MATHEMATICS,COMPUTER SYSTEMS,PYTHON,R","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,FREQUENTLY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
FRANCE,58-67,MASTER’S DEGREE,MALE,YES,WHITE,40,40,0,0,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,4,2,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,,,,,,,,,82,,,34,,,"SPEED,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
FRANCE,58-67,DOCTORAL DEGREE,FEMALE,YES,WHITE,0,100,0,0,0,0,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,25,25,25,0,25,0,0,OTHER (PLEASE INDICATE BELOW),SECURITY CONCERNS AROUND OSS,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,68,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,42-57,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,"OTHER (PLEASE INDICATE),DECLINE TO ANSWER",20,0,20,20,0,20,20,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),UNSURE,2,3,4,5,1,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,OTHER,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,25,25,3,,,24,100,24,,,,25,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,58-67,MASTER’S DEGREE,MALE,NO,WHITE,70,10,10,10,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,42-57,MASTER’S DEGREE,MALE,NO,DECLINE TO ANSWER,20,0,40,0,40,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OTHER (PLEASE INDICATE BELOW),YES,,,,,,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,PRODUCT MANAGER,OTHER,,,,,,,,,,,,,,,,,,18,,,,16,,,,,,,,LESS,NOT CURRENTLY USING,YES,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,42-57,DOCTORAL DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,42-57,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,26-41,MASTER’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),15,30,30,7,15,3,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,2,4,1,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,65,15,40,52,76,43,73,28,,53,,35,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",UNSURE,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,I'M NOT SURE,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",NO,NO,,40,8,8,10,8,6,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,UNSURE,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,26-41,DOCTORAL DEGREE,MALE,NO,WHITE,5,30,35,15,10,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,2,3,4,1,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,48,,,,16,,,,,,,,,,100,SPEED,"PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,PYTHON","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
FRANCE,18-25,BACHELOR’S DEGREE,MALE,NO,WHITE,5,20,25,15,20,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,1,4,5,NO,,NOT APPLICABLE (STUDENT),ENGINEERING,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,,,,,,,16,,,,,,,,SPEED,N/A - I WON'T BE ENTERING THE DATA SCIENCE/ML FIELD,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL PRODUCTION MONITORING AND ITERATION,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ESTABLISHED STARTUP IN GROWTH MODE,RARELY,RARELY,"CULTURE OF COMPETITION AND SECRECY,LACK OF INCENTIVES",LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,
FRANCE,58-67,MASTER’S DEGREE,MALE,NO,DECLINE TO ANSWER,20,30,15,5,15,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,4,2,3,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,28,8,,,,,,,35,,42,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES",NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,25,20,15,5,15,15,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",NOT YET,,YES,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,42-57,SOME COLLEGE,MALE,YES,WHITE,20,20,10,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,2,1,4,3,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,27,50,23,55,56,56,41,52,46,55,41,59,48,61,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,MOVING TO THE CLOUD",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",16,24,24,11,13,6,6,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,30,20,20,10,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,4,3,2,5,YES,YES,GOVERNMENT AGENCY,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,79,51,82,59,14,6,82,47,49,86,70,6,12,100,,"SPEED,SECURITY MEASURES","COMMUNICATION SKILLS,ENGINEERING SKILLS,MACHINE LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER SYSTEMS,JAVASCRIPT","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL PRODUCTION MONITORING AND ITERATION,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
FRANCE,26-41,SOME COLLEGE,MALE,YES,"WHITE,LATINE/HISPANIC",5,40,10,10,30,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,5,1,2,4,3,YES,YES,GOVERNMENT AGENCY,ELECTRONICS,SYSTEM ADMINISTRATOR,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,29,49,29,16,10,19,11,21,11,14,13,14,17,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",40,20,20,1,1,15,3,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,26-41,MASTER’S DEGREE,MALE,YES,WHITE,20,10,30,10,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,4,2,5,3,YES,YES,NOT-FOR-PROFIT ORGANIZATION,PHARMACEUTICAL,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,26-41,DOCTORAL DEGREE,MALE,YES,WHITE,30,10,10,20,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,,,,,,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,53,21,31,31,24,27,42,39,32,43,17,71,83,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,MEETING IT/INFOSEC STANDARDS,YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,10,20,10,10,30,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,UNSURE,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,20,20,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,3,1,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,NONE,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,REPO MAINTENANCE LAPSES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",YES,"AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,20,20,10,0,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,3,1,4,5,YES,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,50,,,,,,,,,,,,,,,"MOBILE DEVELOPMENT,RUNTIME ERRORS","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,MACHINE LEARNING,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL DEPLOYMENT,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
FRANCE,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,20,20,10,0,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,4,3,2,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",NO,"AI ENGINEER,AI DATA ANALYST,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,10,20,10,40,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,UNSURE,4,1,2,3,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,41,29,70,72,74,39,79,30,58,88,77,53,69,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES",IN THE CLOUD,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",30,10,0,10,40,0,10,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",UNSURE,,UNSURE,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,42-57,BACHELOR’S DEGREE,MALE,YES,"LATINE/HISPANIC,PACIFIC ISLANDER",10,10,10,10,30,30,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,27,53,57,31,25,25,24,29,24,29,36,29,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,10,20,20,20,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,10,10,20,20,20,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,4,2,1,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,CONSTRUCTION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,59,45,21,30,77,37,57,42,55,28,72,42,52,31,,SECURITY MEASURES,"COMMUNICATION SKILLS,PROBABILITY AND STATISTICS","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,PRIMARY RESPONSIBILITY
FRANCE,42-57,MASTER’S DEGREE,MALE,YES,WHITE,20,5,10,10,40,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,4,2,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,26-41,MASTER’S DEGREE,MALE,NO,WHITE,50,30,0,20,0,0,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,2,1,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,RESEARCH & DEVELOPMENT,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,29,0,,,,,,,,,,,,77,THE SAME AMOUNT,NOT CURRENTLY USING,YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,OTHER (PLEASE INDICATE BELOW),YES,YES,,60,40,0,0,0,0,0,0,RESEARCH AND INNOVATION,YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,18-25,BACHELOR’S DEGREE,MALE,YES,WHITE,15,25,10,12,18,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,3,5,2,1,4,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",50%,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,26-41,DOCTORAL DEGREE,MALE,NO,EAST ASIAN,10,20,30,10,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,3,4,5,YES,YES,EDUCATIONAL INSTITUTION,FOOD & BEVERAGE,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,I DO,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,42-57,BACHELOR’S DEGREE,FEMALE,NO,WHITE,15,5,25,5,25,25,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,4,1,5,YES,YES,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,33,23,42,77,85,45,19,87,25,30,21,64,14,41,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,BIG DATA MANAGEMENT,COMPUTER VISION/IMAGE PROCESSING","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
FRANCE,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,21,15,16,0,23,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,4,1,3,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
FRANCE,26-41,MASTER’S DEGREE,MALE,NO,BLACK,30,0,30,10,20,5,5,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,,,,,,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,24,25,25,32,32,,33,53,76,,23,27,26,,SIGNIFICANTLY MORE,OTHER (PLEASE INDICATE BELOW),YES,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GABON,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,0,0,100,0,0,0,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,3,4,1,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,50%,SOME,SOMEWHAT CONFIDENT,,REPO MAINTENANCE LAPSES,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GAMBIA,42-57,SOME COLLEGE,MALE,NO,BLACK,10,30,30,10,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,PROFESSIONAL SERVICES,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,0,,,,,,,,37,14,,,,,100,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,,10,40,30,0,0,0,20,0,"SAVING TIME,PERFORMANCE INSIGHTS",NOT YET,,NO,"PROMPT ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GAMBIA,26-41,SOME COLLEGE,MALE,NO,WHITE,0,10,80,10,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,3,4,1,5,YES,YES,GOVERNMENT AGENCY,FINANCE,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,76,45,85,23,100,44,91,35,78,27,87,37,43,100,,SLIGHTLY MORE,AUTOMATING TASKS,YES,YES,YES,YES,INTERNAL COMPANY RESOURCES,IN THE CLOUD,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,0,0,0,50,50,0,0,0,REDUCING COSTS,YES,AD-HOC,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,0,0,0,50,0,0,50,ADVANCED INFORMATION WARFARE,OTHER (PLEASE INDICATE BELOW),YES,,,,,,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,27,,,,,,100,,100,,,,,51,THE SAME AMOUNT,NOT CURRENTLY USING,YES,UNSURE,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,OTHER (PLEASE INDICATE BELOW),NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,20,0,20,20,0,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,26-41,MASTER’S DEGREE,MALE,NO,WHITE,30,10,30,10,15,5,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,4,5,3,2,1,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,RESEARCH SCIENTIST,OTHER,,,,,,,,,,,,,,,77,28,17,0,12,,16,,21,52,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,OTHER (PLEASE INDICATE BELOW)",YES,NO,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,OTHER (PLEASE INDICATE BELOW),NO,YES,,20,20,10,15,10,10,15,0,"INCREASING REVENUE,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,42-57,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,WHITE,50,10,20,5,5,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,1,2,5,3,4,NO,,NOT APPLICABLE (STUDENT),,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,17,,,,,,,,76,,,,,,MOBILE DEVELOPMENT,"BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DATA VISUALIZATION,PYTHON,R,SQL","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN EARLY-STAGE STARTUP COMPANY,SOMETIMES,FREQUENTLY,,LEARNING NEW LANGUAGES,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
GERMANY,18-25,MASTER’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),30,10,20,20,20,0,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,1,4,3,5,YES,,EDUCATIONAL INSTITUTION,HEALTHCARE,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,75,23,,23,,,,23,22,24,,,,9,,SPEED,"ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",CULTURE OF COMPETITION AND SECRECY,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
GERMANY,26-41,BACHELOR’S DEGREE,FEMALE,NO,SOUTHEAST ASIAN,20,0,30,0,50,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",NO,2,1,3,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,RETAIL,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,NO,"FEAR OF VULNERABILITIES, POTENTIAL EXPOSURES, OR RISKS,OPEN-SOURCE SOFTWARE IS DEEMED INSECURE, SO IT’S NOT ALLOWED",,,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,SENSITIVE/CLASSIFIED DATA USAGE,UNSURE,,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,30,0,30,20,20,0,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,5,4,2,3,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,25,76,,,23,,,,33,,,28,,46,THE SAME AMOUNT,OTHER (PLEASE INDICATE BELOW),YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,10,10,20,10,10,0,30,"SAVING TIME,RESEARCH AND INNOVATION",NOT YET,,UNSURE,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,26-41,MASTER’S DEGREE,MALE,NO,WHITE,30,0,50,0,0,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",UNSURE,2,3,1,4,5,NO,,EDUCATIONAL INSTITUTION,FOOD & BEVERAGE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,11,,,,,,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,UNSURE,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",30,10,10,15,5,0,30,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,20,5,50,5,15,5,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OTHER (PLEASE INDICATE BELOW)",YES,,,,,,NO,,EDUCATIONAL INSTITUTION,RESEARCH & DEVELOPMENT,DATA SCIENTIST,OTHER,,,,,,,,,,,,,,,23,,,,,,,,47,,,,,,,LESS,NOT CURRENTLY USING,YES,NO,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,15,10,0,0,0,25,40,RESEARCH AND INNOVATION,YES,OTHER (PLEASE SPECIFY),NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,42-57,MASTER’S DEGREE,MALE,NO,WHITE,5,10,10,30,20,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OTHER (PLEASE INDICATE BELOW)",UNSURE,1,2,4,5,3,NO,,EDUCATIONAL INSTITUTION,NOT FOR PROFIT,SYSTEM ADMINISTRATOR,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,76,25,,25,,,,24,100,51,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,25,25,0,0,0,25,15,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,OTHER (PLEASE SPECIFY),NO,"AI ENGINEER,AI DATA ANALYST,AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,26-41,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,5,40,15,40,0,0,0,ADVANCED INFORMATION WARFARE,"ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,3,4,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,APPLIED SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,19,,,19,20,,,,,,,"SPEED,MOBILE DEVELOPMENT","ENGINEERING SKILLS,MACHINE LEARNING,DEEP LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
GERMANY,68,MASTER’S DEGREE,MALE,NO,WHITE,20,40,30,0,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,2,4,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,81,,,,,85,,,,50,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,YES,,50,20,5,5,10,0,10,0,"INCREASING REVENUE,REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,42-57,DOCTORAL DEGREE,MALE,DECLINE TO ANSWER,OTHER (PLEASE INDICATE),30,5,30,5,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OTHER (PLEASE INDICATE BELOW)",YES,3,1,4,2,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,APPLIED SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,24,,15,26,10,,,40,24,,,,,,,MOBILE DEVELOPMENT,"COMMUNICATION SKILLS,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL PRODUCTION MONITORING AND ITERATION,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF INCENTIVES,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
GERMANY,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,WHITE,15,30,25,5,20,5,0,OTHER (PLEASE INDICATE BELOW),"OVERALL ADOPTION OF AI ON A COMPANY SCALE,OTHER (PLEASE INDICATE BELOW)",UNSURE,2,4,5,3,1,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,74,,,,20,,,,,,,,,,51,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS,OTHER (PLEASE INDICATE BELOW)",YES,UNSURE,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",NO,NO,,30,10,5,20,10,20,5,0,INCREASING REVENUE,YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,26-41,MASTER’S DEGREE,MALE,NO,EAST ASIAN,10,20,20,20,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,4,2,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,RESEARCH & DEVELOPMENT,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,78,,,,,,83,,,,,,,,,SPEED,"COMMUNICATION SKILLS,ENGINEERING SKILLS,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,COMPUTER SYSTEMS,PYTHON","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN EARLY-STAGE STARTUP COMPANY,SOMETIMES,RARELY,CULTURE OF COMPETITION AND SECRECY,COST,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
GERMANY,26-41,MASTER’S DEGREE,MALE,NO,WHITE,30,30,10,20,5,5,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,4,1,3,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,,OTHER (PLEASE INDICATE BELOW),PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,89,,,24,37,,,20,21,21,,,30,,,"SPEED,MOBILE DEVELOPMENT,MEMORY CONSUMPTION","ADVANCED MATHEMATICS,PYTHON","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
GERMANY,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,10,20,25,15,20,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,,,,,,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,76,26,28,51,,24,,52,53,100,19,,,50,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,10,20,10,10,10,20,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,68,DOCTORAL DEGREE,MALE,NO,OTHER (PLEASE INDICATE),20,60,20,0,0,0,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,4,1,5,2,NO,,NOT APPLICABLE (STUDENT),CONSULTING,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,24,,,,53,,,,,,,,,,58,"SPEED,RUNTIME ERRORS,MEMORY CONSUMPTION","PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF ACCESS OR INFRASTRUCTURE,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
GERMANY,42-57,DOCTORAL DEGREE,OTHER (PLEASE INDICATE),YES,OTHER (PLEASE INDICATE),20,20,0,15,0,15,30,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,3,5,4,1,NO,,NOT-FOR-PROFIT ORGANIZATION,RESEARCH & DEVELOPMENT,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,21,,,,,,,,,,,,,,53,,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",LACK OF INCENTIVES,PRIMARY RESPONSIBILITY
GERMANY,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,30,10,50,10,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,3,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,,,17,30,,,5,,,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,NO,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,20,40,30,0,0,0,10,0,"SAVING TIME,RESEARCH AND INNOVATION",NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,42-57,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,26-41,NO DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,WHITE,0,20,20,10,50,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,2,1,3,4,5,NO,,NOT APPLICABLE (STUDENT),EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,74,,,,67,,,,,,,,,29,,SPEED,"MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,PYTHON","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL PRODUCTION MONITORING AND ITERATION,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,26-41,BACHELOR’S DEGREE,FEMALE,NO,DECLINE TO ANSWER,16,19,18,16,15,16,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,42-57,MASTER’S DEGREE,MALE,NO,"BLACK,WHITE",5,6,24,5,30,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,,,,,,NO,NO,NOT-FOR-PROFIT ORGANIZATION,,ML ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"SPEED,SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","COMMUNICATION SKILLS,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,NLP,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
GERMANY,42-57,NO DEGREE,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,42-57,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,LATINE/HISPANIC,20,10,20,15,10,15,10,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,3,2,1,4,5,NO,YES,NOT-FOR-PROFIT ORGANIZATION,HOSPITALITY,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,50,0,26,53,,56,,81,34,17,,38,,,38,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",UNSURE,UNSURE,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",LOCAL DESKTOP/WORKSTATION,I'M NOT SURE,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT,OTHER (PLEASE INDICATE BELOW)",NO,NO,,40,20,10,10,5,5,5,5,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS,OTHER (PLEASE INDICATE)",NOT YET,,YES,"AI DATA ANALYST,PROMPT ENGINEER,AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,68,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,26-41,MASTER’S DEGREE,MALE,NO,WHITE,20,40,20,10,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,26-41,BACHELOR’S DEGREE,MALE,NO,"WHITE,OTHER (PLEASE INDICATE)",20,15,20,15,15,0,15,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,5,3,4,NO,,NOT-FOR-PROFIT ORGANIZATION,OTHER,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,77,22,22,22,,,,,23,24,,,,,,THE SAME AMOUNT,OTHER (PLEASE INDICATE BELOW),NO,UNSURE,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",ON-PREMISES LOCAL SERVER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,26-41,DOCTORAL DEGREE,FEMALE,NO,WHITE,20,0,60,0,20,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,1,4,3,2,5,NO,NO,NOT-FOR-PROFIT ORGANIZATION,RESEARCH & DEVELOPMENT,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,33,,39,,,19,,,,,,,58,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES","DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",INTELLECTUAL PROPERTY CONCERNS,PRIMARY RESPONSIBILITY
GERMANY,42-57,MASTER’S DEGREE,MALE,NO,DECLINE TO ANSWER,20,10,10,40,10,10,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,3,1,4,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,76,22,,23,,,22,,,77,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,UNSURE,YES,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,90,2,2,2,2,2,0,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,18-25,BACHELOR’S DEGREE,MALE,YES,WHITE,0,70,0,0,10,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,,,,,,NO,,NOT APPLICABLE (STUDENT),,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,22,,23,,,,,,,,,,,,,MEMORY CONSUMPTION,"ADVANCED MATHEMATICS,PYTHON","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL DEPLOYMENT,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,A NONPROFIT ORGANIZATION,NEVER,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,LACK OF ACCESS OR INFRASTRUCTURE",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
GERMANY,26-41,MASTER’S DEGREE,MALE,NO,WHITE,80,20,0,0,0,0,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,1,2,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,RESEARCH & DEVELOPMENT,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,35,,,,,,,18,18,,,,,,43,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,65,15,10,0,0,0,0,10,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,26-41,MASTER’S DEGREE,MALE,NO,WHITE,15,40,0,15,20,0,10,ADVANCED INFORMATION WARFARE,"COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,OTHER (PLEASE INDICATE BELOW)",YES,1,2,5,4,3,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,RETAIL,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,49,,,,0,,27,26,,91,,,,,41,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",IN THE CLOUD,IN THE CLOUD,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MODEL DECAY OR DATA DRIFT",NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,10,5,22,26,7,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER,OTHER (PLEASE INDICATE BELOW)",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,42-57,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,WHITE,30,0,0,40,0,30,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,,,,,,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,77,,,,,,,,5,17,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,IN THE CLOUD,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MODEL DECAY OR DATA DRIFT",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",0,0,0,0,0,0,0,100,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",UNSURE,,NO,"AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,42-57,DOCTORAL DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,26-41,SOME COLLEGE,FEMALE,YES,WHITE,20,20,20,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,3,1,2,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,0,0,,,,,,,,,0,0,0,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),NOT CURRENTLY USING",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING NETWORK CONNECTIVITY",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,20,10,10,20,10,10,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,26-41,MASTER’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),20,20,15,10,15,10,10,OTHER (PLEASE INDICATE BELOW),OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,2,4,5,NO,UNSURE,NOT APPLICABLE (STUDENT),EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,11,,,,10,,62,,,,,,SPEED,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,MACHINE LEARNING,DEEP LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ESTABLISHED STARTUP IN GROWTH MODE,NEVER,FREQUENTLY,,SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,
GERMANY,26-41,MASTER’S DEGREE,MALE,NO,WHITE,50,50,0,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,3,1,4,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,76,,,,,,,,,77,,,,,,LESS,NOT CURRENTLY USING,YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,OTHER (PLEASE INDICATE BELOW),NO,NO,,40,20,10,10,5,7,8,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,UNSURE,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,26-41,BACHELOR’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),20,20,20,40,0,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,2,4,3,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,OTHER,,,,,,,,,,,,,,,73,,,,18,,,0,15,0,,,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),NOT CURRENTLY USING",UNSURE,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MOVING TO THE CLOUD",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,10,10,40,0,20,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",UNSURE,,NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,30,30,40,0,0,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",UNSURE,3,2,4,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,BUSINESS ANALYST,OTHER,,,,,,,,,,,,,,,27,,,,,,,,,39,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,NO,NO,,20,20,20,20,20,0,0,0,RESEARCH AND INNOVATION,NOT YET,,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,68,DOCTORAL DEGREE,MALE,NO,DECLINE TO ANSWER,20,50,20,10,0,0,0,ADVANCED INFORMATION WARFARE,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,,,,,,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GERMANY,26-41,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GHANA,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,20,20,10,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,3,4,1,2,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,25,,,,,,,,,,,,,,SPEED,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,ADVANCED MATHEMATICS,DATA VISUALIZATION,COMPUTER SYSTEMS,PYTHON","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,ALWAYS,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
GHANA,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,15,15,20,2,20,28,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,1,3,4,5,NO,,NOT APPLICABLE (STUDENT),INSURANCE,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,86,44,,,0,,,,,70,0,,,0,,MOBILE DEVELOPMENT,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,R,SQL","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,A WELL-ESTABLISHED INDUSTRY GIANT,NEVER,RARELY,"LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",COST,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
GHANA,18-25,BACHELOR’S DEGREE,MALE,NO,BLACK,0,0,60,0,40,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,UNSURE,3,2,4,1,5,NO,UNSURE,NOT APPLICABLE (STUDENT),EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,10,,0,3,,,,73,19,,,,,,0,MOBILE DEVELOPMENT,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,MACHINE LEARNING,PYTHON","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,FREQUENTLY,INTELLECTUAL PROPERTY CONCERNS,LEARNING NEW LANGUAGES,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
GHANA,42-57,MASTER’S DEGREE,MALE,NO,BLACK,15,25,25,20,10,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GHANA,18-25,NO DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GHANA,18-25,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GHANA,18-25,BACHELOR’S DEGREE,MALE,NO,BLACK,10,40,20,0,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GHANA,18-25,SOME COLLEGE,MALE,NO,BLACK,10,10,10,10,30,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,5,3,4,1,YES,NO,NOT APPLICABLE (STUDENT),TECHNOLOGY,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,21,,22,34,77,,,25,,,,,,,,MOBILE DEVELOPMENT,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,JAVASCRIPT","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",A WELL-ESTABLISHED INDUSTRY GIANT,RARELY,RARELY,,COST,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
GHANA,58-67,MASTER’S DEGREE,MALE,NO,BLACK,20,10,30,10,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,OTHER (PLEASE INDICATE BELOW)",NO,2,4,3,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,BUSINESS ANALYST,OTHER,,,,,,,,,,,,,,,76,,,,,,,,,,,,,,,LESS,OTHER (PLEASE INDICATE BELOW),UNSURE,NO,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,40,10,10,10,10,5,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NOT YET,,UNSURE,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GREECE,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GREECE,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,20,20,30,30,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,NO,1,3,2,4,5,NO,YES,NOT-FOR-PROFIT ORGANIZATION,OTHER,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,78,SPEED,"PROBABILITY AND STATISTICS,DATA VISUALIZATION","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,,,
GREECE,26-41,MASTER’S DEGREE,MALE,NO,WHITE,0,80,0,20,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GREECE,42-57,MASTER’S DEGREE,FEMALE,DECLINE TO ANSWER,WHITE,0,0,0,0,0,0,100,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,1,2,4,5,NO,,GOVERNMENT AGENCY,OTHER,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,LESS,OTHER (PLEASE INDICATE BELOW),NO,NO,NO,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",I'M NOT SURE,I'M NOT SURE,OTHER (PLEASE INDICATE BELOW),NO,NO,OTHER (PLEASE INDICATE BELOW),80,10,10,0,0,0,0,0,OTHER (PLEASE INDICATE),UNSURE,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GREECE,58-67,MASTER’S DEGREE,MALE,NO,WHITE,40,20,10,5,20,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,4,1,2,3,5,NO,UNSURE,GOVERNMENT AGENCY,GOVERNMENT,PROFESSOR/INSTRUCTOR/RESEARCHER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,98,18,,,,,,95,,27,,53,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,NO,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,20,20,20,10,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,YES,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GREECE,18-25,SOME COLLEGE,MALE,NO,WHITE,15,35,25,10,5,5,5,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,4,3,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,,47,73,18,,,100,,73,0,83,,,0,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,UNSURE,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,SECURING DATA CONNECTIVITY",NO,NO,,30,5,20,15,5,5,20,0,"SAVING TIME,PERFORMANCE INSIGHTS",NOT YET,,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GREECE,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,20,20,20,10,15,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,3,1,4,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,91,,,,,,,26,28,,0,,,,,MEMORY CONSUMPTION,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,FREQUENTLY,INTELLECTUAL PROPERTY CONCERNS,LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
GUATEMALA,42-57,MASTER’S DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",50,50,0,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,2,4,3,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,OTHER (PLEASE INDICATE BELOW),IT ADMIN / INFORMATION SECURITY,NO,OTHER (PLEASE INDICATE BELOW),,,N/A - WE DON'T USE OSS,NOT CONFIDENT,OTHER (PLEASE INDICATE BELOW),,,,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GUATEMALA,26-41,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,70,0,30,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,,,,,,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GUATEMALA,42-57,DOCTORAL DEGREE,FEMALE,YES,LATINE/HISPANIC,25,5,15,10,20,25,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,4,1,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,VERY CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,CVES,REPO MAINTENANCE LAPSES,DEPENDENCIES",YES,,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,PROMPT ENGINEER,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
GUYANA,42-57,SOME COLLEGE,FEMALE,NO,WHITE,0,50,0,0,50,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,4,2,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,HOSPITALITY,APPLIED SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,71,53,97,67,82,85,66,55,100,83,42,100,70,53,,MOBILE DEVELOPMENT,PROBABILITY AND STATISTICS,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A NONPROFIT ORGANIZATION,FREQUENTLY,RARELY,LACK OF INCENTIVES,SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
HONDURAS,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
HONG KONG,42-57,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,20,30,30,0,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,3,1,4,2,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,52,,,,,,,,,,,,,,"SPEED,SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,PYTHON","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
HONG KONG,18-25,SOME COLLEGE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
HONG KONG,18-25,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,0,10,30,10,50,0,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,4,3,2,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,19,0,,17,,,,31,81,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",NO,YES,,10,20,30,0,0,0,40,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
HUNGARY,42-57,MASTER’S DEGREE,MALE,NO,WHITE,50,10,30,10,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,4,3,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,DEVELOPER,OTHER,,,,,,,,,,,,,,,51,,,,27,,,,84,49,17,,,,,THE SAME AMOUNT,AUTOMATING TASKS,YES,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,,10,0,30,20,0,20,20,0,RESEARCH AND INNOVATION,NOT YET,,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ICELAND,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,40,60,0,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,,,,,,NO,,EDUCATIONAL INSTITUTION,RESEARCH & DEVELOPMENT,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,98,50,,,,,,,,,,,,,,MEMORY CONSUMPTION,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,PYTHON,R,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,RARELY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",LEARNING NEW LANGUAGES,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,EAST ASIAN,30,10,10,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,17,18,,,,,,49,74,,,,0,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MODEL DECAY OR DATA DRIFT",NO,NO,OTHER (PLEASE INDICATE BELOW),0,10,5,15,10,50,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,30,40,30,0,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,OTHER (PLEASE INDICATE BELOW),YES,1,2,4,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,PROFESSIONAL SERVICES,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,99,,,17,,,,23,50,26,,,,,81,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",IN THE CLOUD,IN THE CLOUD,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,YES,,10,20,10,20,10,30,0,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",NO,,NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,19,20,19,15,19,8,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,3,1,4,5,NO,,EDUCATIONAL INSTITUTION,ENGINEERING,BUSINESS ANALYST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,,,,,,,,,65,,,,,,SPEED,"BUSINESS ANALYTICS,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,SQL","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ESTABLISHED STARTUP IN GROWTH MODE,RARELY,FREQUENTLY,CULTURE OF COMPETITION AND SECRECY,COST,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,MASTER’S DEGREE,FEMALE,NO,SOUTHEAST ASIAN,4,10,46,10,20,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,4,3,5,NO,,EDUCATIONAL INSTITUTION,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,68,52,55,44,27,4,55,2,79,11,18,1,7,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,UNSURE,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY",NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,10,10,10,20,20,10,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,YES,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,MASTER’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),15,5,15,10,30,15,10,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,1,2,4,5,YES,,NOT APPLICABLE (STUDENT),RESEARCH & DEVELOPMENT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,49,,,,,25,26,77,26,,25,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,20,10,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NOT YET,,UNSURE,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,NO,"BLACK,WHITE,EAST ASIAN",0,0,0,0,100,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,4,3,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,0,,14,54,16,,67,,44,,,,0,39,MEMORY CONSUMPTION,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,R,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN ACADEMIC OR RESEARCH CENTER,FREQUENTLY,RARELY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,EAST ASIAN,50,20,15,5,5,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,4,3,2,5,YES,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,BUSINESS ANALYST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,75,27,,,,,,,,100,,,,,65,SPEED,"COMMUNICATION SKILLS,ENGINEERING SKILLS,MACHINE LEARNING,DATA VISUALIZATION,PYTHON,R,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL PRODUCTION MONITORING AND ITERATION,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,RARELY,"CULTURE OF COMPETITION AND SECRECY,LACK OF ACCESS OR INFRASTRUCTURE",FINDING AN INTERNSHIP,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,YES,SOUTHEAST ASIAN,20,20,10,15,20,15,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,3,4,5,NO,,EDUCATIONAL INSTITUTION,ENGINEERING,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,100,0,,27,,,21,,100,0,,,,,MEMORY CONSUMPTION,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,NLP,PYTHON,R,SQL","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN EARLY-STAGE STARTUP COMPANY,SOMETIMES,NEVER,"CULTURE OF COMPETITION AND SECRECY,LACK OF ACCESS OR INFRASTRUCTURE",COST,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,"SOUTHEAST ASIAN,OTHER (PLEASE INDICATE)",3,15,40,7,15,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,3,5,1,4,NO,UNSURE,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,61,,22,60,81,,,63,,50,,9,,,,MEMORY CONSUMPTION,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,NLP,ADVANCED MATHEMATICS,COMPUTER SYSTEMS,PYTHON,JAVASCRIPT,SQL","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A WELL-ESTABLISHED INDUSTRY GIANT,NEVER,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS",SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,20,20,20,10,10,10,10,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,4,2,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,48,,,,,0,0,,100,,0,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,10,20,10,15,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,MASTER’S DEGREE,FEMALE,DECLINE TO ANSWER,DECLINE TO ANSWER,10,20,5,5,50,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,2,4,3,5,NO,,NOT APPLICABLE (STUDENT),EDUCATION,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,25,21,61,17,20,22,80,20,100,24,22,23,24,25,MEMORY CONSUMPTION,"COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,PYTHON,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A WELL-ESTABLISHED INDUSTRY GIANT,NEVER,FREQUENTLY,,FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,10,20,5,5,30,30,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,4,2,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,50,21,,,,,,0,,100,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,UNSURE,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,30,40,5,5,5,5,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,20,25,10,2,30,13,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,3,1,4,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DEVELOPER,OTHER,,,,,,,,,,,,,,,50,,,28,,86,,18,,81,,,,,,LESS,NOT CURRENTLY USING,NO,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,,10,20,10,20,20,15,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",UNSURE,,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),20,60,10,5,5,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,4,3,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,75,24,25,26,25,,,,53,50,,,31,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MODEL DECAY OR DATA DRIFT",YES,YES,,20,20,10,20,20,10,0,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,FEMALE,NO,SOUTHEAST ASIAN,10,5,25,10,30,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,3,4,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES,,NONE,NOT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,DEPENDENCIES",UNSURE,,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),0,0,100,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,NOT FOR PROFIT,BUSINESS ANALYST,OTHER,,,,,,,,,,,,,,,11,49,,,14,,,,,45,,,,,,LESS,NOT CURRENTLY USING,YES,YES,UNSURE,YES,INTERNAL COMPANY RESOURCES,LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,NO,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,20,40,0,0,0,20,0,INCREASING REVENUE,YES,AUTOMATED,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,58-67,MASTER’S DEGREE,MALE,NO,"EAST ASIAN,DECLINE TO ANSWER",35,25,20,10,5,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,4,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,30,11,34,,,,49,29,91,,60,,,,SLIGHTLY MORE,OTHER (PLEASE INDICATE BELOW),YES,NO,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,10,10,20,20,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,20,20,10,20,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,4,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,20,,,,,,,,,100,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,YES,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,,10,10,10,10,20,20,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,MASTER’S DEGREE,MALE,NO,EAST ASIAN,5,0,80,0,15,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,2,4,3,5,YES,,GOVERNMENT AGENCY,GOVERNMENT,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,NO,LACK OF KNOWLEDGE OR UNDERSTANDING,,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,LICENSE RISK",UNSURE,,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,NO,DECLINE TO ANSWER,30,40,5,25,0,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,1,2,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,47,,,,,,,0,,67,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,UNSURE,UNSURE,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I'M NOT SURE,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,15,60,25,0,0,0,0,0,"SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,5,20,40,0,25,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,1,4,2,5,YES,NO,EDUCATIONAL INSTITUTION,EDUCATION,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,YES,SOUTHEAST ASIAN,15,20,10,20,10,25,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,5,2,3,4,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,27,25,26,25,24,23,37,23,23,33,21,12,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,20,20,10,10,20,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,UNSURE,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,15,12,12,10,15,30,6,,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,2,3,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,,100,,,,,,LESS,NOT CURRENTLY USING,YES,YES,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",IN THE CLOUD,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MODEL DECAY OR DATA DRIFT",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,20,10,10,15,20,10,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,DOCTORAL DEGREE,MALE,NO,OTHER (PLEASE INDICATE),20,20,20,20,20,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,3,4,1,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,79,82,52,22,51,,,18,,80,,17,,,,"MOBILE DEVELOPMENT,RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,JAVASCRIPT,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF INCENTIVES,PRIMARY RESPONSIBILITY
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,20,20,5,20,20,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,4,3,5,NO,UNSURE,NOT APPLICABLE (STUDENT),TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,,,42,,,,43,,51,,,,44,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",UNSURE,UNSURE,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,,20,30,10,5,15,15,5,0,RESEARCH AND INNOVATION,UNSURE,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,20,10,30,10,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,2,3,1,4,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87,21,46,38,51,13,4,27,17,52,,,,,,SPEED,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,MACHINE LEARNING,DEEP LEARNING,NLP,COMPUTER VISION/IMAGE PROCESSING,SQL","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ESTABLISHED STARTUP IN GROWTH MODE,RARELY,RARELY,"CULTURE OF COMPETITION AND SECRECY,LACK OF ACCESS OR INFRASTRUCTURE",LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,SOUTHEAST ASIAN,10,10,20,10,10,10,30,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,2,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,PHARMACEUTICAL,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,32,0,,,,,,,,71,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"ACCESS TO COMPUTE RESOURCES,MOVING TO THE CLOUD,MODEL DECAY OR DATA DRIFT",NO,YES,,0,20,20,20,20,0,20,0,"INCREASING REVENUE,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,SOUTHEAST ASIAN,30,15,15,25,10,5,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,4,2,3,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,99,25,,,,45,,,,100,,,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,UNSURE,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",25,25,10,15,15,5,5,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NOT YET,,NO,"COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,FEMALE,NO,SOUTHEAST ASIAN,10,10,40,10,10,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,3,4,1,5,NO,UNSURE,NOT APPLICABLE (STUDENT),EDUCATION,ML ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,71,61,77,77,0,0,,80,,33,,,,,,MOBILE DEVELOPMENT,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,PYTHON,R,JAVASCRIPT,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,NEVER,FREQUENTLY,,LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,10,30,10,5,20,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,3,4,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,27,29,49,49,83,49,22,82,53,86,21,21,21,21,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,15,15,15,15,15,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,OTHER (PLEASE INDICATE),35,30,12,5,13,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,2,1,4,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,80,,,,21,,,11,,,,1,,,,SPEED,"ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A WELL-ESTABLISHED INDUSTRY GIANT,NEVER,FREQUENTLY,"LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",COST,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,FEMALE,NO,EAST ASIAN,20,19,32,3,10,10,6,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,,,,,,NO,NO,EDUCATIONAL INSTITUTION,EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,49,29,,,,,,,,,,,59,57,59,RUNTIME ERRORS,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,DEEP LEARNING,NLP","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL PRODUCTION MONITORING AND ITERATION,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A WELL-ESTABLISHED INDUSTRY GIANT,RARELY,ALWAYS,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",LEARNING NEW LANGUAGES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,
INDIA,58-67,BACHELOR’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),10,15,10,15,15,15,20,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,3,2,5,4,1,YES,,NOT-FOR-PROFIT ORGANIZATION,AGRICULTURE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,75,23,22,82,,,,,,,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,10,10,30,10,10,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,7,6,8,7,22,50,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,70,58,80,70,53,62,29,87,19,85,13,21,18,72,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",56,6,8,9,8,7,6,0,INCREASING REVENUE,YES,AUTOMATED,UNSURE,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,SOUTHEAST ASIAN,15,20,20,10,15,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,2,4,1,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,51,79,,,,,54,,,,,,,,SECURITY MEASURES,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,PYTHON","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN EARLY-STAGE STARTUP COMPANY,SOMETIMES,FREQUENTLY,CULTURE OF COMPETITION AND SECRECY,SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,DOCTORAL DEGREE,MALE,NO,OTHER (PLEASE INDICATE),60,10,0,0,0,0,30,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,4,1,2,5,YES,NO,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,47,100,54,32,,0,43,,62,,49,,,100,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",10,10,30,10,20,5,10,5,"INCREASING REVENUE,RESEARCH AND INNOVATION",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,NO DEGREE,MALE,NO,OTHER (PLEASE INDICATE),20,20,20,20,10,10,0,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),UNSURE,3,1,2,4,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),OTHER (PLEASE INDICATE BELOW),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,49,,,,,,,,,23,,,,,,OTHER (PLEASE INDICATE BELOW),"PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DATA VISUALIZATION,PYTHON,R,SQL","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL PRODUCTION MONITORING AND ITERATION,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,OTHER (PLEASE INDICATE BELOW),NEVER,FREQUENTLY,,LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,OTHER (PLEASE INDICATE),25,33,7,5,25,5,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,5,1,4,3,2,YES,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,22,23,100,100,0,,79,55,100,,22,0,100,100,SPEED,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,JAVASCRIPT,SQL,GO LANG ,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC),ALL OF THE ABOVE","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ESTABLISHED STARTUP IN GROWTH MODE,NEVER,ALWAYS,"LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",FINDING AN INTERNSHIP,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,FEMALE,DECLINE TO ANSWER,OTHER (PLEASE INDICATE),10,10,30,10,30,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,4,3,5,NO,,NOT APPLICABLE (STUDENT),RESEARCH & DEVELOPMENT,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,,,,14,,,18,,20,,,,,99,MOBILE DEVELOPMENT,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,FREQUENTLY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,10,5,20,10,40,5,10,OTHER (PLEASE INDICATE BELOW),"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OTHER (PLEASE INDICATE BELOW)",YES,5,1,4,2,3,NO,,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19,,,,,,,,,,,,,,100,OTHER (PLEASE INDICATE BELOW),"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,JAVASCRIPT,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL DEPLOYMENT,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",INTELLECTUAL PROPERTY CONCERNS,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
INDIA,68,MASTER’S DEGREE,MALE,NO,EAST ASIAN,15,25,25,20,15,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,NO,,EDUCATIONAL INSTITUTION,PROFESSIONAL SERVICES,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,22,23,,,,,19,34,,,,,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DATA VISUALIZATION,PYTHON","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
INDIA,18-25,SOME COLLEGE,MALE,NO,OTHER (PLEASE INDICATE),2,8,50,0,20,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,3,4,5,NO,UNSURE,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,25,24,23,79,,,9,,4,,,,,,MOBILE DEVELOPMENT,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,COMPUTER SYSTEMS,PYTHON,R,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A WELL-ESTABLISHED INDUSTRY GIANT,NEVER,FREQUENTLY,,LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,"EAST ASIAN,SOUTHEAST ASIAN",20,10,30,10,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,4,2,5,YES,YES,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,79,42,,,45,,,0,,,,,,,,MOBILE DEVELOPMENT,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,JAVASCRIPT,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL PRODUCTION MONITORING AND ITERATION,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",A WELL-ESTABLISHED INDUSTRY GIANT,FREQUENTLY,ALWAYS,CULTURE OF COMPETITION AND SECRECY,FINDING AN INTERNSHIP,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,SOME COLLEGE,FEMALE,NO,DECLINE TO ANSWER,30,30,30,0,10,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,3,2,4,1,5,NO,,EDUCATIONAL INSTITUTION,HEALTHCARE,ML ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,0,,,,,,,,,SPEED,"PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,FREQUENTLY,CULTURE OF COMPETITION AND SECRECY,LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),20,30,50,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,3,1,4,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,26,0,27,,,,29,,52,,,,,,MEMORY CONSUMPTION,"COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DATA VISUALIZATION,PYTHON,R,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ESTABLISHED STARTUP IN GROWTH MODE,NEVER,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,10,10,20,30,30,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,1,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,52,,54,28,,,,29,,28,,,,,,LESS,NOT CURRENTLY USING,YES,UNSURE,UNSURE,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,30,20,10,0,30,10,0,0,"INCREASING REVENUE,RESEARCH AND INNOVATION",NOT YET,,UNSURE,"AI ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,15,25,20,15,15,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,2,3,4,5,NO,,GOVERNMENT AGENCY,RESEARCH & DEVELOPMENT,APPLIED SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,,54,,100,,,,,,,,,,100,"SPEED,OTHER (PLEASE INDICATE BELOW)","ENGINEERING SKILLS,MACHINE LEARNING,DATA VISUALIZATION,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
INDIA,42-57,MASTER’S DEGREE,MALE,NO,DECLINE TO ANSWER,80,5,5,0,5,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,3,1,2,4,5,NO,NO,GOVERNMENT AGENCY,FINANCE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,LESS,NOT CURRENTLY USING,YES,YES,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,80,20,0,0,0,0,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,SOME COLLEGE,MALE,NO,DECLINE TO ANSWER,15,20,25,0,30,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,1,3,2,4,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,6,,,,17,48,,,,,,SPEED,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,MACHINE LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,SQL","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,A WELL-ESTABLISHED INDUSTRY GIANT,RARELY,,,FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,20,50,10,0,20,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,2,1,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,51,22,53,0,,,,,,100,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,UNSURE,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,30,0,0,40,0,10,0,"REDUCING COSTS,SAVING TIME",NOT YET,,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,MASTER’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),25,25,25,5,5,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OTHER (PLEASE INDICATE BELOW),NO,,,,,,,,NOT APPLICABLE (STUDENT),,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,0,,,,,,,,,,,,,,,LESS,AUTOMATING TASKS,YES,YES,UNSURE,UNSURE,OTHER (PLEASE INDICATE BELOW),I'M NOT SURE,I'M NOT SURE,MODEL DECAY OR DATA DRIFT,NO,YES,,100,0,0,0,0,0,0,0,PERFORMANCE INSIGHTS,NO,,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,YES,EAST ASIAN,10,30,10,10,20,5,15,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,2,4,5,YES,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,DOCTORAL DEGREE,MALE,NO,SOUTHEAST ASIAN,50,10,10,10,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,31,100,57,,,,,,"RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,,,
INDIA,18-25,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,DOCTORAL DEGREE,FEMALE,NO,DECLINE TO ANSWER,20,30,40,0,10,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,50,50,0,0,0,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,2,3,4,1,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,100,,,,,,,,100,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",UNSURE,UNSURE,UNSURE,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,30,20,10,20,5,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,MASTER’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,58-67,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,30,50,15,5,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,1,3,4,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),OTHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,68,DOCTORAL DEGREE,MALE,NO,OTHER (PLEASE INDICATE),25,50,5,5,10,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,WHITE,25,20,7,15,24,9,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,DOCTORAL DEGREE,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,0,100,0,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,FEMALE,NO,SOUTHEAST ASIAN,18,25,20,10,17,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,1,2,4,5,NO,,NOT APPLICABLE (STUDENT),TECHNOLOGY,ML ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,24,24,51,52,,,76,,100,,38,,,,RUNTIME ERRORS,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER SYSTEMS,PYTHON,R,JAVASCRIPT,SQL","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,FREQUENTLY,INTELLECTUAL PROPERTY CONCERNS,FINDING AN INTERNSHIP,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,MASTER’S DEGREE,MALE,NO,EAST ASIAN,30,10,20,5,5,25,5,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,3,2,1,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,DEVELOPER,OTHER,,,,,,,,,,,,,,,85,0,,,,74,,,,98,,,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,SECURING NETWORK CONNECTIVITY",NO,NO,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,40,5,10,5,10,10,10,10,"INCREASING REVENUE,REDUCING COSTS",YES,AD-HOC,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,30,0,40,0,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,4,2,1,5,YES,,GOVERNMENT AGENCY,GOVERNMENT,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DEPENDENCIES",UNSURE,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",NO,"AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,EAST ASIAN,0,0,0,0,100,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,,,,,,,,NOT APPLICABLE (STUDENT),CONSULTING,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,71,24,0,35,,,,,,48,,,,,,RUNTIME ERRORS,PYTHON,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,RARELY,FREQUENTLY,,LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,40,20,20,15,5,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,4,3,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,8,50,100,6,12,,45,,54,15,,9,81,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,30,20,5,15,15,10,5,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION",UNSURE,,YES,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,SOME COLLEGE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,FEMALE,NO,SOUTHEAST ASIAN,10,10,10,20,40,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,4,2,1,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,EDUCATION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,75,,54,,,,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,10,20,10,10,20,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,FEMALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,NO DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,,,,,,,,COMMERCIAL (FOR-PROFIT) ENTITY,TRANSPORTATION & LOGISTICS,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,I'M NOT SURE,ACCESS TO COMPUTE RESOURCES,NO,NO,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,100,0,0,0,0,0,0,0,"INCREASING REVENUE,REDUCING COSTS",YES,AUTOMATED,NO,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,DECLINE TO ANSWER,20,10,20,5,20,25,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,3,4,2,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,OTHER,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,25,,27,41,9,2,,59,3,75,,,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS,NOT CURRENTLY USING",YES,UNSURE,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MODEL DECAY OR DATA DRIFT",NO,YES,OTHER (PLEASE INDICATE BELOW),5,19,28,22,20,5,1,0,"REDUCING COSTS,SAVING TIME",UNSURE,,YES,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,OTHER (PLEASE INDICATE),5,20,10,15,20,30,0,OTHER (PLEASE INDICATE BELOW),"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,OTHER (PLEASE INDICATE BELOW)",YES,3,2,4,5,1,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,0,24,,,,,,,,,,,,,OTHER (PLEASE INDICATE BELOW),"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER SYSTEMS,PYTHON,JAVASCRIPT,SQL","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL PRODUCTION MONITORING AND ITERATION,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",OTHER (PLEASE INDICATE BELOW),RARELY,FREQUENTLY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF INCENTIVES",SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,BLACK,7,89,1,1,1,1,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,0,50,20,10,10,10,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DEVELOPER,OTHER,,,,,,,,,,,,,,,52,,100,75,,,,,,79,,,,49,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),40,10,10,10,30,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,15,20,30,5,27,3,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,SOME COLLEGE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,10,20,20,35,10,5,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,76,,,,,,,,38,100,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,UNSURE,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,OTHER (PLEASE INDICATE BELOW),20,30,20,10,10,5,5,0,SAVING TIME,YES,AD-HOC,YES,"BIG DATA ENGINEER,OTHER (PLEASE INDICATE BELOW)",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,25,20,20,15,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,,HIGH SCHOOL OR EQUIVALENT,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,MASTER’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,MASTER’S DEGREE,FEMALE,NO,OTHER (PLEASE INDICATE),20,20,10,10,10,10,20,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,3,4,5,NO,NO,GOVERNMENT AGENCY,FINANCE,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",50%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,FEMALE,NO,DECLINE TO ANSWER,50,5,5,1,20,9,10,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,1,3,2,4,5,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,FEMALE,NO,SOUTHEAST ASIAN,10,10,10,10,10,50,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,3,2,4,1,5,NO,,NOT-FOR-PROFIT ORGANIZATION,TECHNOLOGY,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,NO,SOUTHEAST ASIAN,20,11,19,8,15,12,15,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,EAST ASIAN,10,10,20,30,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,,,,,,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,21,,,,,,,,18,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",UNSURE,YES,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,20,10,10,0,0,0,30,30,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,16,21,18,16,13,16,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,FEMALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,SOME COLLEGE,MALE,NO,SOUTHEAST ASIAN,10,20,20,10,10,30,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,DOCTORAL DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,30,10,30,0,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,1,2,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,58-67,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,20,15,15,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,2,3,4,1,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,77,,,,,,,,100,0,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MODEL DECAY OR DATA DRIFT",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,15,10,10,25,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,EAST ASIAN,20,40,0,10,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,5,2,4,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,4,5,1,,,,,,,100,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,20,10,30,10,0,10,0,"INCREASING REVENUE,REDUCING COSTS",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,40,20,9,8,10,13,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,4,3,5,YES,UNSURE,GOVERNMENT AGENCY,HEALTHCARE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,27,,,,,,,,,,,,,,,SLIGHTLY MORE,AUTOMATING TASKS,NO,NO,NO,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I'M NOT SURE,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,20,10,10,10,20,10,20,0,SAVING TIME,YES,AUTOMATED,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,BACHELOR’S DEGREE,MALE,NO,DECLINE TO ANSWER,50,20,20,10,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,DEFENSE,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,0,51,,,,81,,100,,,,,,LESS,NOT CURRENTLY USING,YES,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",IN THE CLOUD,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",30,30,10,0,20,0,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NOT YET,,NO,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,20,10,60,0,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,2,4,1,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,RESEARCH & DEVELOPMENT,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,18,17,,,0,100,77,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,NOT CURRENTLY USING",YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,,40,30,5,10,10,0,0,5,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,FEMALE,YES,OTHER (PLEASE INDICATE),10,60,0,20,10,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,1,3,4,2,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,6,0,,,,,,,,,,,,,OTHER (PLEASE INDICATE BELOW),N/A - I WON'T BE ENTERING THE DATA SCIENCE/ML FIELD,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,A GOVERNMENT POSITION,NEVER,NEVER,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,FEMALE,NO,DECLINE TO ANSWER,20,30,30,0,0,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,NO,4,2,1,3,5,NO,NO,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,86,,87,,,92,,95,,,,,,"SPEED,MEMORY CONSUMPTION","BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,JAVASCRIPT,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
INDIA,18-25,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,25,50,5,5,10,5,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,BUSINESS ANALYST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,40,,,,,,,,60,,,,,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,JAVASCRIPT,SQL,GO LANG ,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",CULTURE OF COMPETITION AND SECRECY,PRIMARY RESPONSIBILITY
INDIA,18-25,MASTER’S DEGREE,FEMALE,NO,DECLINE TO ANSWER,25,5,20,10,30,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,3,4,1,5,YES,UNSURE,NOT APPLICABLE (STUDENT),EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23,,,,0,,,,,0,,,,,,RUNTIME ERRORS,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,DATA VISUALIZATION,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL PRODUCTION MONITORING AND ITERATION,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",A GOVERNMENT POSITION,SOMETIMES,RARELY,LACK OF ACCESS OR INFRASTRUCTURE,LEARNING NEW LANGUAGES,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,30,20,10,10,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,OTHER (PLEASE INDICATE BELOW)",YES,2,3,4,5,1,NO,,EDUCATIONAL INSTITUTION,ENGINEERING,RESEARCH SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,SPEED,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,FREQUENTLY,RARELY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF INCENTIVES",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,DOCTORAL DEGREE,MALE,NO,SOUTHEAST ASIAN,10,30,20,0,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,,,,,,NO,YES,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,75,24,,,,,,,94,,,,,,,"SPEED,MEMORY CONSUMPTION","BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,PYTHON,R","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
INDIA,18-25,SOME COLLEGE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,58-67,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,OTHER (PLEASE INDICATE),10,40,20,20,10,0,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,4,2,1,3,5,YES,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,0,,,,,,,6,,,,,,"MOBILE DEVELOPMENT,SECURITY MEASURES","ENGINEERING SKILLS,BUSINESS ANALYTICS,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,PYTHON","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
INDIA,42-57,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,20,40,5,5,30,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,1,2,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,82,21,33,78,16,21,,88,22,98,32,11,,14,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,0,10,0,60,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,10,30,0,30,30,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,4,2,3,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,7,,0,,,,,16,62,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,MODEL DECAY OR DATA DRIFT,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,0,20,20,20,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,YES,"EAST ASIAN,SOUTHEAST ASIAN",10,10,20,10,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,,,,,,YES,YES,NOT-FOR-PROFIT ORGANIZATION,AUTOMOTIVE,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,FEMALE,NO,OTHER (PLEASE INDICATE),20,20,30,10,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,1,4,3,5,NO,,GOVERNMENT AGENCY,CONSULTING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,79,,,,,,,,77,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,NO,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,NO,NO,,20,30,5,20,10,10,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,NO,DECLINE TO ANSWER,10,5,0,25,25,35,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,4,1,3,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,19,,,,,,,,73,,,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",NO,YES,,0,25,15,15,15,5,25,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),16,20,14,10,18,16,6,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,2,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,0,,,0,,,,0,,33,,,,,100,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,0,0,0,0,0,0,0,100,SAVING TIME,UNSURE,,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,20,30,20,10,10,5,5,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,5,4,3,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,91,0,,26,47,,,9,73,35,,,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,UNSURE,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,20,10,15,15,10,5,10,RESEARCH AND INNOVATION,YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),35,20,4,11,16,14,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,4,3,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,,DATA SCIENTIST,OTHER,,,,,,,,,,,,,,,79,42,52,84,22,4,39,100,56,80,6,63,1,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",NO,NO,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",13,14,16,18,16,13,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,30,30,0,40,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,3,4,5,NO,UNSURE,GOVERNMENT AGENCY,GOVERNMENT,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,55,,,,,,,,100,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,10,20,30,10,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,18,18,18,10,18,18,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,10,10,20,10,50,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,3,1,4,2,5,YES,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,73,,3,,4,,0,15,,73,,,,,,SPEED,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,PYTHON,R,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN EARLY-STAGE STARTUP COMPANY,FREQUENTLY,RARELY,"LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,50,8,15,15,8,4,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,2,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,100,22,22,22,,,,18,40,41,,,,,,LESS,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,NO,NO,,10,50,20,0,0,0,20,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,8,6,9,57,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,SOME COLLEGE,FEMALE,NO,DECLINE TO ANSWER,15,15,50,5,10,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,2,3,4,5,NO,UNSURE,NOT APPLICABLE (STUDENT),EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,90,29,89,31,91,6,,,,79,,,,,,MEMORY CONSUMPTION,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,R,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN ESTABLISHED STARTUP IN GROWTH MODE,NEVER,FREQUENTLY,,FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,NO,EAST ASIAN,20,0,10,0,60,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,NO,,NOT-FOR-PROFIT ORGANIZATION,,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,52,,,,17,34,61,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,ACCESS TO COMPUTE RESOURCES",YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,40,10,10,20,10,5,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,MASTER’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),50,50,0,0,0,0,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OTHER (PLEASE INDICATE BELOW)",YES,2,3,1,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,50,,,,,,,,,,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",IN THE CLOUD,IN THE CLOUD,MOVING TO THE CLOUD,NO,NO,,20,20,20,5,5,20,10,0,"REDUCING COSTS,SAVING TIME",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,BLACK,0,0,100,0,0,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,DECLINE TO ANSWER,100,0,0,0,0,0,0,OTHER (PLEASE INDICATE BELOW),OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,1,5,2,3,4,NO,UNSURE,NOT APPLICABLE (STUDENT),ENGINEERING,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,,23,,22,,,,100,70,,,,,,SPEED,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A WELL-ESTABLISHED INDUSTRY GIANT,NEVER,RARELY,,LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,42-57,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,OTHER (PLEASE INDICATE),0,0,60,0,40,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,3,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,,,,,,,18,,,,,,,,SECURITY MEASURES,N/A - I WON'T BE ENTERING THE DATA SCIENCE/ML FIELD,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ESTABLISHED STARTUP IN GROWTH MODE,RARELY,RARELY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS",LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
INDIA,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDIA,18-25,SOME COLLEGE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDONESIA,42-57,MASTER’S DEGREE,FEMALE,NO,SOUTHEAST ASIAN,15,50,5,30,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,3,5,4,2,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,RETAIL,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,22,,,,27,53,86,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,,20,20,5,5,20,25,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
INDONESIA,42-57,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
IRAN,18-25,HIGH SCHOOL OR EQUIVALENT,NON-BINARY,YES,OTHER (PLEASE INDICATE),25,5,25,0,15,30,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,2,4,1,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,12,,44,,,33,,,,,,,,MOBILE DEVELOPMENT,N/A - I WON'T BE ENTERING THE DATA SCIENCE/ML FIELD,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ESTABLISHED STARTUP IN GROWTH MODE,RARELY,RARELY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS",SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
IRAN,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
IRAN,18-25,SOME COLLEGE,FEMALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
IRAN,18-25,SOME COLLEGE,MALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
IRAN,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
IRAN,26-41,NO DEGREE,MALE,NO,OTHER (PLEASE INDICATE),30,10,10,5,10,35,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
IRAN,26-41,MASTER’S DEGREE,MALE,NO,WHITE,21,10,8,8,20,10,23,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,1,2,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DEVELOPER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,25,,,,,,,,,,,,,,,MOBILE DEVELOPMENT,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN EARLY-STAGE STARTUP COMPANY,FREQUENTLY,NEVER,CULTURE OF COMPETITION AND SECRECY,,,,,,,,,,,,,,,,,,,,,,,,
IRAN,26-41,DOCTORAL DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
IRAN,26-41,DOCTORAL DEGREE,MALE,NO,SOUTHEAST ASIAN,50,0,25,0,25,0,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,3,5,1,4,YES,,EDUCATIONAL INSTITUTION,ENGINEERING,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,RUNTIME ERRORS,ENGINEERING SKILLS,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,PRIMARY RESPONSIBILITY
IRAN,26-41,MASTER’S DEGREE,FEMALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
IRAN,26-41,SOME COLLEGE,MALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
IRAQ,26-41,MASTER’S DEGREE,MALE,NO,WHITE,70,0,0,0,30,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,2,3,4,5,NO,NO,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,83,2,11,24,54,29,4,70,6,20,2,2,3,10,,MOBILE DEVELOPMENT,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,RARELY,INTELLECTUAL PROPERTY CONCERNS,FINDING AN INTERNSHIP,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
IRAQ,18-25,SOME COLLEGE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
IRELAND {REPUBLIC},68,DOCTORAL DEGREE,MALE,NO,WHITE,0,50,0,0,50,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,UNSURE,1,2,4,3,5,YES,,NOT-FOR-PROFIT ORGANIZATION,RESEARCH & DEVELOPMENT,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,22,,,,,,16,,,,,,,,SPEED,"BUSINESS KNOWLEDGE,ENGINEERING SKILLS,ADVANCED MATHEMATICS,DATA VISUALIZATION,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",CULTURE OF COMPETITION AND SECRECY,PRIMARY RESPONSIBILITY
IRELAND {REPUBLIC},26-41,MASTER’S DEGREE,MALE,NO,WHITE,15,10,40,10,15,10,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,2,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,25,100,,,,,,,,100,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,UNSURE,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,,0,0,0,0,0,0,0,100,,,,NO,"COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
IRELAND {REPUBLIC},42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,0,30,30,20,0,0,20,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),YES,3,2,4,5,1,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,RESEARCH & DEVELOPMENT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,92,,,16,0,,0,8,16,30,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE",NO,YES,,25,15,10,10,5,25,10,0,"INCREASING REVENUE,REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
IRELAND {REPUBLIC},26-41,MASTER’S DEGREE,MALE,NO,WHITE,10,20,20,10,10,10,20,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OTHER (PLEASE INDICATE BELOW),UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
IRELAND {REPUBLIC},42-57,BACHELOR’S DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",40,10,0,30,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,1,2,3,5,NO,,NOT APPLICABLE (STUDENT),PROFESSIONAL SERVICES,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,78,,,23,24,,,75,,20,,22,,,,MOBILE DEVELOPMENT,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,RARELY,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
IRELAND {REPUBLIC},26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,9,10,8,20,18,35,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,3,4,5,1,YES,YES,GOVERNMENT AGENCY,MANUFACTURING,DEVELOPER,OTHER,,,,,,,,,,,,,,,26,53,83,28,61,36,76,28,17,45,75,51,68,49,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS,NOT CURRENTLY USING",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MOVING TO THE CLOUD",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",3,10,20,9,20,18,20,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION",YES,AD-HOC,UNSURE,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ISRAEL,58-67,MASTER’S DEGREE,MALE,NO,WHITE,50,0,50,0,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,,,,,,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,53,53,,,,100,,,,,,LESS,NOT CURRENTLY USING,YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,MOVING TO THE CLOUD,MODEL DECAY OR DATA DRIFT",YES,YES,,30,30,10,5,15,10,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ISRAEL,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,NO,WHITE,50,50,0,0,0,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,4,3,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,75,22,,,,,,,27,50,,,,,,SIGNIFICANTLY MORE,NOT CURRENTLY USING,UNSURE,UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ISRAEL,26-41,MASTER’S DEGREE,MALE,NO,WHITE,20,0,50,30,0,0,0,ADVANCED INFORMATION WARFARE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,NO,2,1,5,3,4,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,DEFENSE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,23,,,,,54,0,,,,41,THE SAME AMOUNT,NOT CURRENTLY USING,YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",NO,NO,,40,20,0,10,10,10,10,0,RESEARCH AND INNOVATION,YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ISRAEL,58-67,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ISRAEL,58-67,MASTER’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),0,0,100,0,0,0,0,OTHER (PLEASE INDICATE BELOW),HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,2,3,4,5,1,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,LESS,"AUTOMATING TASKS,NOT CURRENTLY USING",YES,UNSURE,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ISRAEL,26-41,MASTER’S DEGREE,MALE,NO,WHITE,20,5,30,30,10,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,4,2,5,1,3,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,81,100,,,,,,SIGNIFICANTLY MORE,AUTOMATING TASKS,YES,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,MODEL DECAY OR DATA DRIFT,NO,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,20,10,5,10,10,5,20,"SAVING TIME,PERFORMANCE INSIGHTS",UNSURE,,NO,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,NO,WHITE,20,15,30,5,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,3,2,4,1,5,YES,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,56,24,,,5,,,,,41,,,,,,RUNTIME ERRORS,"PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,PYTHON,SQL","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN EARLY-STAGE STARTUP COMPANY,RARELY,RARELY,LACK OF ACCESS OR INFRASTRUCTURE,FINDING AN INTERNSHIP,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
ITALY,58-67,MASTER’S DEGREE,MALE,NO,WHITE,50,30,20,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,4,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,26,,,,,,,55,,,,,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,MEETING IT/INFOSEC STANDARDS,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,60,30,0,0,10,0,0,0,PERFORMANCE INSIGHTS,NOT YET,,NO,"AI ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,0,39,29,0,21,11,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,1,3,2,4,5,NO,,NOT APPLICABLE (STUDENT),,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,78,,,,,,,12,,15,,,,,,SPEED,"MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,PYTHON","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL PRODUCTION MONITORING AND ITERATION,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A WELL-ESTABLISHED INDUSTRY GIANT,NEVER,ALWAYS,LACK OF INCENTIVES,COST,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
ITALY,58-67,BACHELOR’S DEGREE,FEMALE,NO,WHITE,40,20,20,10,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,2,4,3,5,NO,,EDUCATIONAL INSTITUTION,,PROFESSOR/INSTRUCTOR/RESEARCHER,OTHER,,,,,,,,,,,,,,,39,,,,100,,,48,0,100,,100,,,,LESS,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),OTHER (PLEASE INDICATE BELOW)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,,20,15,20,15,30,0,0,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,35,30,0,20,15,0,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,OTHER (PLEASE INDICATE BELOW)",YES,1,3,4,2,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,27,,,,46,24,,26,,26,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,UNSURE,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,30,30,10,20,0,0,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,42-57,BACHELOR’S DEGREE,NON-BINARY,DECLINE TO ANSWER,LATINE/HISPANIC,0,10,15,25,15,15,20,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,3,4,1,2,5,NO,,GOVERNMENT AGENCY,ENERGY,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,23,17,,,,,,,,,,,,,49,LESS,OTHER (PLEASE INDICATE BELOW),UNSURE,UNSURE,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,20,20,10,20,15,0,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",UNSURE,,YES,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,68,DOCTORAL DEGREE,MALE,NO,WHITE,0,25,50,25,0,0,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,2,3,4,5,1,NO,,NOT-FOR-PROFIT ORGANIZATION,ENERGY,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,77,0,,27,,,,,26,,,,,20,SPEED,ENGINEERING SKILLS,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,INTELLECTUAL PROPERTY CONCERNS,PRIMARY RESPONSIBILITY
ITALY,42-57,MASTER’S DEGREE,MALE,NO,WHITE,15,15,15,15,10,10,20,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,NO,,GOVERNMENT AGENCY,ENERGY,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,36,25,25,49,49,100,,75,29,100,,15,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",UNSURE,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MODEL DECAY OR DATA DRIFT",NO,YES,,20,20,20,10,10,5,15,0,RESEARCH AND INNOVATION,NOT YET,,UNSURE,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,18-25,BACHELOR’S DEGREE,FEMALE,NO,"WHITE,DECLINE TO ANSWER",10,0,20,0,50,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,2,1,3,4,5,NO,,NOT APPLICABLE (STUDENT),,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,43,,,,57,,,,,,,,,,,MEMORY CONSUMPTION,"ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,NLP","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A NONPROFIT ORGANIZATION,SOMETIMES,FREQUENTLY,LACK OF INCENTIVES,LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,
ITALY,58-67,DOCTORAL DEGREE,MALE,NO,WHITE,50,30,0,20,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,26-41,SOME COLLEGE,FEMALE,YES,LATINE/HISPANIC,20,20,10,20,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,1,5,2,4,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,55,65,76,0,46,83,0,0,0,0,0,0,0,21,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,SECURING DATA CONNECTIVITY,YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,20,10,10,10,20,10,0,"SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,YES,"AI ENGINEER,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,26-41,BACHELOR’S DEGREE,MALE,YES,BLACK,30,20,10,10,10,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,5,3,2,4,YES,UNSURE,GOVERNMENT AGENCY,ELECTRONICS,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,46,77,33,,43,0,0,0,0,0,24,,0,12,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING NETWORK CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,20,10,10,20,10,10,0,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI DATA ANALYST,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,26-41,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,10,25,15,10,12,8,20,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,26-41,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,24,18,3,31,21,3,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TRANSPORTATION & LOGISTICS,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,11,11,,,12,39,85,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,15,5,30,30,5,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,26-41,MASTER’S DEGREE,MALE,NO,WHITE,20,25,10,10,20,15,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,2,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DEVELOPER,OTHER,,,,,,,,,,,,,,,100,,,25,23,89,,63,36,37,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,UNSURE,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,I'M NOT SURE,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,40,20,10,5,5,5,15,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,UNSURE,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,68,MASTER’S DEGREE,MALE,NO,WHITE,50,0,0,0,50,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,UNSURE,4,2,3,1,5,NO,,EDUCATIONAL INSTITUTION,OTHER,APPLIED SCIENTIST,OTHER,,,,,,,,,,,,,,,73,,,,35,,,,,,,,,,27,LESS,NOT CURRENTLY USING,UNSURE,NO,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL LAPTOP,I'M NOT SURE,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",NO,NO,,0,0,50,0,0,0,50,0,SAVING TIME,UNSURE,,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,26-41,BACHELOR’S DEGREE,FEMALE,YES,PACIFIC ISLANDER,10,10,20,10,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,5,4,3,1,2,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,59,39,47,62,62,29,49,62,41,54,38,62,43,65,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",30,20,10,10,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI DATA ANALYST,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,68,HIGH SCHOOL OR EQUIVALENT,MALE,NO,WHITE,10,10,10,20,10,10,30,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,OTHER (PLEASE INDICATE BELOW)",YES,2,3,4,5,1,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),DEVELOPER,OTHER,,,,,,,,,,,,,,,25,,,52,,,,100,,100,,100,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,5,5,10,10,10,55,5,0,"SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,OTHER (PLEASE INDICATE BELOW),NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,40,30,20,5,3,2,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,3,1,4,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,3,18,,,,,,,,100,,,,,,LESS,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,40,15,10,5,5,10,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,26-41,MASTER’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),25,20,15,15,15,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,2,1,3,5,4,YES,,GOVERNMENT AGENCY,HEALTHCARE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,89,16,,,2,,,,,,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,ACCESS TO COMPUTE RESOURCES,OTHER (PLEASE INDICATE BELOW)",NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,25,20,15,9,8,8,15,0,"INCREASING REVENUE,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,26-41,MASTER’S DEGREE,MALE,NO,WHITE,20,20,20,40,0,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,3,4,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,,30,30,10,10,10,5,5,0,"REDUCING COSTS,SAVING TIME",NOT YET,,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,40,0,40,20,0,0,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,4,5,2,1,NO,UNSURE,NOT APPLICABLE (STUDENT),RESEARCH & DEVELOPMENT,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,24,,34,,,,28,,,,22,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS,OTHER (PLEASE INDICATE BELOW)",NO,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,35,5,5,5,30,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ITALY,42-57,DOCTORAL DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",0,40,20,20,20,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,2,4,1,3,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,78,0,,,,0,,0,19,,,,0,,MOBILE DEVELOPMENT,PROBABILITY AND STATISTICS,"SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
ITALY,26-41,DOCTORAL DEGREE,MALE,NO,OTHER (PLEASE INDICATE),15,10,20,10,25,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",UNSURE,1,2,3,4,5,NO,,EDUCATIONAL INSTITUTION,HEALTHCARE,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,84,24,,,,,,,,,,,,,,"SPEED,MEMORY CONSUMPTION,OTHER (PLEASE INDICATE BELOW)","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL PRODUCTION MONITORING AND ITERATION,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
IVORY COAST,18-25,MASTER’S DEGREE,MALE,NO,BLACK,60,40,0,0,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,,,,,,YES,NO,EDUCATIONAL INSTITUTION,,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,48,29,,,,,,,,,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS",NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,75,0,25,0,0,0,0,0,SAVING TIME,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
IVORY COAST,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,25,20,11,8,20,16,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,AGRICULTURE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,43,59,,,,,,,0,,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,20,10,10,15,10,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
JAPAN,42-57,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,EAST ASIAN,20,30,15,15,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,50,28,,,,,,,,,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,30,10,10,5,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
JAPAN,26-41,MASTER’S DEGREE,MALE,NO,EAST ASIAN,0,70,0,0,0,0,30,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,1,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,OTHER,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,90,,,,,,,23,,94,,,,,38,SIGNIFICANTLY MORE,NOT CURRENTLY USING,YES,NO,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,YES,OTHER (PLEASE INDICATE BELOW),40,30,0,0,0,0,30,0,RESEARCH AND INNOVATION,NO,,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
JAPAN,26-41,MASTER’S DEGREE,MALE,NO,EAST ASIAN,20,30,30,10,10,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,4,3,1,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,24,,,23,23,,,,23,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,10,20,10,20,20,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NO,,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
JAPAN,58-67,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,EAST ASIAN,20,0,60,0,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,2,3,4,1,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,OTHER,BUSINESS ANALYST,OTHER,,,,,,,,,,,,,,,100,,,35,19,,,32,,,,16,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,20,0,20,0,0,0,0,60,INCREASING REVENUE,YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
JAPAN,68,MASTER’S DEGREE,MALE,NO,EAST ASIAN,20,10,50,0,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
JAPAN,42-57,SOME COLLEGE,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
JAPAN,42-57,BACHELOR’S DEGREE,MALE,NO,EAST ASIAN,20,50,0,30,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
JAPAN,42-57,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
JAPAN,58-67,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
JAPAN,58-67,DOCTORAL DEGREE,MALE,NO,EAST ASIAN,0,50,30,20,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
JAPAN,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
JAPAN,68,MASTER’S DEGREE,MALE,NO,EAST ASIAN,10,30,20,20,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,100,27,,31,,,,23,,,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,NO,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,40,10,10,20,10,0,10,0,RESEARCH AND INNOVATION,YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
JAPAN,26-41,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,WHITE,25,10,25,10,15,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,UNSURE,3,2,4,1,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,NO,OTHER (PLEASE INDICATE BELOW),,,N/A - WE DON'T USE OSS,SOMEWHAT CONFIDENT,,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",UNSURE,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
JAPAN,26-41,MASTER’S DEGREE,MALE,NO,EAST ASIAN,10,20,10,30,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,4,2,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,PROFESSIONAL SERVICES,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,I DO,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
JAPAN,26-41,MASTER’S DEGREE,MALE,NO,WHITE,10,20,30,10,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,4,2,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,CONSTRUCTION,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,I DO,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
JAPAN,68,BACHELOR’S DEGREE,MALE,NO,"BLACK,WHITE,LATINE/HISPANIC,EAST ASIAN,SOUTHEAST ASIAN,PACIFIC ISLANDER",30,40,20,0,10,0,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,,,,,,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,48,,24,,,,,,,21,,,,,,SPEED,"BUSINESS KNOWLEDGE,ENGINEERING SKILLS,BUSINESS ANALYTICS,COMPUTER SYSTEMS","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
KAZAKHSTAN,26-41,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,,20,20,20,0,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
KENYA,18-25,NO DEGREE,MALE,NO,BLACK,40,5,15,10,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,1,4,2,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,80,24,100,90,31,21,100,100,45,74,27,48,100,,SECURITY MEASURES,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,JAVASCRIPT,SQL,GO LANG ","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",COST,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
KENYA,42-57,DOCTORAL DEGREE,MALE,NO,BLACK,10,50,15,10,10,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,2,4,3,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,57,,,,,,,,,4,,,,,,"SPEED,RUNTIME ERRORS","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,SQL",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
KENYA,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,20,40,10,10,10,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,2,3,4,1,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,27,,,,,,,,,,,,,,MOBILE DEVELOPMENT,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,R,SQL","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A WELL-ESTABLISHED INDUSTRY GIANT,NEVER,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
KENYA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,BLACK,25,15,10,5,25,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,2,3,1,4,5,YES,UNSURE,NOT APPLICABLE (STUDENT),TECHNOLOGY,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,0,,25,25,,,,,,,SPEED,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,JAVASCRIPT,SQL,GO LANG ,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ACADEMIC OR RESEARCH CENTER,NEVER,ALWAYS,,COST,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
KENYA,18-25,BACHELOR’S DEGREE,MALE,NO,BLACK,10,45,25,5,12,3,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,4,2,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,78,100,14,67,,,0,99,100,13,,,,72,,RUNTIME ERRORS,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,R,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ESTABLISHED STARTUP IN GROWTH MODE,NEVER,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,
KENYA,42-57,DOCTORAL DEGREE,MALE,YES,BLACK,0,100,0,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,3,2,1,4,5,NO,,EDUCATIONAL INSTITUTION,GOVERNMENT,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,24,78,0,0,18,,,,,13,,,,,,"SPEED,MOBILE DEVELOPMENT,RUNTIME ERRORS","COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,MACHINE LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,JAVASCRIPT,SQL","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
KENYA,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,30,10,15,10,25,10,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,2,4,1,3,5,NO,,GOVERNMENT AGENCY,RESEARCH & DEVELOPMENT,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23,26,,,,,,,20,,,,,,,SPEED,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,R,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN EARLY-STAGE STARTUP COMPANY,SOMETIMES,FREQUENTLY,"LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
KENYA,18-25,SOME COLLEGE,MALE,NO,BLACK,20,13,6,25,12,12,12,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,2,4,5,NO,,NOT APPLICABLE (STUDENT),EDUCATION,DEVELOPER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53,,18,54,11,9,,100,8,3,,2,,,0,MOBILE DEVELOPMENT,"COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ESTABLISHED STARTUP IN GROWTH MODE,RARELY,RARELY,INTELLECTUAL PROPERTY CONCERNS,LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,
KENYA,26-41,MASTER’S DEGREE,MALE,NO,BLACK,30,30,10,20,10,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,1,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,PROFESSIONAL SERVICES,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,40,,,,,,,,,94,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,UNSURE,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,,50,20,10,0,0,0,20,0,PERFORMANCE INSIGHTS,YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
KENYA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,BLACK,30,30,13,10,10,7,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
KENYA,26-41,BACHELOR’S DEGREE,FEMALE,NO,BLACK,25,22,26,20,5,2,0,OTHER (PLEASE INDICATE BELOW),COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,NO,1,2,3,4,5,NO,,GOVERNMENT AGENCY,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
KENYA,58-67,BACHELOR’S DEGREE,MALE,NO,BLACK,40,20,20,20,0,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
KENYA,26-41,BACHELOR’S DEGREE,FEMALE,NO,BLACK,30,0,30,0,30,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,4,1,3,2,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,BUSINESS ANALYST,OTHER,,,,,,,,,,,,,,,75,,,,,,,33,,50,,,,,,LESS,NOT CURRENTLY USING,NO,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
KENYA,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,20,30,0,20,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,2,,,,2,2,5,,,,1,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,UNSURE,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,ACCESS TO COMPUTE RESOURCES,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,0,0,0,50,50,0,0,0,RESEARCH AND INNOVATION,YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
KENYA,18-25,BACHELOR’S DEGREE,MALE,NO,DECLINE TO ANSWER,20,30,10,10,10,10,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,UNSURE,,,,,,YES,,NOT APPLICABLE (STUDENT),,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,,,,,SECURITY MEASURES,ENGINEERING SKILLS,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",,RARELY,FREQUENTLY,,FINDING AN INTERNSHIP,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,
KENYA,42-57,BACHELOR’S DEGREE,MALE,NO,BLACK,10,12,28,5,40,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,UNSURE,3,2,1,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,50,,,,,,,25,,100,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,UNSURE,UNSURE,UNSURE,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,30,30,5,10,15,5,5,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,YES,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
KENYA,26-41,MASTER’S DEGREE,MALE,NO,BLACK,15,20,10,10,15,20,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,NO,2,1,3,4,5,NO,,GOVERNMENT AGENCY,CONSTRUCTION,NOT APPLICABLE (STUDENT),OTHER,,,,,,,,,,,,,,,100,,,,,,,41,,60,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,15,25,10,15,10,10,15,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
KENYA,26-41,MASTER’S DEGREE,MALE,NO,BLACK,10,10,40,10,10,10,10,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,NO,1,2,3,4,5,NO,,EDUCATIONAL INSTITUTION,RESEARCH & DEVELOPMENT,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54,73,,,,,,,,23,,,,,71,MOBILE DEVELOPMENT,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DATA VISUALIZATION,PYTHON,R,SQL","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL PRODUCTION MONITORING AND ITERATION,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF INCENTIVES",COST,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
KENYA,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
KOREA SOUTH,26-41,DOCTORAL DEGREE,MALE,YES,EAST ASIAN,10,20,25,20,20,5,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,1,2,4,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,29,,100,,,,,,,,,,27,SIGNIFICANTLY MORE,AUTOMATING TASKS,YES,NO,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,,20,20,10,10,20,10,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,"AI ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
KOREA SOUTH,26-41,BACHELOR’S DEGREE,MALE,NO,EAST ASIAN,40,5,30,10,15,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,2,1,5,3,4,,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,RETAIL,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,79,,,,,,,,,,,61,,,1,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",UNSURE,NO,NO,NO,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
KOREA SOUTH,42-57,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,OTHER (PLEASE INDICATE),10,25,25,10,15,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
KOREA SOUTH,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
KOREA SOUTH,26-41,MASTER’S DEGREE,MALE,NO,EAST ASIAN,20,30,25,10,5,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,50,25,,,,,,,,18,,,,,20,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,70,0,0,20,0,0,10,0,"SAVING TIME,PERFORMANCE INSIGHTS",NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
KOREA SOUTH,68,MASTER’S DEGREE,MALE,NO,EAST ASIAN,20,40,10,30,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,1,4,3,5,NO,NO,NOT-FOR-PROFIT ORGANIZATION,CONSULTING,PROFESSOR/INSTRUCTOR/RESEARCHER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,9,,4,50,0,,,45,,,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",UNSURE,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,50,30,0,0,0,0,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",UNSURE,,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
LITHUANIA,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,NO,OTHER (PLEASE INDICATE),40,5,5,10,20,15,5,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,2,3,4,5,YES,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,50,22,51,15,24,23,0,19,53,,,,,,,MEMORY CONSUMPTION,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,R,SQL",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ACADEMIC OR RESEARCH CENTER,NEVER,ALWAYS,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS",COST,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
LUXEMBOURG,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,5,0,60,0,30,5,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,3,1,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,EDUCATION,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,100,,,,,,,25,19,48,,,,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,0,0,0,0,0,0,0,100,OTHER (PLEASE INDICATE),UNSURE,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MACEDONIA,42-57,MASTER’S DEGREE,MALE,NO,WHITE,10,40,30,0,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,3,2,1,4,5,NO,,NOT-FOR-PROFIT ORGANIZATION,NOT FOR PROFIT,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,26,,,,,,,,,,,,,,54,RUNTIME ERRORS,"DATA VISUALIZATION,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL PRODUCTION MONITORING AND ITERATION,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
MACEDONIA,68,BACHELOR’S DEGREE,MALE,NO,WHITE,40,20,10,20,5,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,4,3,5,YES,,NOT APPLICABLE (STUDENT),ENGINEERING,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,78,,0,,,,,,,20,,0,,0,,SLIGHTLY MORE,AUTOMATING TASKS,NO,NO,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,OTHER (PLEASE INDICATE BELOW),NO,NO,OTHER (PLEASE INDICATE BELOW),40,20,20,10,10,0,0,0,OTHER (PLEASE INDICATE),YES,AD-HOC,NO,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MALAWI,26-41,BACHELOR’S DEGREE,MALE,YES,BLACK,10,20,20,20,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,3,5,YES,,NOT APPLICABLE (STUDENT),TECHNOLOGY,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,12,41,75,76,9,17,81,34,82,30,84,7,10,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,10,10,10,20,25,5,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MALAYSIA,58-67,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,30,20,10,0,20,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,,,,,,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,48,,25,47,25,,,44,,22,,,,,,"SPEED,MEMORY CONSUMPTION","BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,SQL","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
MALAYSIA,18-25,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MALAYSIA,18-25,BACHELOR’S DEGREE,MALE,YES,SOUTHEAST ASIAN,20,20,25,5,15,15,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,4,3,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,25,,,28,,100,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,NO,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",NO,YES,,15,20,5,10,25,20,5,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",NOT YET,,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MALAYSIA,26-41,DOCTORAL DEGREE,FEMALE,NO,SOUTHEAST ASIAN,30,30,40,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,2,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,0,,0,,,83,,85,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",UNSURE,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,20,0,10,0,30,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",UNSURE,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MALI,42-57,BACHELOR’S DEGREE,MALE,YES,LATINE/HISPANIC,40,20,5,10,20,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,1,4,3,2,5,YES,YES,GOVERNMENT AGENCY,ELECTRONICS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,65,13,38,54,35,70,54,42,21,9,92,40,77,23,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",30,20,10,5,15,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MALI,26-41,BACHELOR’S DEGREE,MALE,YES,DECLINE TO ANSWER,40,20,10,5,10,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,1,4,2,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,18,35,20,26,27,20,19,17,31,19,26,27,26,18,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,20,20,5,20,5,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MALTA,26-41,MASTER’S DEGREE,OTHER (PLEASE INDICATE),NO,OTHER (PLEASE INDICATE),0,20,30,0,20,0,30,OTHER (PLEASE INDICATE BELOW),"OVERALL ADOPTION OF AI ON A COMPANY SCALE,OTHER (PLEASE INDICATE BELOW)",YES,2,5,3,4,1,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,44,53,,,,,,,,14,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,NO,NO,UNSURE,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,I'M NOT SURE,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,30,30,10,5,10,0,15,0,PERFORMANCE INSIGHTS,YES,AD-HOC,NO,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MAURITIUS,58-67,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,80,20,0,0,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,2,3,1,5,NO,NO,NOT APPLICABLE (STUDENT),TECHNOLOGY,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,100,,,,,,,,77,,,,,,THE SAME AMOUNT,AUTOMATING TASKS,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,10,10,40,10,10,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MAURITIUS,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,30,20,10,20,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,NO,1,3,2,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TRANSPORTATION & LOGISTICS,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,100,,,21,100,25,100,,75,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,15,10,20,20,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,YES,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,26-41,DOCTORAL DEGREE,MALE,NO,LATINE/HISPANIC,20,60,20,0,0,0,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,3,2,4,1,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,ML ENGINEER,OTHER,,,,,,,,,,,,,,,100,,,,12,,,,100,58,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MODEL DECAY OR DATA DRIFT",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",0,0,0,0,0,0,0,100,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,42-57,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,30,10,0,10,50,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,2,4,1,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,26,,,,,,20,,86,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",UNSURE,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,20,20,10,10,10,10,0,"REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,"COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,18-25,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,15,20,22,10,23,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,1,2,3,4,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,78,28,5,5,0,7,1,28,0,63,,,,,,SPEED,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON,R,SQL","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A WELL-ESTABLISHED INDUSTRY GIANT,RARELY,FREQUENTLY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,
MEXICO,26-41,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,50,0,30,0,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,2,3,1,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,51,,0,52,,,,,,,,,,,,LESS,NOT CURRENTLY USING,NO,UNSURE,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,SECURING DATA CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,50,0,20,20,10,0,0,0,SAVING TIME,YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,26-41,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,10,30,30,0,0,30,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,2,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TRANSPORTATION & LOGISTICS,BUSINESS ANALYST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,50,50,,,,,,,,45,,,,,50,SECURITY MEASURES,"BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BUSINESS ANALYTICS,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,PYTHON,R,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A WELL-ESTABLISHED INDUSTRY GIANT,RARELY,FREQUENTLY,LACK OF ACCESS OR INFRASTRUCTURE,COST,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
MEXICO,26-41,SOME COLLEGE,NON-BINARY,DECLINE TO ANSWER,DECLINE TO ANSWER,10,5,20,10,20,35,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,4,3,5,2,1,YES,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,7,,,54,,,,,79,,,,,,SPEED,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,PYTHON,SQL","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,FREQUENTLY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
MEXICO,68,DOCTORAL DEGREE,MALE,NO,LATINE/HISPANIC,20,20,20,20,20,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,NO,,EDUCATIONAL INSTITUTION,,APPLIED SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,68,,,,,,,,,,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES","ENGINEERING SKILLS,ADVANCED MATHEMATICS,COMPUTER SYSTEMS,PYTHON","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL PRODUCTION MONITORING AND ITERATION,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",LACK OF ACCESS OR INFRASTRUCTURE,PRIMARY RESPONSIBILITY
MEXICO,42-57,DOCTORAL DEGREE,MALE,NO,LATINE/HISPANIC,0,50,25,25,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,,,,,,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,DEVELOPER,OTHER,,,,,,,,,,,,,,,100,,,0,22,23,,,77,100,34,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",IN THE CLOUD,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",NO,YES,,25,25,0,0,0,50,0,0,"INCREASING REVENUE,REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,58-67,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,9,8,35,25,15,8,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,4,3,2,1,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,50,77,,,,,,,,,,,,,,"MOBILE DEVELOPMENT,SECURITY MEASURES","BUSINESS KNOWLEDGE,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,R","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
MEXICO,26-41,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,30,30,10,0,30,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,3,1,2,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,22,65,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,YES,,70,10,5,1,5,3,6,0,"REDUCING COSTS,PERFORMANCE INSIGHTS",NO,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,68,DOCTORAL DEGREE,MALE,NO,LATINE/HISPANIC,20,20,20,15,15,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,2,3,4,5,NO,,EDUCATIONAL INSTITUTION,RESEARCH & DEVELOPMENT,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,,,,,,,,,,,,,,,"MOBILE DEVELOPMENT,SECURITY MEASURES","MACHINE LEARNING,ADVANCED MATHEMATICS,PYTHON","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
MEXICO,58-67,DOCTORAL DEGREE,MALE,NO,LATINE/HISPANIC,15,15,15,15,15,15,10,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,3,4,5,NO,NO,NOT APPLICABLE (STUDENT),EDUCATION,NOT APPLICABLE (STUDENT),PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,55,,,,,,,,,,,,,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,LACK OF INCENTIVES,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
MEXICO,26-41,SOME COLLEGE,MALE,NO,LATINE/HISPANIC,10,40,30,10,5,5,0,ADVANCED INFORMATION WARFARE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,4,1,3,2,5,NO,NO,EDUCATIONAL INSTITUTION,,DEVELOPER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,49,40,65,77,48,33,,,,,,0,,,,MOBILE DEVELOPMENT,BUSINESS KNOWLEDGE,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL PRODUCTION MONITORING AND ITERATION,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN ESTABLISHED STARTUP IN GROWTH MODE,FREQUENTLY,FREQUENTLY,CULTURE OF COMPETITION AND SECRECY,FINDING AN INTERNSHIP,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,
MEXICO,18-25,MASTER’S DEGREE,FEMALE,YES,LATINE/HISPANIC,0,50,25,0,0,0,25,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,1,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,47,52,25,,,,,5,,,,,,,,"SECURITY MEASURES,RUNTIME ERRORS",ENGINEERING SKILLS,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",LACK OF ACCESS OR INFRASTRUCTURE,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
MEXICO,42-57,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,50,20,0,0,0,0,30,OTHER (PLEASE INDICATE BELOW),"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,2,4,3,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,73,,,82,18,,,83,83,16,,,15,86,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS,OTHER (PLEASE INDICATE BELOW)",YES,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,MODEL DECAY OR DATA DRIFT,YES,YES,,40,20,0,20,5,5,10,0,"REDUCING COSTS,SAVING TIME",YES,AD-HOC,NO,"AI ENGINEER,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,58-67,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,50,20,20,0,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,4,2,1,3,5,NO,,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23,9,,,47,,,,,,,,,,,"SPEED,MOBILE DEVELOPMENT,MEMORY CONSUMPTION","PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,ADVANCED MATHEMATICS,DATA VISUALIZATION,COMPUTER SYSTEMS","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,PRIMARY RESPONSIBILITY
MEXICO,42-57,DOCTORAL DEGREE,MALE,NO,LATINE/HISPANIC,20,40,10,10,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,4,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,100,,,69,,,,,,,,,,,LESS,NOT CURRENTLY USING,YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MODEL DECAY OR DATA DRIFT",NO,NO,,40,20,0,20,10,0,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS,OTHER (PLEASE INDICATE)",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,58-67,NO DEGREE,MALE,NO,LATINE/HISPANIC,10,40,10,10,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,3,4,2,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,"WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES",,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,LICENSE RISK",UNSURE,,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,58-67,DOCTORAL DEGREE,FEMALE,NO,LATINE/HISPANIC,20,10,30,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,5,3,4,YES,NO,EDUCATIONAL INSTITUTION,,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,74,74,47,48,,,,52,,53,,51,,,,MOBILE DEVELOPMENT,"BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,R,JAVASCRIPT,SQL","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
MEXICO,42-57,MASTER’S DEGREE,FEMALE,NO,LATINE/HISPANIC,30,30,10,10,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,26,26,,,,,,,,22,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,20,10,10,5,15,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,18-25,BACHELOR’S DEGREE,FEMALE,YES,LATINE/HISPANIC,30,25,20,25,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,3,2,4,1,5,NO,,EDUCATIONAL INSTITUTION,PHARMACEUTICAL,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,46,,,15,,13,,,15,,,,,40,"MOBILE DEVELOPMENT,RUNTIME ERRORS","BUSINESS KNOWLEDGE,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,ADVANCED MATHEMATICS,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",INTELLECTUAL PROPERTY CONCERNS,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
MEXICO,42-57,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,15,20,15,10,15,10,15,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,3,4,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,DEVELOPER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,97,49,50,68,72,59,35,92,81,83,51,43,80,41,56,"SPEED,MOBILE DEVELOPMENT,RUNTIME ERRORS,MEMORY CONSUMPTION","COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,PYTHON,R,JAVASCRIPT,SQL","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
MEXICO,26-41,SOME COLLEGE,MALE,NO,LATINE/HISPANIC,12,12,12,12,19,33,0,OTHER (PLEASE INDICATE BELOW),SECURITY CONCERNS AROUND OSS,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,42-57,BACHELOR’S DEGREE,FEMALE,NO,LATINE/HISPANIC,30,20,30,0,10,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,2,4,1,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,OTHER,,,,,,,,,,,,,,,23,,,,,,,,,,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",I'M NOT SURE,I'M NOT SURE,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,26-41,BACHELOR’S DEGREE,MALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,42-57,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,26-41,BACHELOR’S DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",30,20,50,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,42-57,BACHELOR’S DEGREE,MALE,YES,LATINE/HISPANIC,15,20,20,15,15,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,1,3,4,5,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,42-57,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,15,10,20,15,20,20,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,26-41,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,18-25,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,10,10,20,10,25,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,3,1,4,2,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,0,0,0,48,0,0,0,47,0,0,0,0,0,,SPEED,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,ADVANCED MATHEMATICS,PYTHON,R","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,RARELY,RARELY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
MEXICO,42-57,DOCTORAL DEGREE,MALE,NO,LATINE/HISPANIC,35,25,10,5,5,5,15,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,OTHER (PLEASE INDICATE BELOW)",YES,,,,,,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,86,25,27,29,,,60,29,85,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",IN THE CLOUD,IN THE CLOUD,"SECURING DATA CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,35,20,10,12,5,5,13,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,68,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,30,30,20,0,20,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,4,2,1,5,NO,,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,DATA ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,52,27,,25,,,39,,34,,,,25,,"SECURITY MEASURES,MEMORY CONSUMPTION","ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,NLP","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
MEXICO,42-57,DOCTORAL DEGREE,FEMALE,NO,EAST ASIAN,20,30,20,10,20,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,3,4,5,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,BUSINESS ANALYST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,73,,55,60,,88,,,,,,,,,,SPEED,"BUSINESS KNOWLEDGE,COMPUTER SYSTEMS","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
MEXICO,26-41,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,0,0,40,10,30,20,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,1,3,5,2,4,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,100,,,,,,,0,14,39,,,,,,LESS,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",10,40,30,0,0,10,10,0,"REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AUTOMATED,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,26-41,BACHELOR’S DEGREE,FEMALE,YES,LATINE/HISPANIC,20,25,35,0,10,10,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,3,2,1,5,NO,,NOT APPLICABLE (STUDENT),RESEARCH & DEVELOPMENT,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,54,,19,37,,,29,55,34,,4,,65,,RUNTIME ERRORS,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,RARELY,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
MEXICO,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,58-67,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,25,20,20,5,5,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,3,4,1,2,5,YES,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,74,,,,,,,79,,82,,85,,,,MEMORY CONSUMPTION,"BUSINESS KNOWLEDGE,ENGINEERING SKILLS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER SYSTEMS,PYTHON,SQL","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",OTHER (PLEASE INDICATE BELOW),RARELY,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
MEXICO,26-41,DOCTORAL DEGREE,MALE,NO,LATINE/HISPANIC,0,40,30,30,0,0,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,3,2,4,1,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DEVELOPER,OTHER,,,,,,,,,,,,,,,100,,,,,,,,100,,,,,,,SLIGHTLY MORE,AUTOMATING TASKS,YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",50,0,0,0,50,0,0,0,"REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MEXICO,42-57,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,5,10,15,10,30,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,2,3,4,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,100,100,100,100,100,100,100,100,100,,,,,,MOBILE DEVELOPMENT,"BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON,R,JAVASCRIPT,SQL,GO LANG ,ALL OF THE ABOVE","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN ESTABLISHED STARTUP IN GROWTH MODE,FREQUENTLY,ALWAYS,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS",COST,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
MEXICO,42-57,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MONGOLIA,18-25,BACHELOR’S DEGREE,MALE,NO,"WHITE,EAST ASIAN,SOUTHEAST ASIAN",40,5,10,5,20,10,10,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,4,3,2,1,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,6,,40,100,,9,,100,43,53,,22,,30,31,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,NO,NO,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,5,15,20,20,20,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,UNSURE,"AI ENGINEER,BIG DATA ENGINEER,OTHER (PLEASE INDICATE BELOW)",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MOROCCO,18-25,SOME COLLEGE,FEMALE,NO,WHITE,70,10,0,0,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,1,4,3,5,YES,YES,NOT APPLICABLE (STUDENT),TECHNOLOGY,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,21,,44,,,,25,,,,64,0,,,MOBILE DEVELOPMENT,"BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,ADVANCED MATHEMATICS,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN EARLY-STAGE STARTUP COMPANY,NEVER,RARELY,"CULTURE OF COMPETITION AND SECRECY,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",LEARNING NEW LANGUAGES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
MOROCCO,26-41,MASTER’S DEGREE,OTHER (PLEASE INDICATE),NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MOROCCO,26-41,SOME COLLEGE,FEMALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MOROCCO,42-57,MASTER’S DEGREE,MALE,YES,WHITE,30,30,40,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,3,1,2,4,5,YES,,GOVERNMENT AGENCY,GOVERNMENT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,88,,,,,,,,,,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,40,30,10,0,0,0,20,0,"SAVING TIME,RESEARCH AND INNOVATION",NOT YET,,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
MOZAMBIQUE,42-57,BACHELOR’S DEGREE,MALE,YES,"WHITE,LATINE/HISPANIC",12,15,32,20,9,12,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,2,1,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,DEVELOPER,IT ADMIN / INFORMATION SECURITY,NO,"LACK OF KNOWLEDGE OR UNDERSTANDING,NOT WANTING TO DISRUPT CURRENT PROJECTS IN PLACE,OPEN-SOURCE SOFTWARE IS DEEMED INSECURE, SO IT’S NOT ALLOWED",,,SOME,SOMEWHAT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",NO,"AI DATA ANALYST,PROMPT ENGINEER,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NEPAL,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NEPAL,42-57,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,0,0,100,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,3,4,5,YES,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,SPEED,ADVANCED MATHEMATICS,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
NEPAL,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,15,20,10,15,39,1,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,3,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,53,78,45,71,66,62,78,47,59,57,59,56,48,80,61,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",12,21,15,11,21,9,11,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NETHERLANDS,58-67,DOCTORAL DEGREE,MALE,NO,WHITE,50,10,10,30,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,1,2,3,4,5,NO,,EDUCATIONAL INSTITUTION,HEALTHCARE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,52,,,0,27,,,,30,,,15,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,OTHER (PLEASE INDICATE BELOW)",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,10,10,30,5,10,15,0,"REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NETHERLANDS,26-41,DOCTORAL DEGREE,NON-BINARY,YES,WHITE,10,0,0,50,0,10,30,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,OTHER (PLEASE INDICATE BELOW)",YES,2,1,5,3,4,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,24,,,,34,,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,NO,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,YES,,12,5,20,20,19,12,12,0,"INCREASING REVENUE,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NETHERLANDS,68,DOCTORAL DEGREE,MALE,NO,WHITE,20,20,20,20,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OTHER (PLEASE INDICATE BELOW),YES,1,2,3,4,5,NO,,NOT APPLICABLE (STUDENT),RESEARCH & DEVELOPMENT,OTHER (PLEASE INDICATE BELOW),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,,,,,,,,,15,,,27,,,MOBILE DEVELOPMENT,"ENGINEERING SKILLS,ADVANCED MATHEMATICS,PYTHON","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A NONPROFIT ORGANIZATION,NEVER,,,LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,
NETHERLANDS,58-67,DOCTORAL DEGREE,MALE,NO,WHITE,10,10,30,30,20,0,0,OTHER (PLEASE INDICATE BELOW),LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,3,1,4,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,37,32,,,,,,,,,,,,,100,SLIGHTLY MORE,AUTOMATING TASKS,YES,NO,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",NO,NO,,30,30,10,10,10,0,10,0,RESEARCH AND INNOVATION,YES,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NETHERLANDS,18-25,BACHELOR’S DEGREE,MALE,NO,WHITE,10,40,20,10,10,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,1,3,4,5,NO,,NOT APPLICABLE (STUDENT),ENGINEERING,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,5,,,53,,,,,,,,,,,SPEED,"ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,ADVANCED MATHEMATICS,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,RARELY,RARELY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS",SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
NETHERLANDS,58-67,MASTER’S DEGREE,MALE,NO,WHITE,30,20,50,0,0,0,0,ADVANCED INFORMATION WARFARE,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,3,4,1,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,OTHER (PLEASE INDICATE BELOW),IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,OTHER (PLEASE INDICATE BELOW)",10%,NONE,SOMEWHAT CONFIDENT,,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,LICENSE RISK,DEPENDENCIES",UNSURE,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NETHERLANDS,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NETHERLANDS,42-57,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NETHERLANDS,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NETHERLANDS,18-25,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NETHERLANDS,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NETHERLANDS,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NETHERLANDS,42-57,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NETHERLANDS,42-57,MASTER’S DEGREE,MALE,NO,WHITE,20,0,0,20,25,20,15,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,4,3,2,1,5,YES,,NOT-FOR-PROFIT ORGANIZATION,UTILITIES,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,0,0,0,0,0,1,0,0,0,0,2,0,0,0,SLIGHTLY MORE,NOT CURRENTLY USING,UNSURE,NO,NO,NO,INTERNAL COMPANY RESOURCES,LOCAL LAPTOP,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NETHERLANDS,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NETHERLANDS,18-25,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,15,20,5,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,1,2,4,5,YES,YES,EDUCATIONAL INSTITUTION,CONSTRUCTION,PROFESSOR/INSTRUCTOR/RESEARCHER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,31,46,21,19,87,53,,69,,29,,8,,,,SPEED,"BUSINESS KNOWLEDGE,ENGINEERING SKILLS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,DATA VISUALIZATION,ALL OF THE ABOVE","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL DEPLOYMENT,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ESTABLISHED STARTUP IN GROWTH MODE,RARELY,ALWAYS,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",LEARNING NEW LANGUAGES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,
NETHERLANDS,42-57,HIGH SCHOOL OR EQUIVALENT,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,10,30,20,10,20,10,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,2,3,4,5,1,NO,,GOVERNMENT AGENCY,OTHER,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,80,,1,36,,100,,36,52,55,,34,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",UNSURE,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,20,51,1,10,1,7,0,RESEARCH AND INNOVATION,NOT YET,,NO,"AI ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NEW ZEALAND,58-67,MASTER’S DEGREE,MALE,NO,WHITE,20,25,10,20,15,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,5,4,3,NO,,EDUCATIONAL INSTITUTION,OTHER,DATA ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,26,27,,,,0,100,,30,,,,,,,SPEED,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,SQL","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",OTHER (PLEASE INDICATE BELOW),SHARED RESPONSIBILITY WITH INDUSTRY
NEW ZEALAND,58-67,MASTER’S DEGREE,OTHER (PLEASE INDICATE),DECLINE TO ANSWER,DECLINE TO ANSWER,30,20,30,10,0,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,2,3,1,4,5,NO,,GOVERNMENT AGENCY,,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,87,,,,,,,,32,33,,,,,24,"SPEED,RUNTIME ERRORS","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,PYTHON,R,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
NEW ZEALAND,58-67,MASTER’S DEGREE,FEMALE,NO,WHITE,0,20,0,0,20,10,50,ADVANCED INFORMATION WARFARE,OTHER (PLEASE INDICATE BELOW),UNSURE,2,1,3,4,5,NO,,NOT APPLICABLE (STUDENT),EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5,11,,,,,,,,,,,,,,OTHER (PLEASE INDICATE BELOW),"PROBABILITY AND STATISTICS,ETHICS IN DATA SCIENCE/MACHINE LEARNING,R,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ACADEMIC OR RESEARCH CENTER,NEVER,FREQUENTLY,LACK OF INCENTIVES,COST,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,
NEW ZEALAND,26-41,MASTER’S DEGREE,MALE,NO,WHITE,20,20,20,10,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,3,1,4,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,11,0,21,,,,24,28,81,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,IN THE CLOUD,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,,20,15,20,20,5,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NEW ZEALAND,18-25,BACHELOR’S DEGREE,MALE,YES,WHITE,20,10,40,5,20,5,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,3,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,50,100,54,37,30,24,34,35,24,77,23,40,26,35,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",UNSURE,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,30,10,10,20,10,10,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGER,26-41,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,BLACK,30,0,25,0,25,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,NO,,,,,,NO,NO,EDUCATIONAL INSTITUTION,TELECOMMUNICATIONS,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,64,,,,,,,,,,,SPEED,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,MACHINE LEARNING,DEEP LEARNING,COMPUTER SYSTEMS,PYTHON,JAVASCRIPT,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN EARLY-STAGE STARTUP COMPANY,SOMETIMES,FREQUENTLY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",COST,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,BACHELOR’S DEGREE,MALE,YES,BLACK,10,5,20,10,30,25,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,4,1,2,5,YES,,EDUCATIONAL INSTITUTION,TECHNOLOGY,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",50%,COMPLETE VISIBILITY,VERY CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,REPO MAINTENANCE LAPSES,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,10,0,50,40,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,3,2,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,APPLIED SCIENTIST,OTHER,,,,,,,,,,,,,,,76,,,18,,,0,23,81,,,17,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,0,10,10,20,40,20,0,0,REDUCING COSTS,YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,30,30,30,10,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,,,,,,NO,,EDUCATIONAL INSTITUTION,GOVERNMENT,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,30,30,30,10,0,0,0,0,,NO,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,15,20,20,10,15,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,3,2,4,1,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,BLACK,30,5,20,5,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,4,5,3,1,YES,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,0,0,27,26,0,0,65,65,64,0,0,0,0,,SPEED,"COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS",FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,18-25,MASTER’S DEGREE,FEMALE,NO,BLACK,25,13,35,6,12,9,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,4,2,3,1,5,NO,,EDUCATIONAL INSTITUTION,TELECOMMUNICATIONS,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,26,81,43,19,24,0,,45,,60,,,,,,OTHER (PLEASE INDICATE BELOW),"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,FREQUENTLY,LACK OF INCENTIVES,LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,18-25,BACHELOR’S DEGREE,MALE,NO,BLACK,10,10,20,20,20,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,3,4,2,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,0,,34,,,,21,22,,0,,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,20,25,5,10,10,20,10,0,"INCREASING REVENUE,REDUCING COSTS",YES,AD-HOC,NO,"AI ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,BACHELOR’S DEGREE,MALE,YES,BLACK,20,15,25,5,20,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,4,1,3,5,NO,,NOT APPLICABLE (STUDENT),CONSULTING,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,39,40,,,,,,,,27,,,,,,SECURITY MEASURES,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,PYTHON,R,SQL","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,RARELY,INTELLECTUAL PROPERTY CONCERNS,FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,58-67,DOCTORAL DEGREE,MALE,NO,BLACK,10,30,10,5,40,5,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,NO,2,3,1,4,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,"SPEED,RUNTIME ERRORS,MEMORY CONSUMPTION","MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,PYTHON","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
NIGERIA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,BLACK,10,20,30,10,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,3,4,5,NO,UNSURE,EDUCATIONAL INSTITUTION,RESEARCH & DEVELOPMENT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,22,22,83,,20,,,100,100,,79,,77,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,15,10,15,20,20,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,42-57,BACHELOR’S DEGREE,MALE,NO,BLACK,10,5,33,4,20,5,23,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,4,2,3,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,29,,,,,,,,,,0,,,,100,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",UNSURE,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,5,15,10,10,10,30,5,"INCREASING REVENUE,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,10,20,20,20,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,3,1,4,5,NO,,EDUCATIONAL INSTITUTION,CONSULTING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,25,27,71,18,,,100,23,70,,22,,38,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,NO,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",30,20,5,5,5,5,30,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,MASTER’S DEGREE,MALE,NO,BLACK,30,20,20,10,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,,,,,,NO,,GOVERNMENT AGENCY,EDUCATION,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,6,,,,,,37,,78,,24,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",30,40,20,0,0,0,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,BLACK,30,20,50,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,3,4,2,5,NO,,NOT APPLICABLE (STUDENT),EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,56,27,,0,,,,,,,,,,,0,MOBILE DEVELOPMENT,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL PRODUCTION MONITORING AND ITERATION,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,A GOVERNMENT POSITION,NEVER,FREQUENTLY,"LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,MASTER’S DEGREE,FEMALE,DECLINE TO ANSWER,BLACK,10,20,10,10,20,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,OTHER (PLEASE INDICATE BELOW)",YES,2,1,3,4,5,NO,,GOVERNMENT AGENCY,GOVERNMENT,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,26,,66,,,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,I'M NOT SURE,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,,30,30,5,5,10,15,5,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,18-25,BACHELOR’S DEGREE,FEMALE,NO,BLACK,30,20,10,20,20,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,2,4,5,NO,NO,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,27,,,,,,,,,,,,,,,MOBILE DEVELOPMENT,"BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DATA VISUALIZATION,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,A WELL-ESTABLISHED INDUSTRY GIANT,RARELY,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,LACK OF INCENTIVES",FINDING AN INTERNSHIP,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,42-57,MASTER’S DEGREE,MALE,NO,BLACK,35,15,12,25,10,3,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DEVELOPER,OTHER,,,,,,,,,,,,,,,91,,,88,62,,,100,50,52,,,,,81,THE SAME AMOUNT,AUTOMATING TASKS,NO,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,42-57,MASTER’S DEGREE,MALE,YES,BLACK,20,30,15,5,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,UNSURE,1,4,3,2,5,NO,,EDUCATIONAL INSTITUTION,,PROFESSOR/INSTRUCTOR/RESEARCHER,OTHER,,,,,,,,,,,,,,,28,,,,,,,27,0,27,,0,,0,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,26,15,23,12,14,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,MASTER’S DEGREE,FEMALE,NO,BLACK,30,40,10,0,20,0,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,NO,1,3,4,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,OTHER,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,MASTER’S DEGREE,FEMALE,YES,BLACK,8,30,30,2,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,,,,,,YES,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,30,20,20,10,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,18-25,BACHELOR’S DEGREE,MALE,NO,BLACK,30,20,20,5,20,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,1,4,2,5,NO,,NOT APPLICABLE (STUDENT),,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,20,,,,,,,35,78,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,UNSURE,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,ACCESS TO COMPUTE RESOURCES,NO,NO,,40,10,10,20,5,10,5,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,42-57,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,42-57,MASTER’S DEGREE,FEMALE,NO,DECLINE TO ANSWER,40,30,0,30,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,2,4,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,AGRICULTURE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,57,,,,,,,,,,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",LOCAL DESKTOP/WORKSTATION,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,MASTER’S DEGREE,MALE,YES,"BLACK,OTHER (PLEASE INDICATE)",20,20,20,10,10,10,10,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,5,3,4,NO,UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,NO,BLACK,20,20,20,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,0,30,20,0,30,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,3,5,4,2,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,27,,0,,,0,41,64,87,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,30,20,10,5,10,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,BACHELOR’S DEGREE,FEMALE,NO,BLACK,30,20,20,10,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,NO,2,3,1,4,5,NO,,EDUCATIONAL INSTITUTION,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,,,,,,,32,,34,,,,,,RUNTIME ERRORS,"COMMUNICATION SKILLS,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,PYTHON,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A WELL-ESTABLISHED INDUSTRY GIANT,NEVER,ALWAYS,INTELLECTUAL PROPERTY CONCERNS,FINDING AN INTERNSHIP,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,42-57,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,20,25,10,25,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,4,1,2,3,5,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,,81,,,,,,LESS,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,40,20,10,10,5,5,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,BLACK,10,20,15,20,5,30,0,OTHER (PLEASE INDICATE BELOW),SECURITY CONCERNS AROUND OSS,NO,4,3,1,2,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,83,,,,30,,,,76,66,,,,,,SPEED,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,PYTHON,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,A WELL-ESTABLISHED INDUSTRY GIANT,RARELY,ALWAYS,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,18-25,SOME COLLEGE,MALE,NO,BLACK,5,20,25,10,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,1,4,2,5,NO,,NOT APPLICABLE (STUDENT),HEALTHCARE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,,28,,,,82,,LESS,NOT CURRENTLY USING,YES,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,SECURING NETWORK CONNECTIVITY,NO,NO,,40,20,10,5,5,10,10,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,10,30,5,5,25,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,NO,1,3,2,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,13,,,0,,,,,,16,,,,,0,MOBILE DEVELOPMENT,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,DATA VISUALIZATION,PYTHON","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",OTHER (PLEASE INDICATE BELOW),SOMETIMES,RARELY,INTELLECTUAL PROPERTY CONCERNS,COST,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,MASTER’S DEGREE,FEMALE,NO,BLACK,20,20,20,20,10,10,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,4,3,2,1,5,NO,,NOT-FOR-PROFIT ORGANIZATION,HEALTHCARE,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",25%,SOME,NOT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,42-57,MASTER’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),10,20,10,30,10,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,2,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,23,,,,,,,,,100,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,10,10,20,20,10,10,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,42-57,DOCTORAL DEGREE,MALE,NO,BLACK,20,20,30,5,10,10,5,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,NO,,GOVERNMENT AGENCY,ENERGY,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,,0,,,1,,23,,,,,,0,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,I'M NOT SURE,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,15,30,15,10,10,10,5,5,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,SOME COLLEGE,MALE,NO,OTHER (PLEASE INDICATE),20,20,10,7,8,10,25,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),YES,4,3,2,5,1,NO,,NOT APPLICABLE (STUDENT),HEALTHCARE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,100,,49,25,19,50,,45,,60,,,,,,SLIGHTLY MORE,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,5,70,3,5,7,5,5,0,SAVING TIME,YES,OTHER (PLEASE SPECIFY),UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,42-57,BACHELOR’S DEGREE,MALE,NO,BLACK,25,25,25,0,15,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,BACHELOR’S DEGREE,FEMALE,NO,BLACK,25,20,15,0,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,2,1,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,BUSINESS ANALYST,OTHER,,,,,,,,,,,,,,,45,0,,,,,,,,73,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",I'M NOT SURE,ON-PREMISES LOCAL SERVER,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,20,20,35,10,0,0,15,0,"INCREASING REVENUE,REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AUTOMATED,UNSURE,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,30,15,15,10,10,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,4,2,1,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,AGRICULTURE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,,100,,,0,0,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,30,40,30,0,0,0,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,25,20,10,10,15,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,4,3,2,5,NO,,NOT APPLICABLE (STUDENT),EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,100,0,24,0,,,59,100,63,,41,,,,MOBILE DEVELOPMENT,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DATA VISUALIZATION,COMPUTER SYSTEMS,PYTHON,R,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,RARELY,FREQUENTLY,,COST,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,MASTER’S DEGREE,MALE,NO,BLACK,100,0,0,0,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,SECURITY CONCERNS AROUND OSS,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NIGERIA,26-41,MASTER’S DEGREE,MALE,NO,BLACK,50,20,20,4,3,3,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,4,3,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,98,22,46,4,21,,,20,,,,9,,,,MOBILE DEVELOPMENT,"PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,FREQUENTLY,LACK OF ACCESS OR INFRASTRUCTURE,COST,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,
NORWAY,58-67,MASTER’S DEGREE,MALE,NO,DECLINE TO ANSWER,20,10,0,40,0,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,4,3,5,YES,,GOVERNMENT AGENCY,DEFENSE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,51,,,32,,,,30,,29,,,,0,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,NO,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),OTHER (PLEASE INDICATE BELOW)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),OTHER (PLEASE INDICATE BELOW)",NO,YES,,30,20,10,10,10,10,10,0,RESEARCH AND INNOVATION,NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NORWAY,42-57,DOCTORAL DEGREE,FEMALE,NO,WHITE,0,30,40,30,0,0,0,OTHER (PLEASE INDICATE BELOW),,NO,,,,,,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,36,,,,,,,26,,51,,,,,,,"ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,COMPUTER SYSTEMS,PYTHON,R,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
NORWAY,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NORWAY,58-67,DOCTORAL DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
NORWAY,26-41,DOCTORAL DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PAKISTAN,42-57,MASTER’S DEGREE,MALE,NO,EAST ASIAN,0,50,20,10,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,4,2,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,,,,,,,,0,,52,,,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,NO,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,50,30,10,0,0,0,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",NOT YET,,YES,"AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PAKISTAN,18-25,SOME COLLEGE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PAKISTAN,18-25,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,20,14,30,1,25,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,4,3,5,2,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),DATA SCIENTIST,OTHER,,,,,,,,,,,,,,,77,6,,,79,,,,,84,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",UNSURE,UNSURE,UNSURE,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),OTHER (PLEASE INDICATE BELOW)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,OTHER (PLEASE INDICATE BELOW),NO,YES,,10,30,15,15,10,10,10,0,"INCREASING REVENUE,SAVING TIME,PERFORMANCE INSIGHTS",UNSURE,,OTHER (PLEASE INDICATE BELOW),"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PAKISTAN,18-25,SOME COLLEGE,MALE,NO,OTHER (PLEASE INDICATE),20,5,20,0,10,25,20,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,UNSURE,,,,,,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,76,,,49,,,,49,9,18,7,,,,,LESS,NOT CURRENTLY USING,NO,NO,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),OTHER (PLEASE INDICATE BELOW)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PAKISTAN,26-41,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,5,10,40,0,20,25,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,NO,,GOVERNMENT AGENCY,DEFENSE,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,4,,,,,,,,,,,,,,LESS,NOT CURRENTLY USING,YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,30,20,10,10,10,10,10,0,RESEARCH AND INNOVATION,NOT YET,,NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PAKISTAN,26-41,BACHELOR’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),0,20,30,20,30,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,3,2,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DEVELOPER,OTHER,,,,,,,,,,,,,,,81,,,35,,,,6,,55,,27,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",UNSURE,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,,30,10,0,10,0,20,0,30,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AD-HOC,YES,"AI ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PAKISTAN,26-41,BACHELOR’S DEGREE,MALE,NO,EAST ASIAN,10,20,20,10,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,4,3,5,NO,UNSURE,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,61,,,,30,,,,,,,,,,,SECURITY MEASURES,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,PYTHON","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN EARLY-STAGE STARTUP COMPANY,FREQUENTLY,RARELY,"LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",COST,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
PAKISTAN,26-41,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,5,25,30,0,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,2,1,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,BUSINESS ANALYST,OTHER,,,,,,,,,,,,,,,25,,,,,,,,,45,,,,,61,LESS,NOT CURRENTLY USING,YES,UNSURE,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,20,15,15,10,10,10,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PAKISTAN,42-57,DOCTORAL DEGREE,MALE,NO,OTHER (PLEASE INDICATE),20,30,20,10,10,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,3,1,4,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52,22,,,,15,,,,,,,,,,"SPEED,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
PAKISTAN,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PERU,58-67,BACHELOR’S DEGREE,FEMALE,NO,LATINE/HISPANIC,35,10,20,10,10,5,10,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,OTHER (PLEASE INDICATE BELOW)",UNSURE,2,1,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,25,26,,,,,,,,,,,,69,,LESS,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,OTHER (PLEASE INDICATE BELOW)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,OTHER (PLEASE INDICATE BELOW)",NO,NO,,20,30,5,15,15,10,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,UNSURE,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PERU,58-67,MASTER’S DEGREE,MALE,NO,WHITE,0,50,50,0,0,0,0,OTHER (PLEASE INDICATE BELOW),"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OTHER (PLEASE INDICATE BELOW)",YES,1,3,2,4,5,NO,,NOT-FOR-PROFIT ORGANIZATION,RESEARCH & DEVELOPMENT,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,"SPEED,RUNTIME ERRORS,OTHER (PLEASE INDICATE BELOW)","MACHINE LEARNING,DEEP LEARNING,NLP,PYTHON","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,LACK OF ACCESS OR INFRASTRUCTURE,PRIMARY RESPONSIBILITY
PERU,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PERU,68,DOCTORAL DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PERU,18-25,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PERU,58-67,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,20,20,20,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,3,4,5,NO,,GOVERNMENT AGENCY,GOVERNMENT,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,25,26,,,,,,,,,,,,,,LESS,NOT CURRENTLY USING,YES,NO,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PERU,42-57,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,25,30,15,10,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,3,4,2,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,40,19,,,,,,,,,,,,,,MOBILE DEVELOPMENT,"BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,DATA VISUALIZATION,PYTHON,R","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
PERU,42-57,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,30,10,20,0,20,20,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,2,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA ENGINEER,OTHER,,,,,,,,,,,,,,,,,,,,,,,,30,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,NO,NO,INTERNAL COMPANY RESOURCES,LOCAL DESKTOP/WORKSTATION,I'M NOT SURE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,NO,,5,5,20,30,40,0,0,0,SAVING TIME,YES,AD-HOC,YES,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PHILIPPINES,26-41,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,29,26,30,5,5,5,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,4,3,1,5,NO,,GOVERNMENT AGENCY,GOVERNMENT,BUSINESS ANALYST,OTHER,,,,,,,,,,,,,,,50,13,,,,,,6,36,2,,,,,,LESS,NOT CURRENTLY USING,UNSURE,UNSURE,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I'M NOT SURE,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,16,39,27,0,0,0,18,0,"SAVING TIME,PERFORMANCE INSIGHTS",UNSURE,,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PHILIPPINES,26-41,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,SOUTHEAST ASIAN,0,0,50,15,25,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,3,4,2,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,56,,18,17,2,6,,31,,,,,,,,MOBILE DEVELOPMENT,"COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,DATA VISUALIZATION,N/A - I WON'T BE ENTERING THE DATA SCIENCE/ML FIELD","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,RARELY,FREQUENTLY,LACK OF ACCESS OR INFRASTRUCTURE,FINDING AN INTERNSHIP,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,
PHILIPPINES,26-41,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,10,10,30,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,1,4,2,5,NO,,GOVERNMENT AGENCY,EDUCATION,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,DEPENDENCIES",YES,,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PHILIPPINES,26-41,BACHELOR’S DEGREE,FEMALE,NO,EAST ASIAN,10,10,10,10,30,30,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,2,1,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,5,55,24,5,7,7,52,52,23,54,91,92,53,22,0,THE SAME AMOUNT,NOT CURRENTLY USING,NO,UNSURE,UNSURE,NO,INTERNAL COMPANY RESOURCES,LOCAL LAPTOP,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PHILIPPINES,58-67,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,5,75,20,0,0,0,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,5,3,2,4,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,NOT FOR PROFIT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,100,,24,25,,,24,24,78,,,,0,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,UNSURE,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",5,80,5,0,5,0,5,0,"REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PHILIPPINES,18-25,SOME COLLEGE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PHILIPPINES,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
POLAND,42-57,DOCTORAL DEGREE,FEMALE,NO,WHITE,5,10,80,0,0,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,2,3,1,4,5,YES,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,0,,,,,,,,,,,,,,"SPEED,SECURITY MEASURES","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,NLP,PYTHON","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF INCENTIVES,PRIMARY RESPONSIBILITY
POLAND,18-25,SOME COLLEGE,FEMALE,NO,WHITE,30,50,20,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,2,4,3,5,NO,,EDUCATIONAL INSTITUTION,OTHER,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,99,,,,,32,,,38,,,,,,,MEMORY CONSUMPTION,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,MACHINE LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,PYTHON","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A WELL-ESTABLISHED INDUSTRY GIANT,RARELY,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,LACK OF INCENTIVES",FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
POLAND,42-57,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,20,20,10,20,10,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,2,3,4,1,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,RETAIL,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,N/A - WE DON'T USE OSS,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,CVES,DEPENDENCIES",UNSURE,,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
POLAND,42-57,MASTER’S DEGREE,MALE,NO,WHITE,10,80,0,0,10,0,0,ADVANCED INFORMATION WARFARE,OTHER (PLEASE INDICATE BELOW),UNSURE,1,3,2,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,100,,,50,,,,52,77,77,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,UNSURE,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,OTHER (PLEASE INDICATE BELOW),NO,YES,OTHER (PLEASE INDICATE BELOW),20,40,10,5,20,0,5,0,"RESEARCH AND INNOVATION,OTHER (PLEASE INDICATE)",YES,OTHER (PLEASE SPECIFY),NO,"AI ENGINEER,AI DATA ANALYST,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
POLAND,58-67,MASTER’S DEGREE,MALE,NO,WHITE,45,25,15,0,15,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
POLAND,42-57,MASTER’S DEGREE,MALE,NO,WHITE,10,60,10,20,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,1,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,76,,,,,,,12,28,28,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,20,20,5,15,15,15,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
POLAND,58-67,DOCTORAL DEGREE,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
POLAND,18-25,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PORTUGAL,18-25,BACHELOR’S DEGREE,MALE,NO,WHITE,50,20,0,20,5,5,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",UNSURE,2,3,4,1,5,NO,,NOT APPLICABLE (STUDENT),,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,48,,25,,,,0,49,,,,,,SPEED,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,FREQUENTLY,,LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
PORTUGAL,42-57,DOCTORAL DEGREE,MALE,NO,OTHER (PLEASE INDICATE),10,50,20,20,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,4,3,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,88,42,,,88,,,,,17,,,,,26,"SPEED,SECURITY MEASURES","BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DATA VISUALIZATION,PYTHON,R,SQL","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
PORTUGAL,68,MASTER’S DEGREE,MALE,NO,BLACK,10,10,70,5,0,5,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,3,2,4,5,1,YES,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,24,22,,,,,,,,,,,,,73,"SPEED,RUNTIME ERRORS","COMMUNICATION SKILLS,DATA VISUALIZATION","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
PORTUGAL,58-67,DOCTORAL DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PORTUGAL,42-57,MASTER’S DEGREE,FEMALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
PORTUGAL,26-41,DOCTORAL DEGREE,MALE,NO,WHITE,10,50,20,10,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,25,,,,,,,,,,,,,,,"SPEED,MEMORY CONSUMPTION,OTHER (PLEASE INDICATE BELOW)","PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL DEPLOYMENT,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
PORTUGAL,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,20,20,40,0,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,2,3,4,1,5,NO,,EDUCATIONAL INSTITUTION,,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23,,,,30,,,,,,,,,,,"SPEED,OTHER (PLEASE INDICATE BELOW)",ENGINEERING SKILLS,"SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,PRIMARY RESPONSIBILITY
QATAR,18-25,SOME COLLEGE,MALE,YES,"WHITE,LATINE/HISPANIC",18,15,26,10,16,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,2,4,1,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,2,13,0,0,46,29,0,3,0,0,6,23,16,,SPEED,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,DEEP LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,FREQUENTLY,CULTURE OF COMPETITION AND SECRECY,FINDING AN INTERNSHIP,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
ROMANIA,42-57,MASTER’S DEGREE,MALE,NO,WHITE,20,20,10,0,0,0,50,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,1,3,4,5,2,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,PRODUCT MANAGER,OTHER,,,,,,,,,,,,,,,20,,38,,11,100,,,49,,,,,,62,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",UNSURE,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,OTHER (PLEASE INDICATE BELOW),NO,NO,,10,10,20,0,30,0,30,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
ROMANIA,42-57,DOCTORAL DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
RUSSIAN FEDERATION,18-25,BACHELOR’S DEGREE,FEMALE,NO,WHITE,30,0,30,0,30,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,2,1,4,3,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,22,23,,26,,,,,19,,,,,,MEMORY CONSUMPTION,"BUSINESS KNOWLEDGE,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,COMPUTER VISION/IMAGE PROCESSING,PYTHON","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,LACK OF ACCESS OR INFRASTRUCTURE",LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
RUSSIAN FEDERATION,42-57,SOME COLLEGE,MALE,NO,"WHITE,SOUTHEAST ASIAN",20,35,25,10,10,0,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,NO,2,3,4,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,PROFESSIONAL SERVICES,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53,,54,,,,,27,28,39,,9,,,,SECURITY MEASURES,"BUSINESS KNOWLEDGE,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,FREQUENTLY,INTELLECTUAL PROPERTY CONCERNS,LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
RUSSIAN FEDERATION,26-41,MASTER’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),30,0,0,50,0,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,5,4,2,3,1,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,AGRICULTURE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,57,100,,,,,,26,,100,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",UNSURE,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,,20,10,30,5,0,5,30,0,"INCREASING REVENUE,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
RUSSIAN FEDERATION,42-57,MASTER’S DEGREE,FEMALE,YES,WHITE,40,40,0,0,0,0,20,OTHER (PLEASE INDICATE BELOW),"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OTHER (PLEASE INDICATE BELOW)",YES,4,3,5,2,1,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,OTHER (PLEASE INDICATE BELOW),PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,23,23,,,55,53,24,,,,25,26,OTHER (PLEASE INDICATE BELOW),"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,BUSINESS ANALYTICS,DATA VISUALIZATION,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,OTHER (PLEASE INDICATE BELOW),SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
RUSSIAN FEDERATION,58-67,MASTER’S DEGREE,MALE,NO,WHITE,25,25,50,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,3,1,4,5,NO,NO,EDUCATIONAL INSTITUTION,EDUCATION,DEVELOPER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,,24,23,,,,57,28,55,,,,,,"SPEED,RUNTIME ERRORS","ENGINEERING SKILLS,MACHINE LEARNING,NLP,DATA VISUALIZATION,PYTHON,SQL",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
RUSSIAN FEDERATION,58-67,DOCTORAL DEGREE,MALE,NO,WHITE,0,50,50,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,2,1,4,3,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,16,,,,20,16,,,,0,14,"SPEED,MEMORY CONSUMPTION","PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,PYTHON,SQL","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
RUSSIAN FEDERATION,26-41,MASTER’S DEGREE,MALE,NO,WHITE,15,5,19,1,50,10,0,ADVANCED INFORMATION WARFARE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,UNSURE,4,3,2,5,1,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DEVELOPER,OTHER,,,,,,,,,,,,,,,26,,21,0,,0,,,19,100,,,,,,LESS,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",I'M NOT SURE,I'M NOT SURE,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,30,20,10,5,20,10,5,0,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,UNSURE,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
RUSSIAN FEDERATION,26-41,MASTER’S DEGREE,FEMALE,DECLINE TO ANSWER,WHITE,25,25,30,3,10,7,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
RUSSIAN FEDERATION,68,DOCTORAL DEGREE,MALE,NO,WHITE,50,20,10,10,10,0,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
RUSSIAN FEDERATION,68,DOCTORAL DEGREE,MALE,NO,WHITE,30,0,50,0,20,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
RUSSIAN FEDERATION,26-41,SOME COLLEGE,MALE,NO,WHITE,20,20,20,10,20,10,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
RUSSIAN FEDERATION,26-41,MASTER’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
RUSSIAN FEDERATION,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,50,10,10,10,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,2,3,4,1,5,NO,,NOT APPLICABLE (STUDENT),ENERGY,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,23,23,,,,,,24,,,,,,SPEED,"PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,RARELY,,SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
RUSSIAN FEDERATION,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
RUSSIAN FEDERATION,26-41,MASTER’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
RUSSIAN FEDERATION,26-41,DOCTORAL DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SAUDI ARABIA,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,20,10,20,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SAUDI ARABIA,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,20,30,5,10,15,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,1,3,4,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,BUSINESS ANALYST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54,,100,88,,,,50,,100,,55,,,,RUNTIME ERRORS,"PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,DATA VISUALIZATION,COMPUTER SYSTEMS,PYTHON,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ESTABLISHED STARTUP IN GROWTH MODE,RARELY,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",FINDING AN INTERNSHIP,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
SENEGAL,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,100,0,0,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,3,1,4,5,YES,,NOT APPLICABLE (STUDENT),ENGINEERING,NOT APPLICABLE (STUDENT),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,11,37,55,19,,,,,100,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",5,10,0,0,0,85,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SENEGAL,26-41,MASTER’S DEGREE,MALE,NO,BLACK,15,15,45,20,5,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,4,1,3,2,5,YES,,GOVERNMENT AGENCY,ENERGY,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,19,,,,,,,,30,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,20,20,15,45,0,0,0,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SERBIA,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,20,20,20,0,20,20,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,NO,,NOT APPLICABLE (STUDENT),TECHNOLOGY,DEVELOPER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,79,,26,100,19,,,100,100,54,27,,,100,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,PYTHON,JAVASCRIPT,SQL,GO LANG ","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL PRODUCTION MONITORING AND ITERATION,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,PRIMARY RESPONSIBILITY
SEYCHELLES,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,NO,BLACK,2,75,10,1,12,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,NO,2,3,4,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,85,,,0,,,,,,16,,,,,49,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,,90,10,0,0,0,0,0,0,"INCREASING REVENUE,PERFORMANCE INSIGHTS",UNSURE,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SIERRA LEONE,26-41,SOME COLLEGE,MALE,NO,BLACK,15,20,25,25,10,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,3,5,2,4,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,,BUSINESS ANALYST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,,,,,,,,,42,,,,,100,MEMORY CONSUMPTION,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN EARLY-STAGE STARTUP COMPANY,SOMETIMES,FREQUENTLY,,FINDING AN INTERNSHIP,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
SINGAPORE,58-67,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,10,15,20,20,15,20,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,2,1,4,3,5,NO,NO,EDUCATIONAL INSTITUTION,,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,21,,,,18,39,38,,,,,,"SPEED,MOBILE DEVELOPMENT","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,JAVASCRIPT,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
SINGAPORE,42-57,MASTER’S DEGREE,AGENDER,DECLINE TO ANSWER,"SOUTHEAST ASIAN,DECLINE TO ANSWER",0,100,0,0,0,0,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,4,1,2,3,5,NO,,NOT APPLICABLE (STUDENT),EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,74,,,,,,,20,,81,,,,16,,SPEED,"PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,FREQUENTLY,CULTURE OF COMPETITION AND SECRECY,SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
SINGAPORE,26-41,MASTER’S DEGREE,FEMALE,NO,SOUTHEAST ASIAN,40,5,5,20,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,4,3,2,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,ML ENGINEER,OTHER,,,,,,,,,,,,,,,100,,31,,,,,26,,27,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MODEL DECAY OR DATA DRIFT",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,5,5,20,10,40,0,"SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,"AI ENGINEER,PROMPT ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SINGAPORE,26-41,DOCTORAL DEGREE,MALE,NO,EAST ASIAN,0,50,0,50,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,3,4,1,5,NO,,GOVERNMENT AGENCY,ENGINEERING,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,OTHER (PLEASE INDICATE BELOW),"ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,NLP,COMPUTER VISION/IMAGE PROCESSING,PYTHON",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
SINGAPORE,58-67,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,0,5,90,0,5,0,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,90,,,,,,,,,,,,,,74,LESS,NOT CURRENTLY USING,NO,NO,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,70,0,0,0,20,10,0,0,"SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SINGAPORE,26-41,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,20,20,20,0,20,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,4,3,5,NO,,GOVERNMENT AGENCY,CONSTRUCTION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,25,0,,,,,,,53,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,UNSURE,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SINGAPORE,26-41,BACHELOR’S DEGREE,FEMALE,DECLINE TO ANSWER,SOUTHEAST ASIAN,30,5,30,15,15,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,1,3,4,2,5,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SINGAPORE,42-57,MASTER’S DEGREE,FEMALE,NO,SOUTHEAST ASIAN,20,30,20,0,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,1,2,3,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,15,1,3,2,3,3,,,,20,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,I'M NOT SURE,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,30,20,10,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",UNSURE,,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SINGAPORE,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,16,13,32,5,14,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,3,4,2,1,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,NO,"FEAR OF VULNERABILITIES, POTENTIAL EXPOSURES, OR RISKS,OPEN-SOURCE SOFTWARE IS DEEMED INSECURE, SO IT’S NOT ALLOWED",,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",NO,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SINGAPORE,42-57,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,0,50,20,0,30,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,,,,,,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,PHARMACEUTICAL,APPLIED SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,99,,,,,,,,,,,,,,,MEMORY CONSUMPTION,"PROBABILITY AND STATISTICS,MACHINE LEARNING,DATA VISUALIZATION,PYTHON","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,NEVER,FREQUENTLY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
SINGAPORE,26-41,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,0,10,0,20,0,70,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,1,3,4,5,NO,,GOVERNMENT AGENCY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,12,,3,,,,,,,,,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,UNSURE,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",NO,YES,,5,10,5,5,10,20,5,40,"REDUCING COSTS,SAVING TIME",NOT YET,,NO,"AI ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SINGAPORE,58-67,MASTER’S DEGREE,MALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SLOVAKIA,26-41,MASTER’S DEGREE,MALE,NO,WHITE,15,15,15,35,0,20,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,4,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TRANSPORTATION & LOGISTICS,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,24,,22,,100,,,,53,19,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",UNSURE,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,YES,,15,0,15,40,0,0,30,0,"INCREASING REVENUE,PERFORMANCE INSIGHTS",NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SLOVAKIA,58-67,DOCTORAL DEGREE,MALE,NO,OTHER (PLEASE INDICATE),30,20,0,50,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,2,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,18,,19,21,,,20,,36,,,,13,,LESS,NOT CURRENTLY USING,UNSURE,NO,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,20,20,20,0,20,0,20,0,"INCREASING REVENUE,REDUCING COSTS",UNSURE,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SOUTH AFRICA,26-41,MASTER’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),15,25,50,10,0,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,49,,,,,,,6,100,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,YES,,30,30,10,10,0,10,10,0,"INCREASING REVENUE,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SOUTH AFRICA,42-57,MASTER’S DEGREE,MALE,NO,BLACK,50,10,5,5,10,5,15,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,2,4,5,1,NO,NO,NOT APPLICABLE (STUDENT),ENERGY,BUSINESS ANALYST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,49,8,10,8,8,8,,,,,,,,,,SECURITY MEASURES,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,COMPUTER SYSTEMS,PYTHON","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN EARLY-STAGE STARTUP COMPANY,RARELY,FREQUENTLY,,FINDING AN INTERNSHIP,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,
SOUTH AFRICA,58-67,MASTER’S DEGREE,MALE,NO,WHITE,10,80,10,0,0,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,3,4,1,2,5,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,75,,,,,,,,,50,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",UNSURE,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MODEL DECAY OR DATA DRIFT",NO,NO,,30,30,30,0,0,0,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SOUTH AFRICA,18-25,NO DEGREE,FEMALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SOUTH AFRICA,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SOUTH AFRICA,42-57,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SOUTH AFRICA,18-25,SOME COLLEGE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SOUTH AFRICA,42-57,SOME COLLEGE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SOUTH AFRICA,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SOUTH AFRICA,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,5,10,30,0,5,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,3,4,2,1,5,YES,,EDUCATIONAL INSTITUTION,EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,,,,,,,,,,,,,,,MEMORY CONSUMPTION,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,PYTHON,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,A GOVERNMENT POSITION,NEVER,FREQUENTLY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,
SOUTH AFRICA,18-25,SOME COLLEGE,FEMALE,DECLINE TO ANSWER,BLACK,20,5,30,5,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,2,4,3,5,YES,,NOT APPLICABLE (STUDENT),TECHNOLOGY,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,NO,"LACK OF KNOWLEDGE OR UNDERSTANDING,NOT WANTING TO DISRUPT CURRENT PROJECTS IN PLACE,FEAR OF VULNERABILITIES, POTENTIAL EXPOSURES, OR RISKS,ORGANIZATION DOESN’T HAVE STRONG IT GOVERNANCE IN PLACE",,,N/A - WE DON'T USE OSS,NOT CONFIDENT,C-SUITE LEVEL,LICENSE RISK,NO,CVES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SOUTH SUDAN,42-57,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,20,10,10,20,20,10,10,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,27,20,6,,13,11,8,54,20,56,17,45,25,31,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,10,10,10,10,10,10,INCREASING REVENUE,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,18-25,BACHELOR’S DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",0,40,0,30,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,RESEARCH & DEVELOPMENT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,24,,39,,,,11,8,64,,0,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,NO,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,,20,40,30,5,5,0,0,0,"REDUCING COSTS,SAVING TIME",NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,42-57,MASTER’S DEGREE,MALE,NO,WHITE,10,20,20,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,4,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,88,35,,,,,,,,67,,,,,47,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,UNSURE,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",25,25,10,10,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",UNSURE,,UNSURE,"AI ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,58-67,HIGH SCHOOL OR EQUIVALENT,MALE,NO,WHITE,10,10,5,50,10,10,5,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,3,4,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,96,,,2,,,1,5,15,54,,,,,21,OTHER (PLEASE INDICATE BELOW),"BUSINESS KNOWLEDGE,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES,OTHER (PLEASE INDICATE BELOW)",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,
SPAIN,42-57,MASTER’S DEGREE,MALE,YES,"WHITE,LATINE/HISPANIC",30,30,20,0,20,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,27,,21,,,,16,52,100,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,MOVING TO THE CLOUD,NO,YES,,20,20,20,10,10,10,10,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,58-67,DOCTORAL DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",20,40,20,5,10,5,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,UNSURE,2,1,4,3,5,NO,,NOT-FOR-PROFIT ORGANIZATION,RESEARCH & DEVELOPMENT,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,,,,,,,17,19,,,,,,37,OTHER (PLEASE INDICATE BELOW),"PROBABILITY AND STATISTICS,MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
SPAIN,58-67,MASTER’S DEGREE,MALE,NO,WHITE,50,25,10,15,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,1,3,2,4,5,NO,,EDUCATIONAL INSTITUTION,ENERGY,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,SLIGHTLY MORE,NOT CURRENTLY USING,UNSURE,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,40,20,10,5,10,10,5,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,18-25,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,10,5,10,10,20,15,30,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,1,4,3,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,94,,,13,8,,,1,20,8,,3,,,6,SPEED,"PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DEEP LEARNING,NLP,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ESTABLISHED STARTUP IN GROWTH MODE,NEVER,FREQUENTLY,,FINDING AN INTERNSHIP,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
SPAIN,42-57,BACHELOR’S DEGREE,FEMALE,NO,LATINE/HISPANIC,10,15,0,40,15,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,1,4,2,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,0,,0,,,,0,22,,,,,,SECURITY MEASURES,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DATA VISUALIZATION,PYTHON,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,RARELY,LACK OF ACCESS OR INFRASTRUCTURE,FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
SPAIN,26-41,MASTER’S DEGREE,MALE,NO,WHITE,20,20,15,25,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,2,3,4,5,NO,,GOVERNMENT AGENCY,GOVERNMENT,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,46,,,58,,,23,70,,,,,25,,SECURITY MEASURES,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,JAVASCRIPT,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",A GOVERNMENT POSITION,RARELY,FREQUENTLY,CULTURE OF COMPETITION AND SECRECY,LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
SPAIN,42-57,MASTER’S DEGREE,MALE,NO,WHITE,10,5,5,0,60,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,2,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,51,,81,,,,,,,,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,UNSURE,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,5,5,0,0,10,50,30,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,26-41,BACHELOR’S DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",25,5,20,5,20,5,20,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,4,3,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,PHARMACEUTICAL,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,65,32,,,,,,11,14,90,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,UNSURE,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,OTHER (PLEASE INDICATE BELOW),NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,30,20,30,0,0,0,20,0,"SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,42-57,DOCTORAL DEGREE,OTHER (PLEASE INDICATE),DECLINE TO ANSWER,DECLINE TO ANSWER,30,25,20,25,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,NO,1,4,3,2,5,NO,,GOVERNMENT AGENCY,EDUCATION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,26,79,0,,21,0,0,0,20,0,0,0,,0,48,"SPEED,OTHER (PLEASE INDICATE BELOW)","COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,INTELLECTUAL PROPERTY CONCERNS,PRIMARY RESPONSIBILITY
SPAIN,42-57,MASTER’S DEGREE,MALE,NO,WHITE,50,50,0,0,0,0,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,OTHER (PLEASE INDICATE BELOW)",UNSURE,1,2,3,4,5,NO,,NOT-FOR-PROFIT ORGANIZATION,TECHNOLOGY,OTHER (PLEASE INDICATE BELOW),IT ADMIN / INFORMATION SECURITY,YES,,OTHER (PLEASE INDICATE BELOW),,SOME,VERY CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",NO,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,42-57,HIGH SCHOOL OR EQUIVALENT,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,42-57,MASTER’S DEGREE,MALE,NO,WHITE,35,15,10,10,10,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,,,,,,,,GOVERNMENT AGENCY,TRANSPORTATION & LOGISTICS,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,72,,24,23,51,18,,52,18,18,,,,,,SLIGHTLY MORE,NOT CURRENTLY USING,NO,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,68,MASTER’S DEGREE,MALE,NO,WHITE,10,10,10,50,10,10,0,OTHER (PLEASE INDICATE BELOW),LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,NO,,,,,,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,93,,21,,,,,,,,,,,,,OTHER (PLEASE INDICATE BELOW),"BIG DATA MANAGEMENT,DEEP LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL PRODUCTION MONITORING AND ITERATION,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,42-57,HIGH SCHOOL OR EQUIVALENT,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,58-67,DOCTORAL DEGREE,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,0,40,0,30,30,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,18-25,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,25,20,15,20,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,68,DOCTORAL DEGREE,MALE,NO,WHITE,80,10,0,0,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,68,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,10,30,30,0,20,10,0,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,26-41,MASTER’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,26-41,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,30,40,0,20,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,2,1,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,DEFENSE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,0,,22,,,,79,,34,,,,,70,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,OTHER (PLEASE INDICATE BELOW),NO,YES,,30,40,30,0,0,0,0,0,"REDUCING COSTS,SAVING TIME",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,26-41,DOCTORAL DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,26-41,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,15,20,20,10,20,15,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,58-67,SOME COLLEGE,MALE,NO,WHITE,10,50,10,10,10,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,,,,,,NO,,NOT APPLICABLE (STUDENT),OTHER,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,97,,,,,,,,,,,,,,81,SPEED,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,42-57,MASTER’S DEGREE,MALE,NO,DECLINE TO ANSWER,0,30,10,50,10,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,3,4,1,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,60,36,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,,30,10,0,30,20,10,0,0,"INCREASING REVENUE,REDUCING COSTS",NO,,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,42-57,MASTER’S DEGREE,MALE,NO,WHITE,10,10,30,30,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,3,2,4,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,49,,,,17,,,,,,,,,,,LESS,NOT CURRENTLY USING,YES,UNSURE,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,10,30,20,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,42-57,MASTER’S DEGREE,FEMALE,NO,LATINE/HISPANIC,10,10,10,20,10,20,20,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OTHER (PLEASE INDICATE BELOW)",NO,3,2,4,5,1,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,PROFESSIONAL SERVICES,BUSINESS ANALYST,OTHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,NO,OTHER (PLEASE INDICATE BELOW),I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,OTHER (PLEASE INDICATE BELOW),10,20,20,0,0,0,20,30,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS,OTHER (PLEASE INDICATE)",YES,AD-HOC,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,58-67,MASTER’S DEGREE,MALE,NO,WHITE,10,30,30,20,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,3,4,5,2,1,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,79,23,16,,21,,10,,,7,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",15,15,5,25,20,10,10,0,"REDUCING COSTS,SAVING TIME",NOT YET,,UNSURE,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,42-57,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,LATINE/HISPANIC,10,55,10,5,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,3,5,4,1,NO,,GOVERNMENT AGENCY,HEALTHCARE,DEVELOPER,IT ADMIN / INFORMATION SECURITY,NO,"LACK OF KNOWLEDGE OR UNDERSTANDING,ORGANIZATION DOESN’T HAVE STRONG IT GOVERNANCE IN PLACE",,,SOME,SOMEWHAT CONFIDENT,,"SENSITIVE/CLASSIFIED DATA USAGE,REPO MAINTENANCE LAPSES",NO,REPO MAINTENANCE LAPSES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,42-57,MASTER’S DEGREE,MALE,NO,WHITE,10,18,9,21,11,21,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,3,4,5,YES,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,51,,,,,,28,,50,,,,,100,"SPEED,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,BUSINESS ANALYTICS,MACHINE LEARNING,DEEP LEARNING,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL PRODUCTION MONITORING AND ITERATION,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
SPAIN,42-57,MASTER’S DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",40,30,15,10,5,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,,,,,,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,28,,,,,30,,,,50,,,,,52,LESS,NOT CURRENTLY USING,NO,UNSURE,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,OTHER (PLEASE INDICATE BELOW),0,0,0,0,0,0,0,100,"INCREASING REVENUE,SAVING TIME",UNSURE,,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,26-41,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,30,20,10,15,20,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,APPLIED SCIENTIST,OTHER,,,,,,,,,,,,,,,39,0,0,,,,,,0,0,,,76,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",UNSURE,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,OTHER (PLEASE INDICATE BELOW),20,40,5,10,5,0,20,0,"SAVING TIME,RESEARCH AND INNOVATION",NOT YET,,YES,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SPAIN,42-57,NO DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SRI LANKA,26-41,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,20,5,10,40,10,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,,,,,,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DEVELOPER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,23,12,,,20,98,,,,,,,SPEED,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,ALWAYS,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF INCENTIVES",FINDING AN INTERNSHIP,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,
SRI LANKA,26-41,MASTER’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),10,40,10,25,10,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,NO,,GOVERNMENT AGENCY,RESEARCH & DEVELOPMENT,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,57,11,,70,,,,62,,,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,30,25,5,10,10,15,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SUDAN,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,15,20,20,5,20,20,0,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SURINAME,26-41,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SWEDEN,58-67,DOCTORAL DEGREE,OTHER (PLEASE INDICATE),NO,DECLINE TO ANSWER,60,0,20,20,0,0,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,3,4,5,NO,,EDUCATIONAL INSTITUTION,RESEARCH & DEVELOPMENT,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,NONE,SOMEWHAT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,LICENSE RISK",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,OTHER (PLEASE INDICATE BELOW)",NO,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SWEDEN,68,MASTER’S DEGREE,MALE,NO,WHITE,10,50,15,5,0,20,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,5,4,3,2,NO,,NOT APPLICABLE (STUDENT),TECHNOLOGY,APPLIED SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,7,,,,49,,,,15,,,,,,,,ENGINEERING SKILLS,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL BUILDING/CODING,,,
SWEDEN,58-67,DOCTORAL DEGREE,MALE,NO,WHITE,20,30,20,20,10,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,1,3,4,5,NO,,EDUCATIONAL INSTITUTION,,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,31,,24,24,,,,23,4,,,,,,,RUNTIME ERRORS,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
SWEDEN,58-67,NO DEGREE,MALE,NO,BLACK,25,25,25,0,0,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,1,2,3,4,5,NO,UNSURE,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,2,2,,,,,,,,,,,,SECURITY MEASURES,"COMMUNICATION SKILLS,MACHINE LEARNING,DEEP LEARNING,PYTHON,JAVASCRIPT",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ACADEMIC OR RESEARCH CENTER,NEVER,NEVER,INTELLECTUAL PROPERTY CONCERNS,COST,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
SWITZERLAND,18-25,SOME COLLEGE,MALE,DECLINE TO ANSWER,WHITE,40,30,10,20,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,49,23,,5,81,,,32,,90,,13,,,,SECURITY MEASURES,"BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,COMPUTER SYSTEMS,PYTHON,SQL","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,A WELL-ESTABLISHED INDUSTRY GIANT,NEVER,ALWAYS,"CULTURE OF COMPETITION AND SECRECY,LACK OF INCENTIVES",FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
SWITZERLAND,68,MASTER’S DEGREE,MALE,NO,WHITE,0,100,0,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SWITZERLAND,42-57,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SWITZERLAND,68,BACHELOR’S DEGREE,MALE,NO,WHITE,20,30,30,20,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,3,4,2,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,NONE,NOT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SWITZERLAND,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,40,20,10,20,5,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,50,,,4,,,,4,0,59,,,,,,LESS,NOT CURRENTLY USING,NO,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,OTHER (PLEASE INDICATE BELOW),NO,NO,,40,30,10,0,0,0,20,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,OTHER (PLEASE SPECIFY),UNSURE,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SWITZERLAND,58-67,DOCTORAL DEGREE,MALE,NO,WHITE,100,0,0,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,3,2,1,4,5,YES,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),PROFESSOR/INSTRUCTOR/RESEARCHER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23,,,,,,,,,,,,,,,MEMORY CONSUMPTION,"ENGINEERING SKILLS,MACHINE LEARNING,DEEP LEARNING","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL PRODUCTION MONITORING AND ITERATION,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",A NONPROFIT ORGANIZATION,SOMETIMES,FREQUENTLY,LACK OF ACCESS OR INFRASTRUCTURE,FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
SWITZERLAND,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,28,4,16,23,19,10,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,OTHER (PLEASE INDICATE BELOW)",YES,1,3,4,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,34,32,40,40,25,18,39,64,100,29,,42,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,33,18,12,7,12,10,8,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
SWITZERLAND,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,40,8,20,2,25,5,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,5,3,4,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,21,,37,,,,18,0,87,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,MOVING TO THE CLOUD,NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,30,35,1,1,5,8,0,"INCREASING REVENUE,REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
TAIWAN,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
TAIWAN,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,20,30,5,30,10,5,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,3,4,2,5,YES,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,34,35,0,37,,,,,90,64,,54,,,51,"SPEED,MOBILE DEVELOPMENT","ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,PYTHON,SQL","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
TANZANIA,26-41,MASTER’S DEGREE,FEMALE,NO,BLACK,25,25,25,0,25,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,UNSURE,5,3,1,2,4,NO,,EDUCATIONAL INSTITUTION,EDUCATION,SYSTEM ADMINISTRATOR,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,27,31,33,21,27,8,9,2,14,9,9,12,9,16,SECURITY MEASURES,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON,SQL","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ACADEMIC OR RESEARCH CENTER,RARELY,FREQUENTLY,INTELLECTUAL PROPERTY CONCERNS,LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
THAILAND,42-57,MASTER’S DEGREE,MALE,YES,SOUTHEAST ASIAN,30,10,20,10,10,10,10,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,50%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,SENSITIVE/CLASSIFIED DATA USAGE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
THAILAND,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
TRINIDAD & TOBAGO,42-57,SOME COLLEGE,MALE,NO,OTHER (PLEASE INDICATE),10,20,20,10,30,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,3,2,4,1,5,NO,,NOT-FOR-PROFIT ORGANIZATION,FINANCE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,22,25,0,,,,,,,37,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,30,40,20,0,0,0,10,0,OTHER (PLEASE INDICATE),NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
TUNISIA,26-41,DOCTORAL DEGREE,FEMALE,NO,WHITE,30,10,10,5,25,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,4,1,2,5,YES,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,32,,,,,,,,,,75,"MOBILE DEVELOPMENT,SECURITY MEASURES","ADVANCED MATHEMATICS,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
TUNISIA,42-57,DOCTORAL DEGREE,FEMALE,YES,WHITE,35,30,30,0,0,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,4,2,1,3,5,YES,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,40,40,,,,,,,,31,,,,,100,RUNTIME ERRORS,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,R,JAVASCRIPT,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF INCENTIVES,PRIMARY RESPONSIBILITY
TURKEY,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,40,20,20,10,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OTHER (PLEASE INDICATE BELOW),YES,2,4,3,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,,100,,,,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,0,0,0,0,0,0,20,80,"INCREASING REVENUE,REDUCING COSTS",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
TURKEY,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,NO,OTHER (PLEASE INDICATE),10,10,20,10,20,10,20,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,4,3,2,1,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,OTHER,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,30,25,24,27,26,37,32,25,17,21,13,25,22,34,100,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",UNSURE,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,10,20,20,10,10,10,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",UNSURE,,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
TURKEY,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,70,0,10,10,10,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,2,1,4,5,3,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,RESEARCH & DEVELOPMENT,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,26,,78,57,,81,,39,,37,,,,37,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",UNSURE,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,MODEL DECAY OR DATA DRIFT",YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,70,0,0,10,10,0,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",UNSURE,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
TURKEY,58-67,BACHELOR’S DEGREE,MALE,NO,DECLINE TO ANSWER,10,30,20,25,10,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,PRODUCT MANAGER,OTHER,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,LESS,NOT CURRENTLY USING,YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,IN THE CLOUD,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,0,0,0,0,0,0,0,100,RESEARCH AND INNOVATION,UNSURE,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
TURKEY,42-57,DOCTORAL DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
TURKEY,26-41,MASTER’S DEGREE,MALE,NO,WHITE,30,50,0,20,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,2,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
TURKEY,18-25,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
TURKEY,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,13,17,16,15,18,21,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,,,,,,NO,NO,NOT APPLICABLE (STUDENT),ENGINEERING,RESEARCH SCIENTIST,OTHER,,,,,,,,,,,,,,,48,50,,,,,53,,,,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
TURKEY,26-41,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,"BLACK,OTHER (PLEASE INDICATE)",20,30,10,10,10,20,0,OTHER (PLEASE INDICATE BELOW),OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
TURKEY,26-41,BACHELOR’S DEGREE,FEMALE,YES,SOUTHEAST ASIAN,10,20,20,10,30,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
TURKEY,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,40,0,60,0,0,0,0,ADVANCED INFORMATION WARFARE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,UNSURE,4,2,3,1,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,28,0,50,50,20,22,,32,,78,,,,35,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,NO,NO,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,SECURING DATA CONNECTIVITY",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,50,10,15,0,0,0,25,0,"SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
TURKEY,18-25,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,WHITE,30,15,20,10,10,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,3,2,4,5,NO,YES,EDUCATIONAL INSTITUTION,ENGINEERING,DATA ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,78,25,24,23,,,42,41,89,,,,,,MEMORY CONSUMPTION,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER SYSTEMS,PYTHON,R,SQL","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ESTABLISHED STARTUP IN GROWTH MODE,FREQUENTLY,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",FINDING AN INTERNSHIP,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
TURKEY,42-57,MASTER’S DEGREE,MALE,NO,WHITE,2,25,70,1,1,1,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,4,1,5,NO,YES,GOVERNMENT AGENCY,GOVERNMENT,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,26,,19,,78,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,30,30,20,5,5,5,5,0,SAVING TIME,NO,,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
TURKEY,26-41,DOCTORAL DEGREE,FEMALE,NO,WHITE,10,25,20,15,15,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,2,4,1,3,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,75,,,6,,,,100,3,,,,,,"MOBILE DEVELOPMENT,MEMORY CONSUMPTION","ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
UGANDA,42-57,SOME COLLEGE,MALE,NO,BLACK,30,20,20,20,10,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,3,4,5,YES,,EDUCATIONAL INSTITUTION,EDUCATION,OTHER (PLEASE INDICATE BELOW),IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",,SOME,NOT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UGANDA,26-41,SOME COLLEGE,MALE,YES,WHITE,20,20,20,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,4,2,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,47,47,,19,20,37,40,39,52,21,52,29,60,23,,LESS,AUTOMATING TASKS,YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,10,10,10,10,40,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,"AI DATA ANALYST,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UGANDA,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,15,30,15,10,10,10,10,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,2,4,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,PHARMACEUTICAL,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,74,,24,100,,,,100,100,100,,100,,,69,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,10,10,10,10,10,10,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UGANDA,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,25,30,10,15,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UKRAINE,26-41,NO DEGREE,MALE,NO,WHITE,10,45,45,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,NO,4,2,3,1,5,NO,NO,NOT APPLICABLE (STUDENT),NOT FOR PROFIT,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,3,3,4,3,,,,4,,,,,,SPEED,ALL OF THE ABOVE,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,NEVER,ALWAYS,"LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
UKRAINE,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UKRAINE,18-25,SOME COLLEGE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UKRAINE,42-57,HIGH SCHOOL OR EQUIVALENT,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UKRAINE,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,20,10,20,9,16,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,3,2,4,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,NOT APPLICABLE (STUDENT),OTHER,,,,,,,,,,,,,,,100,,,,,,,,,39,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,15,20,15,10,15,15,10,0,"INCREASING REVENUE,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,UNSURE,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UKRAINE,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,30,35,10,10,5,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,2,1,3,4,5,YES,UNSURE,EDUCATIONAL INSTITUTION,,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,47,,31,,,,,19,,47,,19,,,,SECURITY MEASURES,"ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,JAVASCRIPT,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED ARAB EMIRATES,42-57,DOCTORAL DEGREE,MALE,DECLINE TO ANSWER,WHITE,20,20,20,10,20,10,0,OTHER (PLEASE INDICATE BELOW),"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,OTHER (PLEASE INDICATE BELOW)",NO,1,3,4,5,2,NO,UNSURE,NOT APPLICABLE (STUDENT),TECHNOLOGY,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,,,43,,,,,,"SPEED,SECURITY MEASURES","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,SQL","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF INCENTIVES,OTHER (PLEASE INDICATE BELOW)
UNITED ARAB EMIRATES,18-25,BACHELOR’S DEGREE,MALE,NO,WHITE,20,20,20,10,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,1,2,3,4,5,YES,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,24,,24,,24,49,,24,,9,,7,,,,MOBILE DEVELOPMENT,ALL OF THE ABOVE,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ESTABLISHED STARTUP IN GROWTH MODE,RARELY,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
UNITED ARAB EMIRATES,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,18,17,15,12,15,13,10,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,3,2,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,RETAIL,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,76,21,46,44,,,,40,,,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",UNSURE,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,YES,,10,10,20,10,30,10,10,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED ARAB EMIRATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,100,0,0,0,0,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,69,65,75,61,72,55,66,61,53,76,64,84,55,74,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",100,0,0,0,0,0,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED ARAB EMIRATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,100,0,0,0,0,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,YES,YES,GOVERNMENT AGENCY,GOVERNMENT,SYSTEM ADMINISTRATOR,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,68,88,52,76,65,82,59,72,86,77,84,67,85,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",100,0,0,0,0,0,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED ARAB EMIRATES,18-25,MASTER’S DEGREE,MALE,YES,WHITE,100,0,0,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,64,71,59,73,57,70,60,76,66,83,66,80,72,82,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",100,0,0,0,0,0,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED ARAB EMIRATES,18-25,MASTER’S DEGREE,FEMALE,YES,WHITE,100,0,0,0,0,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,68,81,71,81,84,65,85,69,86,66,81,56,79,76,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",100,0,0,0,0,0,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED ARAB EMIRATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,100,0,0,0,0,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,1,2,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,HEALTHCARE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,80,72,84,57,72,71,76,84,75,83,73,83,74,83,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",100,0,0,0,0,0,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED ARAB EMIRATES,18-25,BACHELOR’S DEGREE,FEMALE,YES,WHITE,100,0,0,0,0,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,1,2,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,NOT FOR PROFIT,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,72,72,83,68,76,84,72,83,62,83,78,78,69,80,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",100,0,0,0,0,0,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,42-57,MASTER’S DEGREE,MALE,NO,WHITE,0,0,20,60,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,33,35,,,,,,81,,100,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,IN THE CLOUD,"MOVING TO THE CLOUD,MODEL DECAY OR DATA DRIFT,OTHER (PLEASE INDICATE BELOW)",NO,NO,,25,25,25,0,25,0,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,0,100,0,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,3,4,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,50,21,0,,,,,,,,,,,,88,SIGNIFICANTLY MORE,AUTOMATING TASKS,YES,YES,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID UNIVERSITY COURSES",LOCAL LAPTOP,IN THE CLOUD,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,MODEL DECAY OR DATA DRIFT",NO,NO,,20,10,0,25,25,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,26-41,DOCTORAL DEGREE,MALE,DECLINE TO ANSWER,WHITE,10,10,10,20,50,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,50,83,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,UNSURE,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,YES,,30,10,0,10,20,30,0,0,"INCREASING REVENUE,REDUCING COSTS",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,60,20,20,0,0,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,5,2,4,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",IN THE CLOUD,I DO NOT DEPLOY MODELS INTO PRODUCTION,OTHER (PLEASE INDICATE BELOW),NO,NO,OTHER (PLEASE INDICATE BELOW),10,10,30,0,0,0,50,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,OTHER (PLEASE INDICATE BELOW),"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,0,30,30,30,10,0,0,OTHER (PLEASE INDICATE BELOW),LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,UNSURE,1,4,5,2,3,NO,,GOVERNMENT AGENCY,HEALTHCARE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,15,,,,,,,20,41,,,,,,SLIGHTLY MORE,OTHER (PLEASE INDICATE BELOW),YES,UNSURE,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,IN THE CLOUD,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,0,30,20,0,0,10,30,10,OTHER (PLEASE INDICATE),YES,AD-HOC,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,26-41,DOCTORAL DEGREE,MALE,NO,WHITE,30,40,20,10,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,52,26,,,,,,,,24,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,UNSURE,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,NO,,20,20,0,30,0,0,30,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,68,DOCTORAL DEGREE,MALE,NO,WHITE,0,0,0,0,0,0,100,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,OTHER (PLEASE INDICATE BELOW)",NO,2,4,1,3,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23,7,,,,,,,,,,,,,,OTHER (PLEASE INDICATE BELOW),"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER SYSTEMS,PYTHON,R,JAVASCRIPT,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW)
UNITED KINGDOM,58-67,BACHELOR’S DEGREE,MALE,NO,WHITE,0,10,20,50,20,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OTHER (PLEASE INDICATE BELOW)",YES,3,2,1,4,5,NO,,GOVERNMENT AGENCY,,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,69,25,,,,,44,,,55,,,,,,LESS,NOT CURRENTLY USING,YES,YES,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,OTHER (PLEASE INDICATE BELOW)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,OTHER (PLEASE INDICATE BELOW)",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,70,10,0,0,0,10,0,PERFORMANCE INSIGHTS,UNSURE,,YES,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,30,20,20,20,5,5,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,4,1,5,NO,NO,GOVERNMENT AGENCY,ENGINEERING,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,30,,1,,,,,3,,1,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",UNSURE,NO,UNSURE,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,10,25,30,5,5,5,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS,OTHER (PLEASE INDICATE)",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,68,DOCTORAL DEGREE,MALE,NO,WHITE,16,16,16,16,12,12,12,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,2,3,5,4,1,NO,,NOT APPLICABLE (STUDENT),CONSULTING,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,99,23,4,6,6,6,,50,,2,,,,,,"SPEED,RUNTIME ERRORS,MEMORY CONSUMPTION",PYTHON,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,INTELLECTUAL PROPERTY CONCERNS,PRIMARY RESPONSIBILITY
UNITED KINGDOM,26-41,DOCTORAL DEGREE,MALE,NO,WHITE,20,40,20,20,0,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,79,0,,24,,,,,28,7,0,10,,17,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MODEL DECAY OR DATA DRIFT",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",35,10,10,5,25,10,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,26-41,MASTER’S DEGREE,OTHER (PLEASE INDICATE),YES,OTHER (PLEASE INDICATE),10,30,20,10,15,15,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,3,4,5,NO,,NOT APPLICABLE (STUDENT),EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,23,,,,,,14,37,14,,,,,,MEMORY CONSUMPTION,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,SQL","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A NONPROFIT ORGANIZATION,RARELY,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,OTHER (PLEASE INDICATE BELOW)",OTHER (PLEASE INDICATE BELOW),AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,68,BACHELOR’S DEGREE,MALE,NO,WHITE,40,5,30,10,10,5,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,OTHER (PLEASE INDICATE BELOW)",NO,3,1,4,2,5,NO,,NOT APPLICABLE (STUDENT),CONSTRUCTION,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,100,,,,,,,75,,,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",NO,NO,,80,10,10,0,0,0,0,0,PERFORMANCE INSIGHTS,NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,58-67,DOCTORAL DEGREE,MALE,NO,WHITE,40,20,40,0,0,0,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,4,1,2,3,5,YES,,GOVERNMENT AGENCY,HEALTHCARE,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,85,3,3,18,,,,29,32,13,,,,18,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",IN THE CLOUD,ON-PREMISES LOCAL SERVER,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MOVING TO THE CLOUD",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,20,10,30,10,10,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,26-41,DOCTORAL DEGREE,FEMALE,NO,WHITE,20,20,20,10,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,3,1,4,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,94,25,,,,,,,,,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,NO,,5,5,10,20,20,20,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,26-41,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,0,35,35,30,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,1,4,3,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,TRANSPORTATION & LOGISTICS,ML ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,18-25,MASTER’S DEGREE,MALE,NO,WHITE,10,20,20,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,UTILITIES,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,24,,,,,,,,15,,,,,,SIGNIFICANTLY MORE,"AUTOMATING TASKS,OTHER (PLEASE INDICATE BELOW)",YES,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,MODEL DECAY OR DATA DRIFT",NO,YES,,15,20,10,20,10,5,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,50,30,20,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,4,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,44,,,,39,,77,44,100,,,,,,LESS,AUTOMATING TASKS,NO,NO,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,I DO NOT DEPLOY MODELS INTO PRODUCTION,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,NO,,10,5,20,20,20,0,25,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",UNSURE,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,26-41,MASTER’S DEGREE,MALE,NO,WHITE,10,20,20,10,30,10,0,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),UNSURE,,,,,,,,NOT-FOR-PROFIT ORGANIZATION,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,SLIGHTLY MORE,NOT CURRENTLY USING,YES,NO,NO,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,IN THE CLOUD,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,0,0,100,0,0,0,0,0,RESEARCH AND INNOVATION,NO,,NO,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,26-41,DOCTORAL DEGREE,FEMALE,NO,WHITE,0,20,40,10,30,0,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,3,4,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,OTHER,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,13,,11,,,,12,29,28,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,NO,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,58-67,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,10,20,10,30,15,15,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,40,15,15,30,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,,PRODUCT MANAGER,OTHER,,,,,,,,,,,,,,,99,,28,50,,,,53,71,83,,,,,,SIGNIFICANTLY MORE,OTHER (PLEASE INDICATE BELOW),YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,42-57,SOME COLLEGE,MALE,NO,WHITE,0,10,0,20,20,50,0,OTHER (PLEASE INDICATE BELOW),LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DEVELOPER,OTHER,,,,,,,,,,,,,,,23,,,,100,,,,,,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,58-67,MASTER’S DEGREE,MALE,YES,WHITE,40,10,25,10,10,5,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,UNSURE,1,2,4,3,5,NO,,NOT-FOR-PROFIT ORGANIZATION,NOT FOR PROFIT,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,,,20,,,,19,50,,,,20,,,SECURITY MEASURES,N/A - I WON'T BE ENTERING THE DATA SCIENCE/ML FIELD,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,A NONPROFIT ORGANIZATION,NEVER,ALWAYS,,,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,26-41,MASTER’S DEGREE,FEMALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,26-41,DOCTORAL DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,68,MASTER’S DEGREE,MALE,NO,WHITE,20,20,20,20,20,0,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,OTHER (PLEASE INDICATE BELOW)",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,26-41,DOCTORAL DEGREE,FEMALE,NO,WHITE,50,0,0,50,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,1,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,27,,,,,,,,84,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,0,50,50,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,26-41,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,68,MASTER’S DEGREE,FEMALE,NO,WHITE,30,50,0,20,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,3,1,2,4,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,0,,,,,,,,,,,,,MOBILE DEVELOPMENT,"PROBABILITY AND STATISTICS,DATA VISUALIZATION,COMPUTER SYSTEMS,PYTHON","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,NEVER,RARELY,,COST,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,42-57,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,20,10,10,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,2,4,1,5,YES,,NOT APPLICABLE (STUDENT),PROFESSIONAL SERVICES,SYSTEM ADMINISTRATOR,OTHER,,,,,,,,,,,,,,,51,,24,,25,,,22,,20,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,30,20,10,10,5,15,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,YES,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,42-57,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,30,40,10,10,10,0,0,ADVANCED INFORMATION WARFARE,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,2,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,28,,,28,,,,26,,100,,,,,,SLIGHTLY MORE,AUTOMATING TASKS,UNSURE,YES,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,5,0,5,0,0,0,90,0,"REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED KINGDOM,26-41,MASTER’S DEGREE,MALE,YES,WHITE,10,10,20,10,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,3,4,5,1,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,67,78,48,56,77,72,78,49,62,75,80,49,60,68,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES",IN THE CLOUD,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,20,20,20,10,10,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,YES,"AI ENGINEER,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,20,30,10,10,20,10,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,2,1,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,ML ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"CVES,REPO MAINTENANCE LAPSES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,"AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,20,20,20,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,4,3,5,YES,YES,GOVERNMENT AGENCY,HOSPITALITY,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES",10%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",YES,"AI DATA ANALYST,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,20,15,10,15,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,4,1,3,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES",25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,REPO MAINTENANCE LAPSES,LICENSE RISK",NO,LICENSE RISK,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,15,10,10,15,25,25,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,1,4,2,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES",,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,LICENSE RISK",NO,REPO MAINTENANCE LAPSES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",UNSURE,"AI DATA ANALYST,AI AUDITOR,AI ETHICIST,MACHINE MANAGER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,30,15,20,10,15,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,4,3,1,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,71,62,73,54,60,55,62,52,66,55,64,54,63,48,45,"MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON,GO LANG ","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL PRODUCTION MONITORING AND ITERATION,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF INCENTIVES,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,25,15,10,15,10,25,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,2,4,5,NO,NO,EDUCATIONAL INSTITUTION,CONSULTING,SYSTEM ADMINISTRATOR,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54,72,50,57,48,65,50,65,54,70,59,74,56,66,54,"MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,DEEP LEARNING,ADVANCED MATHEMATICS,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,R,SQL","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF ACCESS OR INFRASTRUCTURE,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,20,10,30,10,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,4,2,1,3,5,YES,YES,GOVERNMENT AGENCY,GOVERNMENT,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,NO,"LACK OF KNOWLEDGE OR UNDERSTANDING,FEAR OF VULNERABILITIES, POTENTIAL EXPOSURES, OR RISKS",,,N/A - WE DON'T USE OSS,VERY CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,CVES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,MALE,NO,WHITE,20,15,15,10,15,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,2,1,5,4,3,YES,NO,EDUCATIONAL INSTITUTION,EDUCATION,OTHER (PLEASE INDICATE BELOW),IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",10%,SOME,SOMEWHAT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,DECLINE TO ANSWER,OTHER (PLEASE INDICATE),20,20,10,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,4,3,1,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DEVELOPER,OTHER,,,,,,,,,,,,,,,28,30,30,27,29,25,28,29,26,34,42,34,31,,40,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,20,15,10,10,10,10,5,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,MALE,NO,WHITE,25,25,0,25,25,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,4,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,OTHER (PLEASE INDICATE BELOW),IT ADMIN / INFORMATION SECURITY,YES,,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES,,NONE,NOT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",NO,DEPENDENCIES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,50,50,0,0,0,0,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,UNSURE,1,2,3,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,10,15,20,20,20,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,1,3,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,NO,"FEAR OF VULNERABILITIES, POTENTIAL EXPOSURES, OR RISKS",,,NONE,NOT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",UNSURE,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,DECLINE TO ANSWER,25,20,10,20,15,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,1,3,2,4,5,YES,YES,EDUCATIONAL INSTITUTION,EDUCATION,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",,SOME,VERY CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",NO,"AI ENGINEER,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,0,90,0,10,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,4,3,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,RETAIL,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,NO,"LACK OF KNOWLEDGE OR UNDERSTANDING,NOT WANTING TO DISRUPT CURRENT PROJECTS IN PLACE,FEAR OF VULNERABILITIES, POTENTIAL EXPOSURES, OR RISKS",,,N/A - WE DON'T USE OSS,NOT CONFIDENT,C-SUITE LEVEL,DATA BREACH,NO,SENSITIVE/CLASSIFIED DATA USAGE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,"SOUTHEAST ASIAN,DECLINE TO ANSWER",10,30,20,20,10,10,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,4,2,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,OTHER (PLEASE INDICATE BELOW),IT ADMIN / INFORMATION SECURITY,NO,NOT WANTING TO DISRUPT CURRENT PROJECTS IN PLACE,,,N/A - WE DON'T USE OSS,SOMEWHAT CONFIDENT,C-SUITE LEVEL,DATA BREACH,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,WHITE,30,30,0,0,20,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,4,2,3,1,5,YES,YES,EDUCATIONAL INSTITUTION,EDUCATION,OTHER (PLEASE INDICATE BELOW),IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,50,30,20,0,0,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,4,3,2,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,OTHER (PLEASE INDICATE BELOW),"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,MALE,NO,WHITE,10,60,30,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,5,2,1,4,NO,UNSURE,EDUCATIONAL INSTITUTION,OTHER,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23,75,,,,,,,,35,,,,,79,"RUNTIME ERRORS,MEMORY CONSUMPTION","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,PYTHON,R,JAVASCRIPT,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF INCENTIVES,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
UNITED STATES,18-25,BACHELOR’S DEGREE,MALE,NO,WHITE,0,0,10,0,80,10,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,,,,,,NO,,EDUCATIONAL INSTITUTION,RESEARCH & DEVELOPMENT,RESEARCH SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,27,,,8,,,,,,,8,OTHER (PLEASE INDICATE BELOW),"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,ADVANCED MATHEMATICS,DATA VISUALIZATION,PYTHON","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ACADEMIC OR RESEARCH CENTER,NEVER,RARELY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF INCENTIVES",SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,YES,WHITE,20,20,10,30,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,NO,3,4,1,2,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,NO,"OPEN-SOURCE SOFTWARE IS DEEMED INSECURE, SO IT’S NOT ALLOWED",,,N/A - WE DON'T USE OSS,NOT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,20,10,10,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,3,4,5,NO,NO,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30,,,,,,"SPEED,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,DECLINE TO ANSWER,DECLINE TO ANSWER,100,0,0,0,0,0,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,3,1,4,5,YES,NO,EDUCATIONAL INSTITUTION,CONSULTING,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,60,95,28,53,20,80,42,75,29,50,71,33,45,60,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,NO,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,IN THE CLOUD,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,NO,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,50,0,0,20,0,0,30,0,REDUCING COSTS,NO,,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,MASTER’S DEGREE,MALE,YES,WHITE,10,0,20,10,0,0,60,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),UNSURE,1,2,4,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,49,,,,26,,,,,,,,,,29,LESS,OTHER (PLEASE INDICATE BELOW),NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,OTHER (PLEASE INDICATE BELOW),NO,NO,,20,10,10,20,40,0,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",NOT YET,,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,WHITE,0,95,0,5,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,3,4,5,1,2,YES,NO,NOT-FOR-PROFIT ORGANIZATION,HEALTHCARE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,25,,,,,,,,,100,,,,,23,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,UNSURE,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,OTHER (PLEASE INDICATE BELOW),NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,70,10,10,0,10,0,0,0,RESEARCH AND INNOVATION,YES,AD-HOC,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,SOME COLLEGE,MALE,NO,WHITE,0,20,10,50,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,2,4,5,YES,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23,,,,21,,,51,,,,,,,,OTHER (PLEASE INDICATE BELOW),"PROBABILITY AND STATISTICS,MACHINE LEARNING,DATA VISUALIZATION,PYTHON","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",OTHER (PLEASE INDICATE BELOW),NEVER,RARELY,LACK OF INCENTIVES,LEARNING NEW LANGUAGES,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,20,10,20,0,30,20,0,ADVANCED INFORMATION WARFARE,"ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,3,2,4,5,NO,NO,EDUCATIONAL INSTITUTION,EDUCATION,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,22,22,,,,,,25,,99,,15,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",IN THE CLOUD,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,20,30,10,15,5,5,15,0,"INCREASING REVENUE,REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,BACHELOR’S DEGREE,MALE,NO,WHITE,20,10,20,20,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,2,1,4,5,3,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,NONE,SOMEWHAT CONFIDENT,OTHER (PLEASE INDICATE BELOW),DATA BREACH,UNSURE,,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,FEMALE,NO,WHITE,20,30,0,50,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,3,4,1,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,UTILITIES,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,36,78,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,NO,YES,OTHER (PLEASE INDICATE BELOW),30,30,0,0,0,20,20,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,BACHELOR’S DEGREE,MALE,NO,WHITE,10,30,0,30,20,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,3,1,4,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,NO,"FEAR OF VULNERABILITIES, POTENTIAL EXPOSURES, OR RISKS,ORGANIZATION DOESN’T HAVE STRONG IT GOVERNANCE IN PLACE,OPEN-SOURCE SOFTWARE IS DEEMED INSECURE, SO IT’S NOT ALLOWED",,,SOME,SOMEWHAT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,LICENSE RISK,DEPENDENCIES",UNSURE,,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,MALE,NO,SOUTHEAST ASIAN,5,70,10,5,5,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,NO,4,2,3,1,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,LICENSE RISK,DEPENDENCIES",YES,,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,0,30,40,30,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,3,4,5,1,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,99,82,,,,,,,83,82,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,OTHER (PLEASE INDICATE BELOW)",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,0,0,40,20,20,0,0,"INCREASING REVENUE,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,10,20,5,60,5,0,0,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),NO,2,5,3,4,1,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,2,,,,,,1,1,19,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",IN THE CLOUD,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,MODEL DECAY OR DATA DRIFT",NO,YES,,10,5,15,40,10,5,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,DOCTORAL DEGREE,MALE,NO,WHITE,0,30,0,0,0,0,70,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,NO,1,3,4,2,5,NO,UNSURE,EDUCATIONAL INSTITUTION,,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,78,20,,,,,,22,21,21,,,,,10,SPEED,"ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON,R","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,NO,WHITE,10,20,20,20,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,3,1,4,2,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,20,30,10,10,10,10,0,RESEARCH AND INNOVATION,NOT YET,,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,NO,EAST ASIAN,20,0,30,0,50,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,NOT FOR PROFIT,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,86,88,,,,,,,,,,,,,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEEP LEARNING","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,PRIMARY RESPONSIBILITY
UNITED STATES,42-57,SOME COLLEGE,MALE,NO,WHITE,5,30,5,50,5,5,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,3,5,4,NO,UNSURE,EDUCATIONAL INSTITUTION,NOT FOR PROFIT,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,25,,25,25,26,,,26,,,,26,,,,SECURITY MEASURES,"BUSINESS KNOWLEDGE,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,ADVANCED MATHEMATICS,COMPUTER SYSTEMS,PYTHON,JAVASCRIPT,SQL","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,NEVER,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF INCENTIVES",LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,WHITE,0,30,20,0,40,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,2,3,4,1,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,TRANSPORTATION & LOGISTICS,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,91,25,0,7,,,6,,,,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,NOT CURRENTLY USING",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,20,20,15,15,15,10,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,NON-BINARY,YES,WHITE,10,30,20,10,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OTHER (PLEASE INDICATE BELOW),NO,2,1,4,3,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,NOT FOR PROFIT,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23,23,,,,,,,,,,,,,,OTHER (PLEASE INDICATE BELOW),"COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,R","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,BLACK,20,0,40,20,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,3,4,1,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,52,24,,,,,,44,,84,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,UNSURE,YES,UNSURE,YES,INTERNAL COMPANY RESOURCES,IN THE CLOUD,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",10,10,30,10,20,20,0,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,DOCTORAL DEGREE,MALE,NO,OTHER (PLEASE INDICATE),20,70,10,0,0,0,0,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),UNSURE,2,1,3,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,RESEARCH & DEVELOPMENT,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,71,"SPEED,SECURITY MEASURES","BUSINESS KNOWLEDGE,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,PYTHON","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL PRODUCTION MONITORING AND ITERATION,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",CULTURE OF COMPETITION AND SECRECY,PRIMARY RESPONSIBILITY
UNITED STATES,58-67,BACHELOR’S DEGREE,MALE,NO,WHITE,50,0,0,40,0,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,4,1,5,3,2,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,53,53,,,,,,,,,,,,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,ON-PREMISES LOCAL SERVER,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,30,30,10,10,10,5,5,0,"INCREASING REVENUE,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,30,50,0,20,0,0,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,1,3,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,RETAIL,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,76,22,22,23,23,22,,23,,99,0,,,,,THE SAME AMOUNT,AUTOMATING TASKS,NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,IN THE CLOUD,MODEL DECAY OR DATA DRIFT,NO,NO,,50,40,10,0,0,0,0,0,"REDUCING COSTS,SAVING TIME",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,NO,WHITE,30,20,20,30,0,0,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,3,1,4,5,NO,,EDUCATIONAL INSTITUTION,,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,34,,35,,,,29,,30,,,6,8,32,"SPEED,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,NLP,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF INCENTIVES,PRIMARY RESPONSIBILITY
UNITED STATES,68,MASTER’S DEGREE,MALE,NO,WHITE,0,75,0,0,0,25,0,OTHER (PLEASE INDICATE BELOW),"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,1,4,3,2,5,NO,UNSURE,NOT APPLICABLE (STUDENT),RETAIL,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,16,,,,,,,,54,,,,,,"SPEED,MOBILE DEVELOPMENT","COMMUNICATION SKILLS,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,PRIMARY RESPONSIBILITY
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,10,20,40,0,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,3,4,5,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,26,,0,54,,,,17,,78,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,NO,NO,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,I'M NOT SURE,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,20,40,20,0,0,0,20,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,BLACK,15,5,15,5,30,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,2,1,3,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,BUSINESS ANALYST,OTHER,,,,,,,,,,,,,,,,,,,,,,,,88,,,,,52,THE SAME AMOUNT,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",I'M NOT SURE,I'M NOT SURE,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,30,30,0,20,20,0,0,0,PERFORMANCE INSIGHTS,UNSURE,,UNSURE,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,DOCTORAL DEGREE,FEMALE,NO,WHITE,0,50,20,20,0,0,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,NO,3,2,5,4,1,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,57,,,,,,,,,65,,,,,,MOBILE DEVELOPMENT,"DATA VISUALIZATION,PYTHON,SQL","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A NONPROFIT ORGANIZATION,NEVER,RARELY,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,10,45,0,45,0,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,3,2,4,5,1,YES,NO,GOVERNMENT AGENCY,DEFENSE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,80,,,53,47,,,,,40,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,YES,,60,15,5,5,5,5,5,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,DOCTORAL DEGREE,MALE,NO,EAST ASIAN,0,0,25,0,75,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,,,,,,NO,,GOVERNMENT AGENCY,ENERGY,APPLIED SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,SPEED,"ADVANCED MATHEMATICS,DATA VISUALIZATION,R","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,10,10,10,20,20,20,10,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,OTHER (PLEASE INDICATE BELOW)",NO,1,2,3,4,5,NO,,NOT-FOR-PROFIT ORGANIZATION,FINANCE,DEVELOPER,OTHER,,,,,,,,,,,,,,,24,,77,53,18,,,54,,84,,,,,,LESS,"AUTOMATING TASKS,OTHER (PLEASE INDICATE BELOW)",NO,YES,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,20,10,10,10,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,FEMALE,YES,WHITE,0,0,50,30,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,NO,1,2,4,3,5,NO,NO,EDUCATIONAL INSTITUTION,OTHER,RESEARCH SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,,23,,58,,,,60,,,,,,,MEMORY CONSUMPTION,"PROBABILITY AND STATISTICS,MACHINE LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,PYTHON","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,RARELY,RARELY,"CULTURE OF COMPETITION AND SECRECY,LACK OF INCENTIVES",LEARNING NEW LANGUAGES,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,10,40,20,20,5,5,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,1,4,3,5,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,23,22,,19,,,,20,,20,,19,,,,SLIGHTLY MORE,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),OTHER (PLEASE INDICATE BELOW)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I'M NOT SURE,OTHER (PLEASE INDICATE BELOW),NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",10,40,25,0,0,0,25,0,"PERFORMANCE INSIGHTS,OTHER (PLEASE INDICATE)",UNSURE,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,MALE,NO,WHITE,20,10,30,10,30,0,0,OTHER (PLEASE INDICATE BELOW),OVERALL ADOPTION OF AI ON A COMPANY SCALE,NO,1,4,2,3,5,NO,UNSURE,GOVERNMENT AGENCY,HEALTHCARE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,76,,,,,,,,,84,,,,,58,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,,20,20,20,0,0,0,0,40,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,10,10,20,10,10,10,30,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,25,24,25,8,11,14,24,10,38,12,16,16,9,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,30,10,10,10,10,10,0,"REDUCING COSTS,RESEARCH AND INNOVATION",NOT YET,,UNSURE,"AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,MASTER’S DEGREE,FEMALE,NO,LATINE/HISPANIC,20,20,50,0,5,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,3,4,5,NO,NO,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,PRODUCT MANAGER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,25,1,1,3,2,4,3,29,4,60,5,4,5,7,73,RUNTIME ERRORS,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL PRODUCTION MONITORING AND ITERATION,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A GOVERNMENT POSITION,SOMETIMES,RARELY,INTELLECTUAL PROPERTY CONCERNS,LEARNING NEW LANGUAGES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,SOME COLLEGE,MALE,NO,WHITE,0,50,50,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,NO,5,4,3,2,1,NO,,NOT APPLICABLE (STUDENT),ENGINEERING,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,93,,,,,,,,,,,,,,,SPEED,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,ADVANCED MATHEMATICS,DATA VISUALIZATION,PYTHON,JAVASCRIPT","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,FREQUENTLY,FREQUENTLY,CULTURE OF COMPETITION AND SECRECY,LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,MASTER’S DEGREE,MALE,NO,WHITE,10,10,10,20,40,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,33,,,,,,,,,,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,90,0,0,0,0,0,10,0,INCREASING REVENUE,YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,20,50,30,0,0,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,3,1,4,5,2,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,51,50,,,,,,,,,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,UNSURE,UNSURE,"INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,20,50,10,5,15,0,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,"BLACK,WHITE",20,0,50,0,30,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,2,1,3,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,DEFENSE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,76,25,17,,,,,,,100,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,MOVING TO THE CLOUD,NO,NO,,25,25,15,5,10,5,15,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NOT YET,,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,30,50,0,20,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,,,,,,NO,NO,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,SYSTEM ADMINISTRATOR,OTHER,,,,,,,,,,,,,,,77,21,0,48,,,,49,,77,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,10,50,10,0,0,0,30,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,FEMALE,NO,WHITE,0,10,20,30,0,0,40,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,2,1,4,5,NO,UNSURE,GOVERNMENT AGENCY,ENGINEERING,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,39,22,,,,,,,,30,,,,,,"MOBILE DEVELOPMENT,RUNTIME ERRORS","PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,PYTHON,R,SQL","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,BLACK,20,30,10,25,5,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,2,4,1,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,DEVELOPER,IT ADMIN / INFORMATION SECURITY,NO,"NOT WANTING TO DISRUPT CURRENT PROJECTS IN PLACE,FEAR OF VULNERABILITIES, POTENTIAL EXPOSURES, OR RISKS,OPEN-SOURCE SOFTWARE IS DEEMED INSECURE, SO IT’S NOT ALLOWED",,,NONE,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,0,80,10,10,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,4,3,1,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,37,15,,,,,12,,,,,,,,89,OTHER (PLEASE INDICATE BELOW),"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,R","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,PRIMARY RESPONSIBILITY
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,20,0,50,30,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,4,3,5,YES,NO,EDUCATIONAL INSTITUTION,RESEARCH & DEVELOPMENT,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,NOT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,COMMUNITY PLATFORMS AND FORUMS,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,50,0,20,30,0,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,100,,,,100,100,63,,,,,THE SAME AMOUNT,AUTOMATING TASKS,YES,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",50,30,10,0,0,10,0,0,"INCREASING REVENUE,RESEARCH AND INNOVATION",YES,AD-HOC,UNSURE,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,MALE,NO,WHITE,0,50,30,0,20,0,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,3,2,5,4,1,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,26,25,,,,,100,,100,,,,,,SPEED,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,R,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ESTABLISHED STARTUP IN GROWTH MODE,NEVER,FREQUENTLY,INTELLECTUAL PROPERTY CONCERNS,SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,0,0,100,0,0,0,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,NO,2,1,4,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,0,,,,,,,,51,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,OTHER (PLEASE INDICATE BELOW),NO,YES,,15,30,20,10,15,5,5,0,"INCREASING REVENUE,RESEARCH AND INNOVATION",YES,AD-HOC,NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,WHITE,15,15,20,15,20,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,1,4,3,5,YES,UNSURE,GOVERNMENT AGENCY,GOVERNMENT,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,UNSURE,,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,1,50,40,8,0,1,0,OTHER (PLEASE INDICATE BELOW),"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,3,2,4,1,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,30,,,,,,54,,,,,,,76,THE SAME AMOUNT,NOT CURRENTLY USING,YES,YES,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,YES,,40,40,1,0,0,0,19,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",UNSURE,,UNSURE,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,DOCTORAL DEGREE,MALE,NO,WHITE,0,0,30,20,50,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,2,1,4,3,5,NO,,EDUCATIONAL INSTITUTION,,PROFESSOR/INSTRUCTOR/RESEARCHER,OTHER,,,,,,,,,,,,,,,49,,,,51,,,,7,,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,OTHER (PLEASE INDICATE BELOW),NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,50,0,0,25,0,25,0,0,SAVING TIME,NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,0,50,0,25,20,5,0,ADVANCED INFORMATION WARFARE,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,3,4,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,PHARMACEUTICAL,BUSINESS ANALYST,OTHER,,,,,,,,,,,,,,,24,,,,,,,,,100,,,,,,LESS,OTHER (PLEASE INDICATE BELOW),UNSURE,UNSURE,NO,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,OTHER (PLEASE INDICATE BELOW)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,30,25,25,0,0,0,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,20,10,10,40,10,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,3,1,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,23,52,,76,,,34,50,73,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,NO,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,25,10,10,15,10,10,0,"INCREASING REVENUE,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,20,0,20,20,20,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,5,3,2,4,1,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,10,10,9,24,,,25,100,100,29,,33,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS,OTHER (PLEASE INDICATE BELOW)",NO,NO,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,40,10,5,15,5,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,EAST ASIAN,10,30,25,0,20,15,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,2,3,4,1,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,26,,27,28,49,,,20,,21,,,,,,LESS,AUTOMATING TASKS,NO,UNSURE,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,0,25,20,0,20,0,35,0,"REDUCING COSTS,SAVING TIME",NOT YET,,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,WHITE,15,20,15,20,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,5,4,3,YES,NO,NOT-FOR-PROFIT ORGANIZATION,NOT FOR PROFIT,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,23,24,,,,,,,,,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",I'M NOT SURE,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",0,0,0,0,0,0,100,0,"INCREASING REVENUE,OTHER (PLEASE INDICATE)",NOT YET,,NO,"AI ENGINEER,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,EAST ASIAN,25,10,30,20,15,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,2,4,1,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,27,,,28,,,,24,,,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,UNSURE,UNSURE,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,MOVING TO THE CLOUD",NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,20,20,20,0,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,YES,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,10,30,30,7,15,8,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,2,4,1,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,PRODUCT MANAGER,OTHER,,,,,,,,,,,,,,,53,,,,,,,26,,55,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,20,25,30,0,0,0,25,0,"REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,50,5,5,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,3,5,4,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,HOSPITALITY,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,,,,,,,,,,26,,,,,,LESS,AUTOMATING TASKS,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,MOVING TO THE CLOUD,NO,NO,,0,10,20,0,40,10,20,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,20,0,30,0,10,0,40,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,3,4,5,YES,UNSURE,GOVERNMENT AGENCY,GOVERNMENT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,100,34,31,28,27,,,,95,,,,,100,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,50,5,10,10,5,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,MASTER’S DEGREE,MALE,NO,WHITE,0,50,50,0,0,0,0,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),YES,2,3,4,5,1,YES,,NOT-FOR-PROFIT ORGANIZATION,NOT FOR PROFIT,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,100,100,100,,100,100,100,,100,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID UNIVERSITY COURSES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MODEL DECAY OR DATA DRIFT",YES,NO,,0,90,0,10,0,0,0,0,"SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,50,30,0,0,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OTHER (PLEASE INDICATE BELOW),NO,2,3,4,5,1,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,PRODUCT MANAGER,OTHER,,,,,,,,,,,,,,,78,,,,,,,,44,16,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,0,0,0,0,0,0,0,100,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",UNSURE,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,NO,WHITE,20,10,30,20,0,20,0,OTHER (PLEASE INDICATE BELOW),"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,4,5,2,3,NO,UNSURE,EDUCATIONAL INSTITUTION,RESEARCH & DEVELOPMENT,DATA SCIENTIST,OTHER,,,,,,,,,,,,,,,75,,,,26,,10,,39,40,,,16,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",25,20,10,10,15,10,10,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,20,50,10,10,5,5,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,3,1,4,2,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,PROFESSIONAL SERVICES,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,NO,"FEAR OF VULNERABILITIES, POTENTIAL EXPOSURES, OR RISKS,OPEN-SOURCE SOFTWARE IS DEEMED INSECURE, SO IT’S NOT ALLOWED",,,SOME,SOMEWHAT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",NO,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,DOCTORAL DEGREE,MALE,YES,WHITE,0,40,0,0,60,0,0,OTHER (PLEASE INDICATE BELOW),SECURITY CONCERNS AROUND OSS,YES,1,3,4,2,5,YES,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,8,24,0,0,,,,,,,,,,,,OTHER (PLEASE INDICATE BELOW),"COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,DATA VISUALIZATION,COMPUTER SYSTEMS,PYTHON,R,JAVASCRIPT,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",OTHER (PLEASE INDICATE BELOW),SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,LATINE/HISPANIC,12.5,25,25,0,25,12.5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,3,1,2,5,4,NO,,NOT APPLICABLE (STUDENT),FINANCE,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,24,72,,,,,,,,,,,,,,OTHER (PLEASE INDICATE BELOW),"PROBABILITY AND STATISTICS,MACHINE LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,PYTHON,R","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,A GOVERNMENT POSITION,NEVER,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF INCENTIVES",LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,BLACK,15,25,15,15,15,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,3,1,2,4,5,YES,UNSURE,GOVERNMENT AGENCY,GOVERNMENT,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,NO,"OPEN-SOURCE SOFTWARE IS DEEMED INSECURE, SO IT’S NOT ALLOWED",,,N/A - WE DON'T USE OSS,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,SENSITIVE/CLASSIFIED DATA USAGE,UNSURE,,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,0,0,10,0,80,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,2,4,3,1,5,NO,UNSURE,GOVERNMENT AGENCY,GOVERNMENT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,92,,,,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",UNSURE,YES,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,IN THE CLOUD,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,10,20,50,0,0,0,20,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,0,60,40,0,0,0,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,96,,,,,,,,,3,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,I DO NOT DEPLOY MODELS INTO PRODUCTION,ACCESS TO COMPUTE RESOURCES,NO,YES,,20,15,0,50,10,0,5,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,YES,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,MASTER’S DEGREE,MALE,NO,WHITE,25,0,50,0,25,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,2,1,3,4,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),OTHER (PLEASE INDICATE BELOW),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,11,,,14,,13,,,,,,SPEED,"MACHINE LEARNING,DEEP LEARNING,PYTHON","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,FREQUENTLY,LACK OF INCENTIVES,LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,FEMALE,DECLINE TO ANSWER,EAST ASIAN,10,35,15,30,5,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,3,4,2,5,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23,77,0,0,0,0,0,0,0,0,0,0,0,0,100,"SECURITY MEASURES,MEMORY CONSUMPTION,OTHER (PLEASE INDICATE BELOW)","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,JAVASCRIPT,SQL,GO LANG ,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,68,DOCTORAL DEGREE,MALE,NO,WHITE,0,20,20,20,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,NO,,,,,,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,0,,,15,,,,14,,,,,,,SPEED,"PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,WHITE,20,20,20,10,10,20,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,3,2,4,5,NO,,NOT APPLICABLE (STUDENT),EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,78,79,19,42,21,22,3,51,3,82,5,5,7,7,,OTHER (PLEASE INDICATE BELOW),"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,NLP,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,R,SQL","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",OTHER (PLEASE INDICATE BELOW),RARELY,FREQUENTLY,OTHER (PLEASE INDICATE BELOW),LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,NO,"BLACK,LATINE/HISPANIC",80,0,20,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,,,,,,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,FINANCE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,100,26,58,54,,,,73,,48,,39,,62,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,ACCESS TO COMPUTE RESOURCES,NO,NO,,20,0,20,20,0,30,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,SOME COLLEGE,FEMALE,NO,WHITE,25,75,0,0,0,0,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,2,1,3,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,OTHER (PLEASE INDICATE BELOW),IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,NONE,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",UNSURE,,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",YES,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,35,20,25,20,0,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,2,1,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,26,50,,,,,,,,28,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,UNSURE,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",30,40,20,0,0,0,10,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,OTHER (PLEASE SPECIFY),UNSURE,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,FEMALE,NO,"WHITE,LATINE/HISPANIC",20,10,20,10,30,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,4,3,2,1,5,NO,UNSURE,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,84,21,,,,,25,23,28,,,,,,MEMORY CONSUMPTION,"PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,PYTHON,R,SQL","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,EAST ASIAN,20,5,20,10,30,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,1,4,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,HEALTHCARE,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,WHITE,0,80,0,20,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,4,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,,,,,,,,,78,,,,,100,THE SAME AMOUNT,NOT CURRENTLY USING,NO,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,NO,NO,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,20,25,25,0,0,0,"INCREASING REVENUE,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,NO,WHITE,30,30,20,10,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,4,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,24,,24,,,,24,71,100,,,,,76,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),OTHER (PLEASE INDICATE BELOW)",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",IN THE CLOUD,IN THE CLOUD,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,,25,25,5,5,15,20,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AD-HOC,NO,"AI ENGINEER,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,NO,WHITE,10,10,10,10,30,30,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,4,3,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,OTHER (PLEASE INDICATE BELOW),IT ADMIN / INFORMATION SECURITY,YES,,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES,,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,DEPENDENCIES",UNSURE,,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,WHITE,10,20,10,50,5,5,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,2,1,4,3,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES,,SOME,NOT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",UNSURE,,NO,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,EAST ASIAN,30,30,40,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,2,3,1,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,98,69,99,30,100,72,36,64,83,100,28,45,46,,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,SECURING NETWORK CONNECTIVITY",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,30,40,30,0,0,0,0,0,SAVING TIME,NO,,NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,HIGH SCHOOL OR EQUIVALENT,MALE,NO,WHITE,0,50,0,0,0,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,,NOT-FOR-PROFIT ORGANIZATION,INSURANCE,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",10%,COMPLETE VISIBILITY,VERY CONFIDENT,,DATA BREACH,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,70,10,20,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",NO,1,2,5,4,3,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,PROFESSIONAL SERVICES,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,0,74,52,,,,54,,63,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,IN THE CLOUD,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,,30,30,20,0,0,0,20,0,"REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,BACHELOR’S DEGREE,MALE,NO,EAST ASIAN,0,30,30,10,30,0,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,1,2,4,3,5,NO,NO,NOT-FOR-PROFIT ORGANIZATION,GOVERNMENT,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,79,,,55,,,,79,78,78,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,,10,10,10,0,0,0,10,60,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,"WHITE,EAST ASIAN",35,25,20,10,5,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,2,4,1,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,,,27,,,,,,MEMORY CONSUMPTION,"COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON,SQL","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF INCENTIVES",SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,30,20,10,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,3,4,1,5,YES,YES,EDUCATIONAL INSTITUTION,ENGINEERING,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,COMPLETE VISIBILITY,VERY CONFIDENT,IT SYSTEM ADMIN,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,10,10,10,10,30,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,4,2,5,YES,YES,GOVERNMENT AGENCY,TECHNOLOGY,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,73,51,79,54,79,50,79,52,76,52,78,30,55,83,,"SECURITY MEASURES,RUNTIME ERRORS","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,BIG DATA MANAGEMENT,NLP,ADVANCED MATHEMATICS,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER SYSTEMS,PYTHON,JAVASCRIPT","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF INCENTIVES,PRIMARY RESPONSIBILITY
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,30,10,20,20,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,4,3,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,DEPENDENCIES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,30,20,10,10,10,20,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,VERY CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,CVES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,20,20,30,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,3,2,1,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,GOVERNMENT,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,LICENSE RISK",NO,REPO MAINTENANCE LAPSES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",YES,"AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,10,30,20,10,10,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,2,1,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,FOOD & BEVERAGE,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"CVES,REPO MAINTENANCE LAPSES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",YES,"PROMPT ENGINEER,AI AUDITOR,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,30,10,20,10,10,0,ADVANCED INFORMATION WARFARE,"ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,4,2,1,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,FINANCE,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"DATA BREACH,LICENSE RISK",YES,,YES,"PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,"AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,20,10,30,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,3,4,2,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,47,71,55,84,59,47,44,71,60,48,76,75,77,44,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,20,10,20,20,20,0,0,"INCREASING REVENUE,REDUCING COSTS",YES,AUTOMATED,YES,"AI ENGINEER,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,10,30,20,10,10,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,55,83,50,80,61,48,84,54,62,50,62,100,83,55,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,30,10,20,20,0,0,0,"REDUCING COSTS,SAVING TIME",YES,AUTOMATED,NO,"AI ENGINEER,AI ETHICIST,NONE OF THESE",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,69,50,51,62,84,54,73,52,77,52,74,51,71,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID UNIVERSITY COURSES",LOCAL LAPTOP,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,30,10,20,10,10,0,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,SOME COLLEGE,MALE,YES,EAST ASIAN,15,10,20,0,35,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,4,3,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,DATA ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,21,22,,,,,,32,,,,,,SPEED,"COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,JAVASCRIPT",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,A WELL-ESTABLISHED INDUSTRY GIANT,NEVER,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,15,9,7,20,25,24,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,3,2,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,NO,"FEAR OF VULNERABILITIES, POTENTIAL EXPOSURES, OR RISKS,OPEN-SOURCE SOFTWARE IS DEEMED INSECURE, SO IT’S NOT ALLOWED",,,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,LICENSE RISK",UNSURE,,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,10,0,20,10,30,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,1,3,4,5,YES,,NOT APPLICABLE (STUDENT),EDUCATION,RESEARCH SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,24,0,25,,,27,28,,100,,,,,,MOBILE DEVELOPMENT,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON,JAVASCRIPT,SQL","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,FREQUENTLY,INTELLECTUAL PROPERTY CONCERNS,LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,DOCTORAL DEGREE,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,10,80,5,5,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,4,2,1,3,5,YES,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,3,,3,,,,,,,,,,,SPEED,"PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,COMPUTER VISION/IMAGE PROCESSING,PYTHON","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,FREQUENTLY,FREQUENTLY,,FINDING AN INTERNSHIP,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,15,10,20,15,25,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,1,3,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",UNSURE,,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,BLACK,10,20,10,15,10,30,5,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,4,2,1,5,YES,YES,GOVERNMENT AGENCY,TECHNOLOGY,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,DEPENDENCIES",YES,,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",UNSURE,"PROMPT ENGINEER,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,EAST ASIAN,0,50,0,50,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,1,4,2,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,20,0,,44,,100,0,100,,100,,51,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",UNSURE,NO,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,0,30,30,0,0,0,40,0,"SAVING TIME,PERFORMANCE INSIGHTS",UNSURE,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,10,10,10,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,3,1,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,FINANCE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,96,40,17,65,35,50,51,31,56,71,44,58,41,56,0,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS,NOT CURRENTLY USING",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL LAPTOP,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,10,10,10,20,20,0,INCREASING REVENUE,YES,AUTOMATED,YES,"PROMPT ENGINEER,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",80,5,5,10,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,1,3,4,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,HEALTHCARE,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,25,,,,,,,,100,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,30,50,0,20,0,0,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,FEMALE,DECLINE TO ANSWER,WHITE,10,10,50,30,0,0,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,4,5,3,2,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,GOVERNMENT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,9,,,,,,7,,49,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS,OTHER (PLEASE INDICATE BELOW)",YES,YES,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,NO,NO,,20,30,10,2,2,1,35,0,"SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,FEMALE,NO,WHITE,0,0,90,0,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,1,3,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,UTILITIES,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",75%,COMPLETE VISIBILITY,VERY CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,REPO MAINTENANCE LAPSES,LICENSE RISK",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,MACHINE MANAGER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,30,15,20,10,10,15,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,3,1,4,5,YES,NO,EDUCATIONAL INSTITUTION,MANUFACTURING,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,31,34,35,31,29,33,34,33,30,52,30,31,30,30,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,PAID UNIVERSITY COURSES,IN THE CLOUD,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,20,20,10,10,10,10,0,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,10,20,10,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,3,2,4,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,32,35,29,37,33,33,34,29,33,47,34,28,34,37,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,INTERNAL COMPANY RESOURCES,LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,20,10,10,10,20,0,"SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,15,20,10,30,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,1,3,2,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,27,32,32,37,29,29,34,29,33,52,30,28,34,37,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY",YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,10,20,10,20,10,10,0,INCREASING REVENUE,YES,AUTOMATED,NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,30,10,20,10,20,10,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,,,,,,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,40,29,27,,,30,27,21,33,85,28,,,33,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,IN THE CLOUD,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,20,10,20,20,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,15,10,15,20,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,4,3,1,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,PROFESSIONAL SERVICES,APPLIED SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,62,54,75,53,38,64,81,52,45,56,42,72,42,31,,"SECURITY MEASURES,MEMORY CONSUMPTION","PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,10,20,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,1,4,5,YES,NO,EDUCATIONAL INSTITUTION,MANUFACTURING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,23,28,28,30,28,30,27,33,30,35,29,35,32,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,INTERNAL COMPANY RESOURCES,I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,IN THE CLOUD,SECURING DATA CONNECTIVITY,YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,20,20,10,10,10,20,0,"INCREASING REVENUE,SAVING TIME",YES,AUTOMATED,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,10,10,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,4,2,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,CVES",YES,,YES,COMMUNITY PLATFORMS AND FORUMS,NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,0,20,30,0,30,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,3,4,1,2,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,HOSPITALITY,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",UNSURE,"AI DATA ANALYST,PROMPT ENGINEER,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,0,20,0,0,50,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,4,1,3,5,YES,YES,GOVERNMENT AGENCY,FOOD & BEVERAGE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,76,32,,82,100,31,50,57,61,57,40,21,61,73,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",0,20,0,30,0,50,0,0,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AD-HOC,NO,"PROMPT ENGINEER,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,0,20,10,0,20,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,2,3,1,5,NO,YES,GOVERNMENT AGENCY,GOVERNMENT,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI ETHICIST,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,20,10,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,2,1,4,3,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,20,10,20,10,10,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,1,3,4,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,TRANSPORTATION & LOGISTICS,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,52,41,59,71,55,63,89,43,87,100,64,91,73,50,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,10,15,10,10,20,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,20,10,10,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,4,1,2,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"DATA BREACH,LICENSE RISK",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,10,10,40,20,10,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,4,2,1,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,RETAIL,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,22,,,28,,,,,,76,,,,,,LESS,NOT CURRENTLY USING,YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",I'M NOT SURE,I DO NOT DEPLOY MODELS INTO PRODUCTION,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,10,10,30,10,0,0,40,0,"INCREASING REVENUE,REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,EAST ASIAN,0,50,50,0,0,0,0,OTHER (PLEASE INDICATE BELOW),OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,3,4,5,YES,YES,EDUCATIONAL INSTITUTION,HEALTHCARE,OTHER (PLEASE INDICATE BELOW),IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,NONE,NOT CONFIDENT,OTHER (PLEASE INDICATE BELOW),"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",NO,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,10,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,4,3,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,19,23,21,17,24,30,25,24,28,26,22,26,22,28,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",ON-PREMISES LOCAL SERVER,IN THE CLOUD,ACCESS TO COMPUTE RESOURCES,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,20,10,10,10,20,10,0,RESEARCH AND INNOVATION,YES,AD-HOC,NO,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,20,20,20,10,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,4,3,5,YES,NO,GOVERNMENT AGENCY,MANUFACTURING,SYSTEM ADMINISTRATOR,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,19,28,24,28,25,29,25,28,25,25,29,27,28,26,,THE SAME AMOUNT,AUTOMATING TASKS,,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,SECURING DATA CONNECTIVITY,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,20,10,10,10,10,0,SAVING TIME,YES,AUTOMATED,NO,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,20,10,20,20,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,3,4,2,5,YES,NO,EDUCATIONAL INSTITUTION,MANUFACTURING,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,DATA BREACH,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),NO,MACHINE MANAGER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,20,20,10,20,20,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,2,3,1,4,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,TRANSPORTATION & LOGISTICS,SYSTEM ADMINISTRATOR,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,55,71,45,33,65,32,72,46,78,100,39,76,27,28,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,10,20,10,10,20,10,0,"INCREASING REVENUE,SAVING TIME",YES,AUTOMATED,NO,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,20,20,10,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,2,3,1,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30,29,28,29,34,33,31,39,33,36,34,,50,50,,"SPEED,SECURITY MEASURES","BUSINESS KNOWLEDGE,ENGINEERING SKILLS","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL DEPLOYMENT,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,35,5,10,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,4,2,3,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,29,27,32,26,33,29,30,29,27,31,25,33,31,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,YES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,SECURING DATA CONNECTIVITY",YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,25,20,10,10,15,10,10,0,RESEARCH AND INNOVATION,YES,AD-HOC,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,20,20,10,20,10,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,3,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,,SOMEWHAT CONFIDENT,C-SUITE LEVEL,LICENSE RISK,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,30,20,10,10,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,3,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,AGRICULTURE,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,DATA BREACH,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,20,10,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,3,4,5,YES,NO,GOVERNMENT AGENCY,MANUFACTURING,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,50%,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,DATA BREACH,YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,10,10,10,30,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,1,2,4,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,VERY CONFIDENT,C-SUITE LEVEL,"DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,PAID UNIVERSITY COURSES,NO,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,10,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,4,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,COMMUNITY PLATFORMS AND FORUMS,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,25,15,10,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,1,2,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,50%,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,DATA BREACH,YES,,YES,"PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",NO,MACHINE MANAGER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,10,30,20,10,30,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,4,1,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,32,38,58,37,46,33,61,41,49,55,31,36,19,43,21,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,20,10,20,10,20,10,0,"INCREASING REVENUE,REDUCING COSTS",YES,AUTOMATED,YES,"AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,20,15,15,10,20,20,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,4,3,2,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,LICENSE RISK",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,15,10,15,20,20,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,4,2,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,20,14,12,12,12,11,17,13,11,12,10,14,12,14,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,20,20,10,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS",YES,AUTOMATED,NO,"AI ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,20,20,20,10,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,REPO MAINTENANCE LAPSES,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",NO,"AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,15,15,10,15,20,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,2,4,3,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",NO,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,15,10,10,25,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,3,1,2,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"DATA BREACH,CVES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",NO,"AI ENGINEER,AI DATA ANALYST,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,20,10,10,20,20,20,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,3,1,2,4,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,53,27,52,39,63,37,52,70,33,83,29,83,41,43,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,20,10,10,30,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,"PROMPT ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,15,15,10,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,4,3,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,ML ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,LICENSE RISK,DEPENDENCIES",YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,10,20,15,15,20,20,0,,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,4,2,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,43,50,72,31,65,34,68,41,64,88,56,63,52,33,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",IN THE CLOUD,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,15,15,10,10,20,10,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,0,50,50,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,UNSURE,1,2,3,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,RESEARCH SCIENTIST,OTHER,,,,,,,,,,,,,,,88,,34,70,82,98,,72,11,60,,,3,3,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,UNSURE,YES,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,0,30,30,0,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,UNSURE,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,15,15,10,10,20,30,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,4,1,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,CVES,LICENSE RISK",YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,"AI DATA ANALYST,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,BLACK,15,5,10,10,20,25,15,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,3,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,95,51,83,61,63,53,36,58,70,43,28,60,34,65,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,15,20,15,10,20,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,15,15,15,10,20,25,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,4,3,2,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"CVES,LICENSE RISK",YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",NO,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,10,20,20,30,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,2,1,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,77,74,82,75,74,69,75,75,62,,23,61,8,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,5,10,15,50,10,0,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,20,20,15,5,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,2,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,5,15,20,30,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,10,15,20,5,40,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,4,2,3,5,YES,NO,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,74,39,69,58,32,,42,,,85,,,,,,"MOBILE DEVELOPMENT,SECURITY MEASURES","ENGINEERING SKILLS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,SQL","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,10,15,10,5,40,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,YES,NO,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,64,39,43,66,,,,83,,87,,,,,,"SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,MACHINE LEARNING,DEEP LEARNING","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,5,10,10,5,50,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,4,3,2,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",NO,"PROMPT ENGINEER,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,10,5,20,5,50,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,4,2,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,CVES,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",NO,"PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,10,10,18,2,50,10,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,2,3,1,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,NOT FOR PROFIT,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,83,66,,,93,71,,,85,,,,31,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,5,30,30,10,5,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,YES,LATINE/HISPANIC,30,60,10,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,NO,3,2,1,4,5,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,22,,,,,,24,,,,,,,,RUNTIME ERRORS,"ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,PYTHON",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,25,25,0,25,0,25,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,4,2,3,5,NO,NO,GOVERNMENT AGENCY,DEFENSE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,53,54,,,,,19,,,51,,,,,81,SLIGHTLY MORE,"AUTOMATING TASKS,OTHER (PLEASE INDICATE BELOW)",NO,YES,YES,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",IN THE CLOUD,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",25,50,25,0,0,0,0,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,UNSURE,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,NON-BINARY,YES,WHITE,0,20,0,50,15,15,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,4,3,5,NO,NO,GOVERNMENT AGENCY,GOVERNMENT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,25,,,,100,32,84,,,17,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),OTHER (PLEASE INDICATE BELOW)",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,I DO NOT DEPLOY MODELS INTO PRODUCTION,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",30,50,10,0,0,0,10,0,"REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,BACHELOR’S DEGREE,MALE,NO,WHITE,10,20,10,50,5,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,1,4,3,2,5,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES",,SOME,NOT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES",UNSURE,,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,EAST ASIAN,25,10,25,25,5,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,2,1,3,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,81,,,,44,,,,78,,,,,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,20,5,5,10,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NOT YET,,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,8,10,10,2,50,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,1,4,2,5,YES,NO,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,84,24,45,31,,,43,34,,,,,,,,"MOBILE DEVELOPMENT,SECURITY MEASURES,MEMORY CONSUMPTION","ENGINEERING SKILLS,BUSINESS ANALYTICS,MACHINE LEARNING,NLP,DATA VISUALIZATION,R,SQL","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL PRODUCTION MONITORING AND ITERATION,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,5,10,20,5,50,10,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,2,3,1,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,80,93,34,31,58,54,28,,,,,32,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,10,5,30,25,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,5,10,10,5,60,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,4,3,2,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,86,81,83,,73,,,37,,83,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",IN THE CLOUD,IN THE CLOUD,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING NETWORK CONNECTIVITY,MOVING TO THE CLOUD",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",25,10,10,20,20,10,5,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,MASTER’S DEGREE,FEMALE,NO,WHITE,5,10,20,5,50,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,,,,,,YES,NO,GOVERNMENT AGENCY,GOVERNMENT,DATA ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,82,73,59,57,,,66,,,80,,,,,,"MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,DEEP LEARNING,NLP,DATA VISUALIZATION","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,,5,15,15,5,50,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,YES,NO,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,82,52,23,78,24,88,,,,,74,,,,,"SECURITY MEASURES,RUNTIME ERRORS","PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,COMPUTER SYSTEMS","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL PRODUCTION MONITORING AND ITERATION,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,30,50,0,20,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,1,5,3,4,NO,NO,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,BUSINESS ANALYST,OTHER,,,,,,,,,,,,,,,100,25,27,,,,,,56,100,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,50,40,0,0,0,0,10,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,25,20,45,5,5,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,4,1,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,23,,,,22,,100,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MODEL DECAY OR DATA DRIFT",NO,YES,,30,30,10,5,10,5,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,DOCTORAL DEGREE,MALE,NO,WHITE,40,0,0,60,0,0,0,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),NO,,,,,,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,,,21,63,,,21,24,7,,,,,33,,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,MACHINE LEARNING","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",OTHER (PLEASE INDICATE BELOW),SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,NO,WHITE,0,30,60,10,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,1,3,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,24,,,,,,,,100,,,,,,SIGNIFICANTLY MORE,OTHER (PLEASE INDICATE BELOW),NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,75,10,10,0,0,0,5,0,"SAVING TIME,PERFORMANCE INSIGHTS",NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,DECLINE TO ANSWER,LATINE/HISPANIC,10,15,15,20,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,1,4,3,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,46,49,94,92,22,24,67,66,100,33,28,40,33,86,,"MOBILE DEVELOPMENT,SECURITY MEASURES,MEMORY CONSUMPTION","COMMUNICATION SKILLS,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,20,30,0,20,15,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,,,,,,NO,UNSURE,GOVERNMENT AGENCY,HEALTHCARE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,,,,,,,26,52,79,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",UNSURE,UNSURE,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,YES,OTHER (PLEASE INDICATE BELOW),40,0,30,10,0,0,20,0,"SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,DOCTORAL DEGREE,MALE,NO,WHITE,0,20,20,40,10,10,0,OTHER (PLEASE INDICATE BELOW),,NO,1,2,3,4,5,YES,UNSURE,EDUCATIONAL INSTITUTION,RESEARCH & DEVELOPMENT,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,98,0,8,27,39,,,24,23,43,,,,,,"SPEED,MOBILE DEVELOPMENT,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,SOUTHEAST ASIAN,0,50,0,0,50,0,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,4,3,2,5,NO,UNSURE,EDUCATIONAL INSTITUTION,,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,26,25,,27,,,,29,,,,,,,,MEMORY CONSUMPTION,PYTHON,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,18-25,SOME COLLEGE,FEMALE,YES,SOUTHEAST ASIAN,20,20,15,5,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,,,,,,NO,,EDUCATIONAL INSTITUTION,,ML ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,,,,,,,,,,,,,,,SPEED,"ENGINEERING SKILLS,MACHINE LEARNING,DEEP LEARNING,PYTHON","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ESTABLISHED STARTUP IN GROWTH MODE,NEVER,RARELY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,BACHELOR’S DEGREE,MALE,NO,WHITE,20,20,20,0,20,0,20,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,3,5,4,2,1,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,DEFENSE,DEVELOPER,OTHER,,,,,,,,,,,,,,,24,,,,23,,,,76,,,,21,,74,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,NO,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,30,20,20,0,0,0,30,0,"SAVING TIME,PERFORMANCE INSIGHTS",NOT YET,,NO,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,SOUTHEAST ASIAN,30,20,15,5,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,3,2,5,4,1,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,OTHER,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,75,,,3,24,,,,13,28,31,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",IN THE CLOUD,IN THE CLOUD,OTHER (PLEASE INDICATE BELOW),NO,YES,,30,15,5,10,20,10,5,5,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,OTHER (PLEASE INDICATE BELOW),"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,FEMALE,NO,BLACK,10,10,10,10,10,50,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,4,2,1,5,NO,,NOT APPLICABLE (STUDENT),EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,24,23,,,,,,,,,,,,SECURITY MEASURES,ALL OF THE ABOVE,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,A GOVERNMENT POSITION,NEVER,RARELY,,LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",0,80,20,0,0,0,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,3,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,23,,,,,,,,,,,,,,,LESS,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,OTHER (PLEASE INDICATE BELOW),0,0,0,0,0,0,0,100,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,OTHER (PLEASE SPECIFY),NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,15,20,25,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,3,4,1,5,NO,UNSURE,EDUCATIONAL INSTITUTION,RESEARCH & DEVELOPMENT,RESEARCH SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,,58,,,,,,62,SPEED,"COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,PYTHON,SQL","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,LACK OF INCENTIVES",LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,20,10,40,20,10,0,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,4,3,1,2,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,22,79,8,9,,,,,14,74,,,,60,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",NO,NO,,10,20,10,5,20,20,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,OTHER (PLEASE SPECIFY),NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,BLACK,15,20,20,5,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,2,1,4,3,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,50%,SOME,SOMEWHAT CONFIDENT,,SENSITIVE/CLASSIFIED DATA USAGE,UNSURE,,UNSURE,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",UNSURE,"AI ENGINEER,PROMPT ENGINEER,AI AUDITOR,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,20,25,35,20,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,3,5,4,1,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,20,,,,,4,3,29,94,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,,20,20,0,10,15,5,30,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS,OTHER (PLEASE INDICATE)",YES,OTHER (PLEASE SPECIFY),NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,DOCTORAL DEGREE,MALE,NO,WHITE,0,25,25,25,25,0,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,3,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,86,26,,,,,,,,,,,,,,SPEED,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,COMPUTER SYSTEMS,PYTHON,R,SQL","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,58-67,DOCTORAL DEGREE,MALE,NO,WHITE,15,20,20,20,20,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",NO,3,2,4,1,5,NO,UNSURE,GOVERNMENT AGENCY,TECHNOLOGY,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES,,SOME,SOMEWHAT CONFIDENT,,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",NO,DATA BREACH,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,50,20,10,20,0,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,3,4,2,1,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,OTHER (PLEASE INDICATE BELOW),IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES",YES,,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,0,0,25,0,50,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,4,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,21,,21,,21,,100,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,33,20,10,10,10,5,12,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,OTHER (PLEASE INDICATE BELOW),"AI ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,DECLINE TO ANSWER,20,40,13,5,15,7,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,4,3,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,70,33,0,,,,,,33,25,,8,,,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MODEL DECAY OR DATA DRIFT",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,40,15,5,15,15,5,5,0,"SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,UNSURE,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,MASTER’S DEGREE,MALE,NO,WHITE,10,20,20,10,20,10,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,NO,1,2,4,3,5,YES,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,22,0,20,20,23,11,0,5,30,15,0,0,0,0,,THE SAME AMOUNT,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,0,0,0,0,0,0,0,100,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",UNSURE,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,20,20,20,10,20,10,0,ADVANCED INFORMATION WARFARE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,UNSURE,2,5,3,4,1,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,52,,,,,,,,,,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,UNSURE,UNSURE,UNSURE,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,I'M NOT SURE,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,20,20,20,10,10,10,10,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,WHITE,0,30,50,0,10,10,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,2,4,3,1,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,OTHER (PLEASE INDICATE BELOW),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,25,,,,,,,,78,,,,,,SPEED,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,R,SQL,GO LANG ","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN EARLY-STAGE STARTUP COMPANY,NEVER,FREQUENTLY,INTELLECTUAL PROPERTY CONCERNS,FINDING AN INTERNSHIP,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,0,50,20,30,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,3,4,5,2,1,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,20,,,,,,,,100,,,,,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,NO,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,,30,0,0,0,30,0,30,10,"SAVING TIME,RESEARCH AND INNOVATION",NOT YET,,OTHER (PLEASE INDICATE BELOW),NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,DECLINE TO ANSWER,20,10,15,0,25,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,1,4,3,2,5,YES,YES,GOVERNMENT AGENCY,GOVERNMENT,OTHER (PLEASE INDICATE BELOW),IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,,SOMEWHAT CONFIDENT,OTHER (PLEASE INDICATE BELOW),DATA BREACH,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),OTHER (PLEASE INDICATE BELOW)",NO,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,20,10,30,10,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,2,3,1,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,25,,26,20,,100,,100,100,100,73,52,12,12,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",NO,NO,,20,20,10,20,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NOT YET,,UNSURE,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,0,20,40,20,20,0,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,3,2,5,4,1,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,,,,,,21,,,85,,,,,,SLIGHTLY MORE,AUTOMATING TASKS,YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,50,25,5,5,5,0,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,25,25,0,0,25,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,3,2,1,4,5,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,20,22,,54,,,,,37,,,,,,"SPEED,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,ADVANCED MATHEMATICS,PYTHON","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,CULTURE OF COMPETITION AND SECRECY,PRIMARY RESPONSIBILITY
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,OTHER (PLEASE INDICATE),10,20,20,10,30,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,4,2,5,YES,NO,EDUCATIONAL INSTITUTION,EDUCATION,BUSINESS ANALYST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,5,,,,,,,51,,23,,,,,,MOBILE DEVELOPMENT,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER SYSTEMS,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A WELL-ESTABLISHED INDUSTRY GIANT,NEVER,RARELY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS",LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,30,20,50,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,2,1,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,DEVELOPER,OTHER,,,,,,,,,,,,,,,40,,5,,100,5,,1,24,22,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,NO,NO,,80,0,0,5,10,0,5,0,RESEARCH AND INNOVATION,NOT YET,,UNSURE,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,BACHELOR’S DEGREE,MALE,NO,WHITE,5,5,5,75,10,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,1,2,3,4,5,NO,UNSURE,GOVERNMENT AGENCY,GOVERNMENT,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,75,21,,47,,,,44,20,47,,4,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,5,60,5,0,0,0,30,0,OTHER (PLEASE INDICATE),UNSURE,,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,OTHER (PLEASE INDICATE),20,45,20,10,5,0,0,OTHER (PLEASE INDICATE BELOW),"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,OTHER (PLEASE INDICATE BELOW)",YES,1,2,4,3,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,OTHER (PLEASE INDICATE BELOW),IT ADMIN / INFORMATION SECURITY,YES,,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,,SOME,NOT CONFIDENT,,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",NO,SENSITIVE/CLASSIFIED DATA USAGE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,BACHELOR’S DEGREE,MALE,NO,WHITE,0,10,0,0,0,0,90,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),NO,1,3,4,2,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,,,,53,,,30,13,,,,,,26,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,95,0,5,0,0,0,0,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,30,20,10,5,5,0,30,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,2,1,4,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,73,52,31,55,57,,,100,100,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,5,20,20,20,10,5,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,DOCTORAL DEGREE,MALE,NO,WHITE,25,25,25,25,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,,,,,,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,RETAIL,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,,19,,14,,,,,9,,,,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",IN THE CLOUD,IN THE CLOUD,MODEL DECAY OR DATA DRIFT,NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,30,20,0,10,20,20,0,0,"INCREASING REVENUE,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,DOCTORAL DEGREE,MALE,NO,WHITE,5,50,25,20,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OTHER (PLEASE INDICATE BELOW),UNSURE,1,3,2,4,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,99,,,,,,,,,,,,,,,RUNTIME ERRORS,"PROBABILITY AND STATISTICS,ADVANCED MATHEMATICS,DATA VISUALIZATION,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,CULTURE OF COMPETITION AND SECRECY,PRIMARY RESPONSIBILITY
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,20,60,10,5,0,5,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,3,4,1,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TRANSPORTATION & LOGISTICS,OTHER (PLEASE INDICATE BELOW),IT ADMIN / INFORMATION SECURITY,NO,"LACK OF KNOWLEDGE OR UNDERSTANDING,NOT WANTING TO DISRUPT CURRENT PROJECTS IN PLACE,FEAR OF VULNERABILITIES, POTENTIAL EXPOSURES, OR RISKS,ORGANIZATION DOESN’T HAVE STRONG IT GOVERNANCE IN PLACE",,,NONE,SOMEWHAT CONFIDENT,,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",NO,DATA BREACH,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,WHITE,30,30,40,0,0,0,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,NO,,,,,,NO,NO,NOT-FOR-PROFIT ORGANIZATION,HEALTHCARE,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,50,,,,,,,,,48,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,40,30,15,0,0,0,15,0,"INCREASING REVENUE,REDUCING COSTS,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,EAST ASIAN,30,30,30,10,0,0,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,4,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,11,25,25,25,,7,27,100,63,17,,,17,,SLIGHTLY MORE,NOT CURRENTLY USING,YES,UNSURE,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,30,10,10,20,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,NO DEGREE,MALE,NO,DECLINE TO ANSWER,5,86,5,1,2,1,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,2,4,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,DATA BREACH,NO,DATA BREACH,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,10,20,10,25,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,3,5,4,1,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,PROFESSIONAL SERVICES,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",NO,CVES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,WHITE,40,40,10,10,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,4,5,2,3,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,100,3,3,4,4,6,57,6,32,2,3,2,3,49,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),OTHER (PLEASE INDICATE BELOW)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,MODEL DECAY OR DATA DRIFT,OTHER (PLEASE INDICATE BELOW)",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",30,10,0,30,10,10,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,BLACK,20,10,10,10,10,20,20,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,1,3,4,5,NO,YES,NOT-FOR-PROFIT ORGANIZATION,PROFESSIONAL SERVICES,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,VERY CONFIDENT,OTHER (PLEASE INDICATE BELOW),"DATA BREACH,REPO MAINTENANCE LAPSES,LICENSE RISK",UNSURE,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,FEMALE,YES,WHITE,15,25,35,0,10,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,,,,,,NO,,EDUCATIONAL INSTITUTION,RESEARCH & DEVELOPMENT,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23,100,,,,,,,,19,,,,,,"MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS","COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DATA VISUALIZATION,R","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,BLACK,17,17,16,16,17,17,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,3,4,1,2,5,NO,UNSURE,NOT APPLICABLE (STUDENT),EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,26,28,10,0,0,0,0,12,0,0,0,0,0,0,,RUNTIME ERRORS,"PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,COMPUTER VISION/IMAGE PROCESSING,PYTHON,R","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,AN ACADEMIC OR RESEARCH CENTER,NEVER,FREQUENTLY,,LEARNING NEW LANGUAGES,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,FEMALE,NO,EAST ASIAN,30,10,30,10,20,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,2,3,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,24,,,,,,,15,100,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",IN THE CLOUD,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",50,0,0,10,20,20,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,5,25,20,5,40,5,0,ADVANCED INFORMATION WARFARE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,2,5,3,4,1,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,26,79,,,,,,,,98,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,40,1,40,1,2,1,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,EAST ASIAN,30,10,10,20,20,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,,,,,,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,,100,17,100,16,,48,43,,,,,,,MEMORY CONSUMPTION,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DATA VISUALIZATION,PYTHON","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A WELL-ESTABLISHED INDUSTRY GIANT,NEVER,FREQUENTLY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF INCENTIVES",FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,30,20,20,30,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,4,3,1,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,NOT FOR PROFIT,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,26,25,49,,,,22,22,100,,,,,49,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",LOCAL LAPTOP,IN THE CLOUD,MEETING IT/INFOSEC STANDARDS,NO,NO,,20,50,5,5,15,0,5,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,FEMALE,NO,SOUTHEAST ASIAN,25,30,15,30,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,2,1,3,4,5,YES,UNSURE,EDUCATIONAL INSTITUTION,,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,22,23,,,22,,,,,,,,,,,,COMMUNICATION SKILLS,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,WHITE,10,30,25,15,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,1,4,3,5,NO,YES,GOVERNMENT AGENCY,GOVERNMENT,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,NOT CONFIDENT,,"SENSITIVE/CLASSIFIED DATA USAGE,CVES",NO,DEPENDENCIES,UNSURE,"FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",NO,"AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,DOCTORAL DEGREE,MALE,NO,WHITE,10,35,20,10,10,15,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,5,4,3,1,NO,NO,EDUCATIONAL INSTITUTION,RESEARCH & DEVELOPMENT,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52,,,,,,,,89,,,,,22,,"SPEED,MEMORY CONSUMPTION","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,SQL","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,58-67,SOME COLLEGE,MALE,NO,WHITE,10,70,0,20,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,4,2,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,76,,,,26,26,,26,,,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,NO,NO,,65,0,0,10,25,0,0,0,"INCREASING REVENUE,RESEARCH AND INNOVATION",YES,AD-HOC,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,SOUTHEAST ASIAN,25,10,25,20,20,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,4,3,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,92,,21,,,,,,34,,,,24,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,IN THE CLOUD,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,,20,30,5,15,20,0,10,0,RESEARCH AND INNOVATION,NO,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,LATINE/HISPANIC,0,0,0,0,0,10,90,OTHER (PLEASE INDICATE BELOW),HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,,,,,,NO,NO,NOT-FOR-PROFIT ORGANIZATION,TECHNOLOGY,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",I'M NOT SURE,I'M NOT SURE,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,0,0,0,0,0,0,0,100,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,20,35,10,5,25,5,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,1,4,3,5,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,99,,,,,,,,14,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",25,25,25,5,10,0,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,DOCTORAL DEGREE,MALE,NO,WHITE,20,30,10,20,10,0,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,3,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,OTHER (PLEASE INDICATE BELOW),,COMPLETE VISIBILITY,VERY CONFIDENT,I DO,SENSITIVE/CLASSIFIED DATA USAGE,YES,,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,BACHELOR’S DEGREE,MALE,NO,WHITE,20,25,15,15,10,15,0,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),NO,3,1,4,2,5,NO,,NOT APPLICABLE (STUDENT),ENGINEERING,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,76,,22,,21,,,18,18,17,,15,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,OTHER (PLEASE INDICATE BELOW),25,10,25,15,10,5,10,0,OTHER (PLEASE INDICATE),YES,OTHER (PLEASE SPECIFY),OTHER (PLEASE INDICATE BELOW),NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,SOUTHEAST ASIAN,10,15,20,15,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",UNSURE,3,2,4,1,5,NO,,NOT APPLICABLE (STUDENT),TELECOMMUNICATIONS,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23,23,23,23,22,22,21,22,21,21,20,21,21,20,,OTHER (PLEASE INDICATE BELOW),N/A - I WON'T BE ENTERING THE DATA SCIENCE/ML FIELD,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN ESTABLISHED STARTUP IN GROWTH MODE,RARELY,FREQUENTLY,LACK OF INCENTIVES,FINDING AN INTERNSHIP,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",50,50,0,0,0,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OTHER (PLEASE INDICATE BELOW)",YES,4,3,5,2,1,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,,21,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),OTHER (PLEASE INDICATE BELOW)",YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,,40,40,5,10,5,0,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",UNSURE,,NO,"NONE OF THESE,OTHER (PLEASE INDICATE BELOW)",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,10,15,15,10,20,10,20,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,2,4,1,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,69,29,,22,49,,,,23,81,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,20,10,15,10,10,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,SOME COLLEGE,MALE,NO,WHITE,0,20,20,60,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,3,4,5,YES,UNSURE,EDUCATIONAL INSTITUTION,CONSULTING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,63,61,,,,,52,,60,57,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MOVING TO THE CLOUD",NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,30,30,20,0,0,10,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,20,40,30,10,0,0,0,OTHER (PLEASE INDICATE BELOW),HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,5,4,3,1,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,0,,,,,30,,,,0,49,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",UNSURE,NO,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",NO,NO,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,10,30,15,20,10,10,5,0,INCREASING REVENUE,YES,AUTOMATED,NO,"AI ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,SOUTHEAST ASIAN,0,50,50,0,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,1,3,4,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,,,53,,,,,,MEMORY CONSUMPTION,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,R,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",A WELL-ESTABLISHED INDUSTRY GIANT,NEVER,ALWAYS,INTELLECTUAL PROPERTY CONCERNS,FINDING AN INTERNSHIP,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,MASTER’S DEGREE,FEMALE,NO,SOUTHEAST ASIAN,40,25,15,0,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,3,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,30,30,31,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,COMMUNITY PLATFORMS AND FORUMS,LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,NO,,0,0,5,55,15,10,15,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,MASTER’S DEGREE,MALE,YES,WHITE,30,20,5,40,5,0,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,NO,1,2,4,3,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,88,7,,,,,,,28,,,,,,7,THE SAME AMOUNT,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,NO,YES,OTHER (PLEASE INDICATE BELOW),20,40,10,0,0,10,20,0,RESEARCH AND INNOVATION,NOT YET,,UNSURE,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,,15,75,10,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,3,2,4,5,NO,NO,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,78,25,,,,,,,,16,,,,,,"SPEED,SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,PYTHON,R","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,25,0,25,0,25,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",UNSURE,3,4,1,2,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,CVES,REPO MAINTENANCE LAPSES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,10,20,20,10,20,20,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,1,4,3,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,45,58,42,52,46,60,52,49,42,60,58,49,43,63,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,UNSURE,UNSURE,UNSURE,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,20,10,10,20,10,10,0,SAVING TIME,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,10,10,30,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,4,1,2,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,HEALTHCARE,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,BACHELOR’S DEGREE,MALE,NO,WHITE,25,20,20,35,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,WHITE,20,10,20,20,20,10,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,LATINE/HISPANIC,0,20,0,0,60,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,20,80,0,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",NO,2,1,3,4,5,NO,NO,EDUCATIONAL INSTITUTION,EDUCATION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,27,28,,,,,,,,87,,,,,55,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,25,25,0,25,25,0,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,4,2,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,BUSINESS ANALYST,OTHER,,,,,,,,,,,,,,,57,24,,,,,,35,35,53,,,,,,SLIGHTLY MORE,OTHER (PLEASE INDICATE BELOW),UNSURE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,EAST ASIAN,25,25,30,0,20,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,2,4,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,BUSINESS ANALYST,OTHER,,,,,,,,,,,,,,,75,52,,20,20,,,23,,51,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,NO,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,5,40,5,15,15,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",UNSURE,2,3,4,1,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,PHARMACEUTICAL,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,0,27,,,,,60,50,100,,,,39,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,OTHER (PLEASE INDICATE BELOW)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,WHITE,5,30,20,5,20,20,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,MASTER’S DEGREE,FEMALE,YES,WHITE,10,30,50,0,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,4,3,5,NO,UNSURE,EDUCATIONAL INSTITUTION,OTHER,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,49,69,,,,,,8,7,19,,,,,,"MOBILE DEVELOPMENT,RUNTIME ERRORS","PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DATA VISUALIZATION,PYTHON,R,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,YES,"WHITE,OTHER (PLEASE INDICATE)",0,100,0,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,4,3,5,2,1,NO,,NOT APPLICABLE (STUDENT),GOVERNMENT,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,FEMALE,NO,OTHER (PLEASE INDICATE),10,10,20,20,20,20,0,OTHER (PLEASE INDICATE BELOW),SECURITY CONCERNS AROUND OSS,UNSURE,2,1,3,4,5,NO,,GOVERNMENT AGENCY,EDUCATION,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,15,15,25,10,20,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,20,20,15,15,20,5,5,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,SOUTHEAST ASIAN,30,30,40,0,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,NO,1,4,2,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,APPLIED SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,NO,WHITE,8,8,9,45,15,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,1,3,2,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,30,,,,49,,,62,,,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,NO,NO,UNSURE,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"SECURING DATA CONNECTIVITY,MOVING TO THE CLOUD",NO,NO,,40,20,30,0,0,10,0,0,"REDUCING COSTS,SAVING TIME",NOT YET,,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,NO,LATINE/HISPANIC,20,30,30,0,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,3,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,9,11,,,,,,SIGNIFICANTLY MORE,AUTOMATING TASKS,YES,UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,DECLINE TO ANSWER,40,10,10,0,40,0,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,1,2,3,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,FEMALE,NO,BLACK,10,40,10,30,10,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,2,3,1,4,5,NO,NO,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,,,,,,,,,21,,,,,,,"BUSINESS KNOWLEDGE,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,DATA VISUALIZATION,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,DOCTORAL DEGREE,MALE,NO,WHITE,5,20,25,15,20,15,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,3,4,5,1,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,79,24,25,24,24,,24,24,71,24,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",IN THE CLOUD,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MODEL DECAY OR DATA DRIFT",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",25,0,5,15,25,5,25,0,"INCREASING REVENUE,RESEARCH AND INNOVATION",YES,AD-HOC,UNSURE,"AI ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,MASTER’S DEGREE,MALE,NO,WHITE,30,20,20,30,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,4,3,5,NO,,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,78,24,,,,,,,27,,,,,,,"SPEED,SECURITY MEASURES","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,JAVASCRIPT,SQL,GO LANG ,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,10,30,20,40,0,0,0,ADVANCED INFORMATION WARFARE,,NO,,,,,,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,OTHER,,,,,,,,,,,,,,,86,,,,,,,,,,,,,,85,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,UNSURE,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,,10,10,30,0,0,0,50,0,"INCREASING REVENUE,SAVING TIME",UNSURE,,NO,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,EAST ASIAN,20,20,20,30,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,SOME COLLEGE,MALE,NO,"BLACK,WHITE",25,25,10,10,20,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,3,5,2,4,NO,UNSURE,EDUCATIONAL INSTITUTION,HEALTHCARE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,20,0,0,30,50,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,2,4,1,5,YES,UNSURE,EDUCATIONAL INSTITUTION,NOT FOR PROFIT,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,75,48,45,,,,,,,59,,,,,,"SECURITY MEASURES,MEMORY CONSUMPTION","PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,PYTHON,R,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,18-25,SOME COLLEGE,MALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,30,10,10,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,3,2,4,1,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,DOCTORAL DEGREE,MALE,NO,WHITE,10,30,40,20,0,0,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,4,3,2,5,1,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,RESEARCH & DEVELOPMENT,BUSINESS ANALYST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,23,22,22,21,22,,9,6,5,,,,,22,"SPEED,MOBILE DEVELOPMENT","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,PYTHON","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,FEMALE,NO,WHITE,40,30,10,0,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,NO,2,3,1,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,PROFESSIONAL SERVICES,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,"ACCESS TO COMPUTE RESOURCES,MODEL DECAY OR DATA DRIFT",NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,35,5,5,40,10,5,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,4,2,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,20,20,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,2,1,4,5,YES,YES,EDUCATIONAL INSTITUTION,HEALTHCARE,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,30,20,0,20,30,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,4,3,5,YES,YES,EDUCATIONAL INSTITUTION,HEALTHCARE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,21,26,28,27,22,23,,,,,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,20,0,10,30,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,SECURITY CONCERNS AROUND OSS,YES,2,3,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,SYSTEM ADMINISTRATOR,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,10,20,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,54,,48,,50,,,,,,,,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,20,15,5,60,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OTHER (PLEASE INDICATE BELOW),YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,20,15,15,10,30,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,1,3,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,NO,WHITE,15,15,10,10,30,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,4,3,1,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,ML ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,20,10,10,20,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,RESEARCH & DEVELOPMENT,ML ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,10,10,10,30,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,20,20,10,10,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,4,2,3,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,BLACK,30,20,10,20,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,86,38,0,,,,,19,91,96,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,WHITE,10,30,30,15,15,0,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,NO,1,3,2,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,AGRICULTURE,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53,,,,,,,19,20,,,,,,,MOBILE DEVELOPMENT,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,SQL",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL BUILDING/CODING,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,70,10,0,20,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,OTHER (PLEASE INDICATE BELOW)",YES,4,5,3,2,1,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,,10,,,,,13,51,,,,,12,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,UNSURE,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,OTHER (PLEASE INDICATE BELOW),0,30,30,0,0,40,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,"AI ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,50,0,0,0,50,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,4,5,3,2,1,YES,NO,NOT-FOR-PROFIT ORGANIZATION,HOSPITALITY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",,UNSURE,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,MODEL DECAY OR DATA DRIFT,NO,NO,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,SOUTHEAST ASIAN,20,10,10,25,10,25,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,3,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,22,77,,,,,,100,100,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS,NOT CURRENTLY USING",YES,UNSURE,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",5,20,10,20,20,20,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NOT YET,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,BACHELOR’S DEGREE,MALE,NO,WHITE,30,10,20,20,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,,,,,,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,27,26,19,,8,29,,,39,79,,,19,,,SLIGHTLY MORE,NOT CURRENTLY USING,YES,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,YES,,10,80,0,5,5,0,0,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION",YES,,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,SOME COLLEGE,MALE,DECLINE TO ANSWER,WHITE,60,10,20,0,10,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,5,70,5,10,5,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,3,4,1,5,2,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,RESEARCH & DEVELOPMENT,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,50,23,51,52,21,0,,71,71,49,,52,,,,MEMORY CONSUMPTION,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER SYSTEMS,PYTHON,JAVASCRIPT,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF INCENTIVES,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,10,20,30,20,10,10,0,ADVANCED INFORMATION WARFARE,OTHER (PLEASE INDICATE BELOW),YES,3,2,5,4,1,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,47,,,,,,,,20,100,,,13,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,0,70,0,30,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,OTHER (PLEASE INDICATE),0,0,100,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,1,3,5,4,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,WHITE,0,10,30,0,30,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,3,1,2,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,BUSINESS ANALYST,OTHER,,,,,,,,,,,,,,,21,,,,,,,,,8,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,UNSURE,UNSURE,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,50,25,25,0,0,0,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,5,25,10,20,20,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,4,3,1,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,CVES",YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,BACHELOR’S DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",25,35,10,15,0,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,1,4,3,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,PRODUCT MANAGER,OTHER,,,,,,,,,,,,,,,77,,,21,,,,75,,22,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS,OTHER (PLEASE INDICATE BELOW)",NO,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL LAPTOP,IN THE CLOUD,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",20,0,30,30,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",NO,1,2,3,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,OTHER,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,LESS,NOT CURRENTLY USING,YES,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,DOCTORAL DEGREE,MALE,NO,WHITE,30,20,40,0,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,5,4,2,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,DEFENSE,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,36,,5,,19,,,,,33,22,,,,72,"SPEED,SECURITY MEASURES,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,ENGINEERING SKILLS","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",INTELLECTUAL PROPERTY CONCERNS,PRIMARY RESPONSIBILITY
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,EAST ASIAN,15,20,10,10,30,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,SYSTEM ADMINISTRATOR,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",5,5,60,0,0,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,2,1,3,4,5,NO,UNSURE,EDUCATIONAL INSTITUTION,ELECTRONICS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,20,20,,,40,,,,,,,,,,,LESS,AUTOMATING TASKS,YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,0,0,0,100,0,0,0,0,"INCREASING REVENUE,REDUCING COSTS",YES,AUTOMATED,YES,"AI ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,20,25,40,0,10,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,2,3,1,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,0,0,76,29,0,0,0,10,0,21,0,11,0,0,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,YES,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,30,10,15,15,15,5,10,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION",YES,AD-HOC,YES,"PROMPT ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,60,30,10,0,0,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,2,1,3,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,PROFESSIONAL SERVICES,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,16,17,91,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,,25,10,10,30,5,0,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,30,30,30,0,10,0,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,0,0,0,80,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,3,5,4,YES,YES,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53,,,,,96,,,,,,,,,,SPEED,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",CULTURE OF COMPETITION AND SECRECY,PRIMARY RESPONSIBILITY
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,0,0,0,90,10,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,5,1,4,2,3,YES,YES,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,71,,,,,,,,,,,96,,,,SPEED,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BUSINESS ANALYTICS,MACHINE LEARNING","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",CULTURE OF COMPETITION AND SECRECY,PRIMARY RESPONSIBILITY
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,0,20,0,60,20,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,3,1,2,5,4,YES,YES,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,55,,,,,90,,,,,,51,,,,SPEED,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,DEEP LEARNING,ADVANCED MATHEMATICS","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",CULTURE OF COMPETITION AND SECRECY,PRIMARY RESPONSIBILITY
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,YES,LATINE/HISPANIC,10,20,0,50,20,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,4,2,5,3,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,75,,,,,,44,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY",NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,0,20,20,50,10,0,0,0,"INCREASING REVENUE,REDUCING COSTS",YES,AUTOMATED,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,YES,LATINE/HISPANIC,0,20,0,60,20,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,5,3,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,38,,,66,,,,,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY",NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,10,0,30,30,0,20,0,"INCREASING REVENUE,SAVING TIME",YES,AUTOMATED,NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,YES,WHITE,20,20,20,0,30,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,4,3,5,1,YES,NO,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,72,,56,,,48,,85,,,,,,,,MOBILE DEVELOPMENT,"BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BUSINESS ANALYTICS,BIG DATA MANAGEMENT","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",CULTURE OF COMPETITION AND SECRECY,PRIMARY RESPONSIBILITY
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,YES,WHITE,35,0,0,0,35,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,4,2,3,5,1,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI DATA ANALYST,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,HIGH SCHOOL OR EQUIVALENT,TWO-SPIRIT,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,FEMALE,NO,WHITE,50,0,50,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,1,3,2,4,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),OTHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,OTHER (PLEASE INDICATE BELOW),NO,NO,,0,0,0,0,0,0,0,100,OTHER (PLEASE INDICATE),UNSURE,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,SOME COLLEGE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,20,50,20,10,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,4,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,48,100,,,,,,20,22,100,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,20,20,20,5,10,10,15,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,YES,LATINE/HISPANIC,20,20,10,0,40,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,4,5,2,YES,NO,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54,,50,,,49,,47,,,,,,,,SPEED,"MACHINE LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL DEPLOYMENT,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",INTELLECTUAL PROPERTY CONCERNS,PRIMARY RESPONSIBILITY
UNITED STATES,18-25,BACHELOR’S DEGREE,MALE,YES,WHITE,10,10,20,0,50,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",NO,1,3,4,5,2,NO,NO,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,60,,47,,,,,46,,,,,,,,SPEED,"PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,DEEP LEARNING","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN EARLY-STAGE STARTUP COMPANY,FREQUENTLY,ALWAYS,CULTURE OF COMPETITION AND SECRECY,LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,MALE,YES,WHITE,10,50,10,10,10,10,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,1,2,4,5,3,NO,NO,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58,,,,,63,,50,50,,,,,,,RUNTIME ERRORS,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,DEEP LEARNING,ADVANCED MATHEMATICS","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN ESTABLISHED STARTUP IN GROWTH MODE,FREQUENTLY,ALWAYS,CULTURE OF COMPETITION AND SECRECY,LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,FEMALE,YES,WHITE,30,10,20,20,20,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",NO,1,3,2,4,5,NO,NO,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,55,,,,,56,,43,,,,,,,,RUNTIME ERRORS,"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BIG DATA MANAGEMENT,DEEP LEARNING","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",,SOMETIMES,ALWAYS,CULTURE OF COMPETITION AND SECRECY,LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,BLACK,10,10,30,10,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,,,,,,,46,80,81,,,,20,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS,OTHER (PLEASE INDICATE BELOW)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,10,10,10,10,10,30,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,"AI ENGINEER,PROMPT ENGINEER,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,BACHELOR’S DEGREE,MALE,NO,WHITE,10,10,50,10,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,,,,,,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,24,24,2,4,6,76,4,5,74,3,4,4,4,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,DOCTORAL DEGREE,MALE,NO,WHITE,20,25,25,10,10,10,0,OTHER (PLEASE INDICATE BELOW),ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,4,2,3,5,1,NO,,NOT APPLICABLE (STUDENT),RESEARCH & DEVELOPMENT,PROFESSOR/INSTRUCTOR/RESEARCHER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,25,,,13,,,14,12,12,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,5,30,25,0,0,20,0,RESEARCH AND INNOVATION,YES,OTHER (PLEASE SPECIFY),NO,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,FEMALE,NO,WHITE,60,30,0,10,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,NO,1,3,2,5,4,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,PROFESSIONAL SERVICES,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,82,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,YES,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"ACCESS TO COMPUTE RESOURCES,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,MALE,NO,BLACK,20,10,20,10,20,15,5,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,2,5,3,4,YES,UNSURE,EDUCATIONAL INSTITUTION,PROFESSIONAL SERVICES,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,28,36,36,42,47,9,17,53,17,100,15,25,23,100,0,MOBILE DEVELOPMENT,"PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,18-25,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,10,50,20,0,20,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,5,3,4,2,NO,UNSURE,EDUCATIONAL INSTITUTION,ENGINEERING,PROFESSOR/INSTRUCTOR/RESEARCHER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,83,,,,,,,,17,,,,,,53,SECURITY MEASURES,"COMMUNICATION SKILLS,ENGINEERING SKILLS,NLP,DATA VISUALIZATION,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,RARELY,RARELY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS",LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",0,100,0,0,0,0,0,OTHER (PLEASE INDICATE BELOW),"ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,2,1,3,4,5,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,23,56,,,,59,,,,,,,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","MACHINE LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,PYTHON","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,42-57,SOME COLLEGE,MALE,NO,WHITE,20,1,30,25,14,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,3,4,1,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,SYSTEM ADMINISTRATOR,OTHER,,,,,,,,,,,,,,,25,0,78,41,10,12,,72,74,,5,39,,61,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,UNSURE,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,IN THE CLOUD,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,12,1,4,6,0,0,77,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,10,10,10,20,40,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,3,2,4,1,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,FINANCE,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",YES,"AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,25,50,25,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,3,4,2,5,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,53,,,,,,,23,75,,,,,,SLIGHTLY MORE,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,35,30,15,5,5,0,10,0,"SAVING TIME,PERFORMANCE INSIGHTS",UNSURE,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,BACHELOR’S DEGREE,MALE,NO,WHITE,30,40,0,30,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,BACHELOR’S DEGREE,MALE,NO,BLACK,10,5,25,5,30,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,4,1,2,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,24,24,,,,23,,24,,25,,22,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",UNSURE,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL LAPTOP,I'M NOT SURE,"WE DO NOT DEPLOY MODELS IN PRODUCTION,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,OTHER (PLEASE INDICATE),DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,BACHELOR’S DEGREE,FEMALE,NO,"WHITE,DECLINE TO ANSWER",0,25,25,25,25,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,BACHELOR’S DEGREE,FEMALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,25,25,50,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,3,1,4,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,26,100,,28,,,,38,,100,,,,,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,BLACK,20,30,20,5,20,5,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,3,2,4,5,NO,UNSURE,GOVERNMENT AGENCY,ENGINEERING,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,"WHITE,LATINE/HISPANIC",10,10,30,0,30,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,2,4,5,3,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,,28,,30,,,,,,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,UNSURE,UNSURE,INTERNAL COMPANY RESOURCES,LOCAL LAPTOP,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,DOCTORAL DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,MASTER’S DEGREE,MALE,NO,WHITE,0,0,40,20,40,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,YES,,NOT-FOR-PROFIT ORGANIZATION,FINANCE,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,64,16,,,,,,,,,,,,,,THE SAME AMOUNT,AUTOMATING TASKS,UNSURE,NO,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,30,20,20,10,10,10,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,2,4,5,1,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,17,90,19,,,16,35,59,54,0,0,,,,SIGNIFICANTLY MORE,AUTOMATING TASKS,YES,UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,MASTER’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,OTHER (PLEASE INDICATE),10,20,30,10,20,10,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,MASTER’S DEGREE,MALE,NO,WHITE,100,0,0,0,0,0,0,OTHER (PLEASE INDICATE BELOW),"ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,OTHER (PLEASE INDICATE BELOW)",UNSURE,2,3,5,4,1,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,,23,,,,,100,,83,,19,,,15,SLIGHTLY MORE,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,MODEL DECAY OR DATA DRIFT,NO,NO,,30,30,0,0,30,0,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,DOCTORAL DEGREE,MALE,NO,WHITE,10,70,10,10,0,0,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,40,50,0,0,0,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,DOCTORAL DEGREE,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,10,10,30,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,ML ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,76,51,65,75,75,51,46,75,75,28,,,72,76,51,"SPEED,SECURITY MEASURES","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,ENGINEERING SKILLS,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL PRODUCTION MONITORING AND ITERATION,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",CULTURE OF COMPETITION AND SECRECY,PRIMARY RESPONSIBILITY
UNITED STATES,42-57,SOME COLLEGE,MALE,NO,"LATINE/HISPANIC,OTHER (PLEASE INDICATE)",20,10,20,20,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,79,23,23,56,,,,71,,73,,75,76,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MOVING TO THE CLOUD",NO,YES,,5,10,10,10,15,15,35,0,"INCREASING REVENUE,REDUCING COSTS",NOT YET,,NO,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,DOCTORAL DEGREE,MALE,DECLINE TO ANSWER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,DECLINE TO ANSWER,0,50,10,30,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,1,3,4,5,YES,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,81,11,,13,5,4,,7,,7,,,,,,"SPEED,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,BUSINESS ANALYTICS,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,PYTHON,R,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,MASTER’S DEGREE,NON-BINARY,YES,"WHITE,EAST ASIAN",10,30,60,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,WHITE,10,10,10,30,40,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,1,5,3,4,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,24,6,8,16,2,4,0,38,32,,,,,,SLIGHTLY MORE,NOT CURRENTLY USING,YES,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,ON-PREMISES LOCAL SERVER,SECURING NETWORK CONNECTIVITY,NO,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,DECLINE TO ANSWER,0,30,0,50,20,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,OTHER (PLEASE INDICATE),5,5,50,15,15,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,2,1,3,4,5,NO,NO,NOT-FOR-PROFIT ORGANIZATION,UTILITIES,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,THE SAME AMOUNT,OTHER (PLEASE INDICATE BELOW),NO,NO,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,MALE,NO,WHITE,0,0,0,0,0,0,100,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),YES,1,2,3,4,5,YES,YES,NOT APPLICABLE (STUDENT),EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,0,60,10,20,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,2,1,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,,,,,,,23,,,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,NO,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,30,30,10,0,0,0,30,0,"REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,BLACK,15,15,30,5,20,15,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,4,2,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,MOBILE DEVELOPMENT,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DATA VISUALIZATION,PYTHON","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A WELL-ESTABLISHED INDUSTRY GIANT,RARELY,ALWAYS,"CULTURE OF COMPETITION AND SECRECY,LACK OF ACCESS OR INFRASTRUCTURE",FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,YES,WHITE,25,10,10,5,50,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,5,3,4,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,OTHER,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,18,,,,,,,57,100,,,,,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,MODEL DECAY OR DATA DRIFT",NO,YES,,30,20,10,10,10,5,15,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,BACHELOR’S DEGREE,MALE,NO,WHITE,25,0,45,10,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,NO,1,2,3,4,5,NO,UNSURE,GOVERNMENT AGENCY,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,80,0,47,52,59,31,54,40,0,57,0,,,,0,"SPEED,MOBILE DEVELOPMENT","COMMUNICATION SKILLS,ENGINEERING SKILLS,BIG DATA MANAGEMENT","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF ACCESS OR INFRASTRUCTURE,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,WHITE,20,10,20,0,30,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,1,3,4,5,NO,,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),OTHER (PLEASE INDICATE BELOW),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52,,31,,35,,,,19,,,,,,,MOBILE DEVELOPMENT,"MACHINE LEARNING,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER SYSTEMS","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,NEVER,FREQUENTLY,INTELLECTUAL PROPERTY CONCERNS,SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,50,25,25,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,2,3,4,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,FINANCE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,50,,,,,14,,14,,50,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",UNSURE,UNSURE,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,50,50,0,0,0,0,0,0,"SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,DECLINE TO ANSWER,5,15,10,15,5,0,50,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,5,2,1,4,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,GOVERNMENT,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,32,23,4,10,0,0,0,9,19,21,0,1,0,0,0,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",IN THE CLOUD,IN THE CLOUD,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,,5,0,0,0,0,5,10,80,"INCREASING REVENUE,SAVING TIME",YES,AD-HOC,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,0,30,0,30,40,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,2,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,,,,,,,,,100,,,,,100,THE SAME AMOUNT,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,,80,0,20,0,0,0,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,UNSURE,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,20,10,60,0,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,51,25,25,12,20,42,28,100,100,8,10,8,21,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,30,20,20,10,5,5,0,"REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,5,45,20,0,20,10,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,,,,,,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,OTHER,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,,,,,,,,41,,38,,,,,,LESS,NOT CURRENTLY USING,YES,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,I'M NOT SURE,OTHER (PLEASE INDICATE BELOW),NO,NO,OTHER (PLEASE INDICATE BELOW),0,0,0,0,0,0,5,95,"INCREASING REVENUE,SAVING TIME",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,40,40,10,5,5,0,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,2,1,3,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,UNSURE,UNSURE,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,,33,0,34,0,0,0,33,0,RESEARCH AND INNOVATION,UNSURE,,UNSURE,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,10,40,40,0,0,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,3,1,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,52,13,,8,82,,,,,79,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,MOVING TO THE CLOUD,MODEL DECAY OR DATA DRIFT",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",15,10,5,40,20,5,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AD-HOC,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,0,30,40,10,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,2,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,,100,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,,50,20,10,0,0,0,20,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,EAST ASIAN,60,20,10,5,5,0,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,1,4,3,2,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,PHARMACEUTICAL,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,26,100,,,,,,,,,,,,,,THE SAME AMOUNT,AUTOMATING TASKS,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MOVING TO THE CLOUD,MODEL DECAY OR DATA DRIFT",NO,YES,,20,20,10,20,10,5,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,14,42,28,2,14,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,NO,1,2,4,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,56,34,,,,,,LESS,NOT CURRENTLY USING,YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,20,0,0,40,10,15,0,"REDUCING COSTS,SAVING TIME",NO,,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,25,30,20,20,5,0,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,1,3,4,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,16,,7,0,,,17,,100,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,UNSURE,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,NO,YES,,25,20,15,15,10,10,5,0,"INCREASING REVENUE,RESEARCH AND INNOVATION",YES,AD-HOC,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,MASTER’S DEGREE,MALE,NO,WHITE,50,20,0,20,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,3,4,5,YES,NO,GOVERNMENT AGENCY,DEFENSE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,27,,52,52,52,52,0,100,21,50,,,,,,SLIGHTLY MORE,AUTOMATING TASKS,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,IN THE CLOUD,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,40,10,10,10,10,0,0,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,EAST ASIAN,10,20,20,20,20,10,0,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),YES,1,2,3,4,5,NO,UNSURE,EDUCATIONAL INSTITUTION,HEALTHCARE,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,24,76,,,,,,,100,,,,,,,"SPEED,MEMORY CONSUMPTION","PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON,R,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,LACK OF ACCESS OR INFRASTRUCTURE,PRIMARY RESPONSIBILITY
UNITED STATES,18-25,MASTER’S DEGREE,MALE,NO,EAST ASIAN,20,40,10,5,10,5,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,3,1,2,4,5,NO,UNSURE,EDUCATIONAL INSTITUTION,TECHNOLOGY,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,49,32,54,,,,22,,100,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,YES,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MOVING TO THE CLOUD,MODEL DECAY OR DATA DRIFT",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",5,20,15,10,10,10,30,0,"INCREASING REVENUE,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,DOCTORAL DEGREE,MALE,NO,OTHER (PLEASE INDICATE),0,40,20,10,30,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,HEALTHCARE,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",10%,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,LICENSE RISK,DEPENDENCIES",YES,,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,BACHELOR’S DEGREE,MALE,NO,WHITE,15,15,25,10,20,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,3,4,2,5,NO,UNSURE,GOVERNMENT AGENCY,EDUCATION,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,72,,,,,,,,,17,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,UNSURE,UNSURE,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,0,0,0,0,0,0,100,0,"REDUCING COSTS,PERFORMANCE INSIGHTS",UNSURE,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,MASTER’S DEGREE,MALE,NO,WHITE,10,80,10,0,0,0,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,NO,1,2,3,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,24,,0,,20,0,,24,,23,,,,,0,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,10,20,0,20,30,20,0,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NOT YET,,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,NO,WHITE,5,20,20,20,5,5,25,OTHER (PLEASE INDICATE BELOW),ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,NO,3,4,1,2,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DEVELOPER,OTHER,,,,,,,,,,,,,,,100,,,81,13,,,88,100,54,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,0,40,0,0,0,40,0,"INCREASING REVENUE,RESEARCH AND INNOVATION",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,HIGH SCHOOL OR EQUIVALENT,MALE,NO,WHITE,30,10,25,5,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,NO,,,,,,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",10%,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,DEPENDENCIES",YES,,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI AUDITOR,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,80,0,15,5,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,3,1,2,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,18,,,,,,22,,,,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",NO,NO,,30,0,0,50,0,20,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",NOT YET,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,BACHELOR’S DEGREE,MALE,NO,WHITE,0,0,70,0,30,0,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,NO,NO,NOT APPLICABLE (STUDENT),EDUCATION,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,79,,,,38,,,,,22,,,,,,RUNTIME ERRORS,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BIG DATA MANAGEMENT,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,PYTHON",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,FREQUENTLY,,LACK OF CLARITY SURROUNDING REQUIRED EXPERIENCE,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,NO,WHITE,5,0,10,5,50,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,2,4,3,5,NO,NO,EDUCATIONAL INSTITUTION,ENGINEERING,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,81,20,,,51,,,,,17,,,,,,MEMORY CONSUMPTION,"ENGINEERING SKILLS,MACHINE LEARNING,DEEP LEARNING,PYTHON","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,WHITE,30,20,20,20,0,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,4,2,3,5,NO,UNSURE,NOT APPLICABLE (STUDENT),MEDIA,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,69,,,,,,,53,52,51,,,,,,MOBILE DEVELOPMENT,"COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,SQL","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,ALWAYS,INTELLECTUAL PROPERTY CONCERNS,SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,DOCTORAL DEGREE,MALE,NO,LATINE/HISPANIC,0,20,30,0,30,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,1,2,3,4,5,NO,NO,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,75,,,,,,,,,,,,,,78,"SPEED,MOBILE DEVELOPMENT,MEMORY CONSUMPTION","PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DATA VISUALIZATION","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF INCENTIVES,PRIMARY RESPONSIBILITY
UNITED STATES,18-25,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,OTHER (PLEASE INDICATE),20,10,30,20,20,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,4,3,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,,20,11,,,,5,63,39,,,,,84,MEMORY CONSUMPTION,"ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,ADVANCED MATHEMATICS,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,R,SQL","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A WELL-ESTABLISHED INDUSTRY GIANT,RARELY,RARELY,"LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,0,20,40,20,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,,,,,,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,26,,27,,,,,22,45,,20,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",IN THE CLOUD,IN THE CLOUD,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,,20,20,0,20,20,20,0,0,"INCREASING REVENUE,SAVING TIME",YES,AD-HOC,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,MASTER’S DEGREE,MALE,NO,WHITE,15,15,25,10,10,5,20,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,4,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,10,,21,,,,9,10,9,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,,25,25,15,10,10,5,10,0,"INCREASING REVENUE,RESEARCH AND INNOVATION",YES,OTHER (PLEASE SPECIFY),NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,DOCTORAL DEGREE,MALE,NO,WHITE,10,25,25,15,25,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,1,2,4,3,5,NO,NO,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,26,78,,,,,,,23,24,,,,,,OTHER (PLEASE INDICATE BELOW),"PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,ETHICS IN DATA SCIENCE/MACHINE LEARNING,PYTHON,R,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,58-67,MASTER’S DEGREE,MALE,NO,WHITE,25,15,25,30,5,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,4,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES",25%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,DEPENDENCIES",UNSURE,,NO,COMMUNITY PLATFORMS AND FORUMS,NO,"AI DATA ANALYST,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,NO,"WHITE,OTHER (PLEASE INDICATE)",0,25,25,25,25,0,0,OTHER (PLEASE INDICATE BELOW),"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,4,5,1,3,2,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,NOT APPLICABLE (STUDENT),IT ADMIN / INFORMATION SECURITY,YES,,"WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES",,NONE,NOT CONFIDENT,OTHER (PLEASE INDICATE BELOW),"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,REPO MAINTENANCE LAPSES,LICENSE RISK",NO,DATA BREACH,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,FEMALE,NO,WHITE,10,20,30,10,20,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,1,4,3,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,6,0,0,0,0,0,0,77,100,0,0,0,0,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,NO,NO,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,20,20,20,10,10,0,"INCREASING REVENUE,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,DOCTORAL DEGREE,MALE,NO,BLACK,0,30,20,20,0,0,30,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,1,2,4,5,NO,NO,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,24,100,,,,,,,,22,,,,,,"SPEED,MEMORY CONSUMPTION","PROBABILITY AND STATISTICS,DATA VISUALIZATION,R","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,10,15,50,5,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,1,4,3,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,BUSINESS ANALYST,OTHER,,,,,,,,,,,,,,,0,12,,,,,,,,100,,,,,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",UNSURE,UNSURE,UNSURE,YES,INTERNAL COMPANY RESOURCES,I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,45,20,20,0,0,0,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,FEMALE,NO,WHITE,20,20,15,10,20,15,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,2,4,3,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,25,25,,,,,,9,,9,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,NO,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,OTHER (PLEASE INDICATE BELOW)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,OTHER (PLEASE INDICATE BELOW),NO,NO,,30,10,0,0,0,0,60,0,"INCREASING REVENUE,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,5,5,60,0,15,15,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,3,2,4,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,PROFESSIONAL SERVICES,PROFESSOR/INSTRUCTOR/RESEARCHER,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,10%,SOME,NOT CONFIDENT,C-SUITE LEVEL,"DATA BREACH,CVES,DEPENDENCIES",UNSURE,,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,30,10,10,10,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,DATA BREACH,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,MALE,YES,WHITE,6,25,35,16,8,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,4,3,1,5,YES,YES,EDUCATIONAL INSTITUTION,NOT FOR PROFIT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,48,22,65,19,74,34,34,48,28,40,72,35,21,34,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),NOT CURRENTLY USING",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,22,12,16,19,11,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AD-HOC,YES,"AI DATA ANALYST,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,SOME COLLEGE,MALE,YES,WHITE,5,8,12,19,44,12,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,4,3,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DEVELOPER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,50,45,68,41,28,76,35,44,42,71,31,75,40,,"SPEED,MOBILE DEVELOPMENT","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,MACHINE LEARNING","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,42-57,MASTER’S DEGREE,MALE,YES,WHITE,7,15,8,60,5,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,1,2,4,5,YES,YES,GOVERNMENT AGENCY,DEFENSE,BUSINESS ANALYST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,45,38,15,54,29,70,32,50,46,32,56,15,79,38,,MOBILE DEVELOPMENT,"BUSINESS KNOWLEDGE,PROBABILITY AND STATISTICS,COMPUTER VISION/IMAGE PROCESSING","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ESTABLISHED STARTUP IN GROWTH MODE,FREQUENTLY,RARELY,INTELLECTUAL PROPERTY CONCERNS,LEARNING NEW LANGUAGES,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,30,24,16,18,7,5,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,2,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ELECTRONICS,SYSTEM ADMINISTRATOR,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,33,68,37,62,34,72,39,,39,46,39,36,66,40,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",22,16,14,18,12,6,12,0,"INCREASING REVENUE,REDUCING COSTS",YES,AD-HOC,YES,"AI ENGINEER,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,NO,WHITE,20,10,20,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,3,4,2,1,5,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,79,,24,26,,,,,,,,,,,,RUNTIME ERRORS,"BUSINESS KNOWLEDGE,ENGINEERING SKILLS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,10,10,10,10,30,30,0,ADVANCED INFORMATION WARFARE,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,1,2,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,52,32,33,56,38,39,,,,,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",UNSURE,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,"SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",15,10,25,10,10,20,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",UNSURE,,UNSURE,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,WHITE,10,10,20,10,25,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,4,2,3,5,NO,,NOT-FOR-PROFIT ORGANIZATION,CONSULTING,BUSINESS ANALYST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52,,,,24,28,,,,,,,,,,MEMORY CONSUMPTION,"BUSINESS KNOWLEDGE,ENGINEERING SKILLS,MACHINE LEARNING,DATA VISUALIZATION,COMPUTER SYSTEMS","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,20,30,10,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,3,5,1,2,4,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,EDUCATION,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,49,48,22,68,48,68,45,22,18,43,17,,,,,"SPEED,MOBILE DEVELOPMENT","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,SOME COLLEGE,MALE,NO,WHITE,20,20,10,10,30,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,5,1,2,3,4,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,39,25,46,49,31,,,,,,,,,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,20,10,20,20,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,30,20,10,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,5,2,3,1,4,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",NO,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,20,30,20,10,10,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,5,1,2,3,4,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,52,32,54,,45,,,,,,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",UNSURE,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,10,10,10,20,20,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,UNSURE,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,"WHITE,LATINE/HISPANIC",70,0,20,10,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,1,3,4,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,APPLIED SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,25,100,,16,,,,,12,,,,,,,"RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,PYTHON,R","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,20,10,15,20,20,15,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,4,3,5,1,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,ML ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,67,70,,44,22,83,64,31,34,73,27,62,37,48,0,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,ENGINEERING SKILLS,NLP,PYTHON","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF ACCESS OR INFRASTRUCTURE,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,5,15,20,25,15,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,5,1,4,NO,NO,GOVERNMENT AGENCY,HEALTHCARE,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,41,62,33,46,26,59,23,,61,29,9,35,56,30,,"SPEED,MOBILE DEVELOPMENT,RUNTIME ERRORS","PROBABILITY AND STATISTICS,DEEP LEARNING,ETHICS IN DATA SCIENCE/MACHINE LEARNING,SQL","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF ACCESS OR INFRASTRUCTURE,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,15,20,20,15,20,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,2,3,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,32,30,59,27,71,20,61,34,71,39,71,72,35,,,"MOBILE DEVELOPMENT,RUNTIME ERRORS","COMMUNICATION SKILLS,BUSINESS ANALYTICS,ETHICS IN DATA SCIENCE/MACHINE LEARNING","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,10,10,10,20,20,10,20,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,4,2,1,3,5,YES,YES,GOVERNMENT AGENCY,ELECTRONICS,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,10,20,10,10,20,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,MALE,YES,WHITE,20,10,10,20,10,20,10,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,1,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,"AI DATA ANALYST,AI AUDITOR,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,10,10,20,10,10,20,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,51,65,72,32,52,49,61,78,47,44,54,71,55,66,45,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,20,10,10,20,10,10,10,SAVING TIME,YES,AUTOMATED,YES,"PROMPT ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,20,10,10,20,10,20,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,4,1,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,CVES,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,11,13,21,11,15,9,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,ENGINEERING,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,10%,SOME,NOT CONFIDENT,C-SUITE LEVEL,DATA BREACH,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,MALE,YES,WHITE,18,21,16,11,10,11,13,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,EDUCATION,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,DATA BREACH,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,SOME COLLEGE,FEMALE,YES,WHITE,11,20,10,20,10,15,14,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,4,2,3,5,YES,YES,GOVERNMENT AGENCY,ENGINEERING,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,NONE,SOMEWHAT CONFIDENT,C-SUITE LEVEL,CVES,YES,,YES,COMMUNITY PLATFORMS AND FORUMS,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,YES,WHITE,20,10,10,10,30,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,1,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"AI ENGINEER,PROMPT ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,80,5,5,5,1,4,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,1,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,53,78,50,51,51,56,55,76,76,59,50,41,40,40,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,20,10,10,10,30,10,0,"INCREASING REVENUE,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,FEMALE,YES,WHITE,60,10,5,1,4,20,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,4,2,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,61,52,52,28,50,31,48,57,50,39,39,50,31,43,,SLIGHTLY MORE,AUTOMATING TASKS,YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",10,10,0,0,0,0,80,0,REDUCING COSTS,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,15,15,20,10,10,30,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,4,2,5,YES,YES,GOVERNMENT AGENCY,ELECTRONICS,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,70,49,47,29,45,42,59,43,57,40,32,55,38,35,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,11,16,18,10,0,30,0,"REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,10,10,10,10,10,50,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,GOVERNMENT AGENCY,EDUCATION,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,REPO MAINTENANCE LAPSES,YES,,YES,PAID UNIVERSITY COURSES,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,10,11,15,13,31,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,EDUCATIONAL INSTITUTION,ELECTRONICS,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,20,10,20,30,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,61,58,55,65,53,62,50,55,62,62,47,59,50,37,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY,MOVING TO THE CLOUD",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,10,10,20,20,20,0,"SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI ENGINEER,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,30,20,10,20,10,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,,,,,,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,NOT FOR PROFIT,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,46,24,72,55,75,39,59,56,25,81,18,47,25,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),NOT CURRENTLY USING",YES,YES,YES,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY,MOVING TO THE CLOUD",NO,NO,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,30,10,10,10,10,10,0,"SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,YES,"PROMPT ENGINEER,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,20,10,20,20,10,20,0,,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,4,3,5,NO,YES,EDUCATIONAL INSTITUTION,ELECTRONICS,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,10,40,10,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,GOVERNMENT,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES",25%,SOME,SOMEWHAT CONFIDENT,,"DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",YES,"AI DATA ANALYST,PROMPT ENGINEER,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,40,20,10,10,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,DEFENSE,BUSINESS ANALYST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,40,40,67,37,74,39,57,39,27,47,46,33,37,52,,"SECURITY MEASURES,RUNTIME ERRORS","COMMUNICATION SKILLS,BUSINESS ANALYTICS,PYTHON","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,15,14,13,12,11,16,19,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,4,1,2,3,5,YES,YES,GOVERNMENT AGENCY,EDUCATION,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",,NONE,SOMEWHAT CONFIDENT,,DATA BREACH,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,MALE,YES,WHITE,12,13,14,15,16,17,13,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,3,1,4,5,YES,YES,GOVERNMENT AGENCY,CONSULTING,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,,SOME,SOMEWHAT CONFIDENT,,CVES,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",NO,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,11,20,15,11,23,10,10,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,GOVERNMENT AGENCY,DEFENSE,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,10%,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),NO,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,20,10,20,20,10,20,0,,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,AGRICULTURE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,29,17,78,51,85,49,45,90,71,65,77,68,87,82,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING NETWORK CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,5,25,20,10,10,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,10,15,15,10,20,30,0,,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,4,3,5,YES,YES,GOVERNMENT AGENCY,AUTOMOTIVE,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,41,71,72,27,11,8,15,16,41,92,50,55,58,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",10,10,10,20,10,20,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,20,10,20,10,20,10,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,2,1,4,5,YES,YES,GOVERNMENT AGENCY,DEFENSE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,52,97,36,49,53,64,31,69,68,44,55,77,70,100,0,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,10,20,10,10,10,10,"INCREASING REVENUE,REDUCING COSTS",YES,AUTOMATED,YES,"AI AUDITOR,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,10,20,10,20,10,10,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,4,3,1,5,YES,YES,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,28,46,43,42,57,67,69,73,76,77,63,74,56,50,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",10,10,10,10,10,10,30,10,"INCREASING REVENUE,REDUCING COSTS",YES,AUTOMATED,YES,"AI ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,10,20,10,20,10,20,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,4,1,2,3,5,YES,YES,GOVERNMENT AGENCY,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,55,31,73,78,46,43,40,55,74,30,31,55,52,25,0,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,MODEL DECAY OR DATA DRIFT",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,10,20,10,10,10,10,"SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,"LATINE/HISPANIC,SOUTHEAST ASIAN",50,10,10,10,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,3,4,5,YES,YES,EDUCATIONAL INSTITUTION,ENGINEERING,DEVELOPER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,21,59,78,28,48,28,42,29,63,42,41,31,42,63,,"MOBILE DEVELOPMENT,RUNTIME ERRORS","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,5,10,10,10,15,50,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,4,2,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI AUDITOR,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,10,5,10,5,30,40,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,"LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,YES,WHITE,5,10,10,10,35,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,50%,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,DEPENDENCIES,YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,5,5,5,35,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,,GOVERNMENT AGENCY,GOVERNMENT,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,LICENSE RISK,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,20,10,10,10,30,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES",50%,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,20,10,10,10,30,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,50%,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,DATA BREACH,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,25,35,10,10,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,2,4,5,YES,UNSURE,EDUCATIONAL INSTITUTION,CONSULTING,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,CVES,LICENSE RISK",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",YES,"AI DATA ANALYST,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,20,10,30,10,20,10,0,ADVANCED INFORMATION WARFARE,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,2,4,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,DEFENSE,DEVELOPER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,28,49,59,36,58,31,86,86,84,68,55,16,34,64,,SPEED,PROBABILITY AND STATISTICS,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL PRODUCTION MONITORING AND ITERATION,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A NONPROFIT ORGANIZATION,SOMETIMES,NEVER,CULTURE OF COMPETITION AND SECRECY,FINDING AN INTERNSHIP,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,30,20,10,10,10,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,3,4,2,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,BUSINESS ANALYST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,42,60,51,61,36,53,70,43,57,32,74,49,52,70,,RUNTIME ERRORS,DEEP LEARNING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL PRODUCTION MONITORING AND ITERATION,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",A GOVERNMENT POSITION,FREQUENTLY,RARELY,LACK OF INCENTIVES,FINDING AN INTERNSHIP,DATA SCIENTIST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,30,20,10,20,20,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,2,4,5,NO,NO,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,APPLIED SCIENTIST,OTHER,,,,,,,,,,,,,,,24,76,48,68,63,89,32,85,41,64,51,56,22,85,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,10,20,30,10,10,10,10,0,RESEARCH AND INNOVATION,NO,,NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,30,10,10,20,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,3,1,4,5,NO,UNSURE,GOVERNMENT AGENCY,HEALTHCARE,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,41,58,32,74,52,63,24,71,83,25,75,53,52,45,,MEMORY CONSUMPTION,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF ACCESS OR INFRASTRUCTURE,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,30,10,10,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,86,100,60,77,85,100,52,81,70,93,63,77,57,87,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES",IN THE CLOUD,IN THE CLOUD,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,30,10,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI ENGINEER,AI AUDITOR,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,30,10,10,20,10,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,3,5,YES,YES,EDUCATIONAL INSTITUTION,HOSPITALITY,DATA ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,28,60,36,53,36,57,41,59,46,58,53,64,41,82,,MEMORY CONSUMPTION,BUSINESS ANALYTICS,"SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL PRODUCTION MONITORING AND ITERATION,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,PRIMARY RESPONSIBILITY
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,15,20,10,15,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,5,3,2,1,4,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,82,49,60,81,91,61,78,52,100,59,71,90,59,100,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,10,10,10,20,10,20,0,"INCREASING REVENUE,SAVING TIME",YES,AUTOMATED,YES,"PROMPT ENGINEER,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,10,10,10,0,50,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,2,4,5,NO,NO,GOVERNMENT AGENCY,FOOD & BEVERAGE,APPLIED SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,64,40,56,13,7,19,40,80,69,52,27,45,31,56,,MOBILE DEVELOPMENT,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,DEEP LEARNING,R","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",A WELL-ESTABLISHED INDUSTRY GIANT,RARELY,NEVER,,LEARNING NEW LANGUAGES,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,10,20,0,30,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,1,4,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,27,82,80,61,64,35,46,92,19,54,39,43,44,82,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,UNSURE,YES,YES,INTERNAL COMPANY RESOURCES,I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY,MODEL DECAY OR DATA DRIFT",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,20,20,20,10,10,0,"REDUCING COSTS,PERFORMANCE INSIGHTS",NO,,NO,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,15,15,20,20,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,29,43,52,45,51,71,23,35,40,28,57,32,47,42,0,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,YES,YES,NO,PAID UNIVERSITY COURSES,LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,20,20,20,10,10,0,"SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,0,10,0,80,0,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,5,1,2,3,4,YES,YES,GOVERNMENT AGENCY,ELECTRONICS,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,REPO MAINTENANCE LAPSES,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,MACHINE MANAGER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,YES,WHITE,20,0,10,10,10,50,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,5,1,2,3,4,YES,YES,GOVERNMENT AGENCY,ELECTRONICS,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,65,46,53,82,54,45,34,53,55,49,48,35,63,48,,MOBILE DEVELOPMENT,"PROBABILITY AND STATISTICS,PYTHON","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,10,10,0,0,0,80,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,4,2,3,5,YES,YES,GOVERNMENT AGENCY,EDUCATION,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"CVES,REPO MAINTENANCE LAPSES",YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"PROMPT ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,10,20,10,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,4,2,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,58,41,44,65,55,46,46,64,53,62,51,67,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,20,10,10,20,10,20,0,"INCREASING REVENUE,RESEARCH AND INNOVATION",YES,AD-HOC,NO,"AI ENGINEER,PROMPT ENGINEER,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,20,20,10,10,20,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,3,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,LICENSE RISK",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",NO,"PROMPT ENGINEER,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,35,20,15,10,10,10,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,4,3,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,56,28,13,,76,21,81,10,62,22,73,21,94,35,,SLIGHTLY MORE,"AUTOMATING TASKS,NOT CURRENTLY USING",YES,YES,NO,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL LAPTOP,IN THE CLOUD,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING NETWORK CONNECTIVITY,MOVING TO THE CLOUD",NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,35,15,10,5,5,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,UNSURE,"AI AUDITOR,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,90,0,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,DATA ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,31,46,41,28,52,52,31,28,46,43,46,41,62,60,63,SPEED,"BUSINESS KNOWLEDGE,ETHICS IN DATA SCIENCE/MACHINE LEARNING",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL PRODUCTION MONITORING AND ITERATION,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN EARLY-STAGE STARTUP COMPANY,RARELY,RARELY,INTELLECTUAL PROPERTY CONCERNS,COST,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,0,80,20,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,2,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,37,55,38,60,46,40,64,57,70,50,61,53,47,72,,MEMORY CONSUMPTION,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,RARELY,LACK OF INCENTIVES,COST,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,80,20,0,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,NO,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,HOSPITALITY,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,94,57,29,88,56,58,59,84,58,63,68,30,42,44,44,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,I'M NOT SURE,SECURING NETWORK CONNECTIVITY,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,0,0,80,0,0,0,0,REDUCING COSTS,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,0,0,10,80,10,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,,,,,,YES,NO,GOVERNMENT AGENCY,,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,45,46,37,61,51,53,39,47,41,37,47,33,55,37,47,THE SAME AMOUNT,AUTOMATING TASKS,YES,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,80,0,0,0,0,20,0,0,REDUCING COSTS,YES,AD-HOC,UNSURE,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,0,10,30,0,10,50,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,2,4,1,5,YES,YES,NOT APPLICABLE (STUDENT),HEALTHCARE,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,,DATA BREACH,NO,CVES,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,15,25,10,35,5,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,5,1,2,3,4,NO,YES,GOVERNMENT AGENCY,UTILITIES,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,73,20,67,23,75,52,83,57,100,48,68,83,82,32,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,NO,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",30,15,15,10,10,10,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,UNSURE,"AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,YES,WHITE,10,20,30,10,20,10,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,3,1,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,45,48,64,93,76,73,87,73,85,83,94,79,70,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,20,30,10,20,5,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AD-HOC,YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,20,10,10,5,15,40,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,3,1,2,4,5,YES,YES,EDUCATIONAL INSTITUTION,DEFENSE,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",UNSURE,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,"WHITE,LATINE/HISPANIC",15,12,5,8,14,6,40,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,1,2,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,10,20,10,20,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,4,1,5,3,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ELECTRONICS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,13,16,62,15,58,42,8,27,19,31,31,31,44,41,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",15,15,20,10,10,20,10,0,"REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,10,20,20,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,ML ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",NO,"AI ENGINEER,AI AUDITOR,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,20,10,20,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,3,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,57,44,63,47,67,55,39,60,55,62,43,50,52,48,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID UNIVERSITY COURSES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,20,10,20,10,20,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"PROMPT ENGINEER,AI AUDITOR,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,YES,WHITE,20,20,10,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,REPO MAINTENANCE LAPSES,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",NO,"AI DATA ANALYST,PROMPT ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,20,10,20,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,2,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DEVELOPER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,52,60,45,42,53,38,42,59,41,67,46,65,45,46,,"SPEED,RUNTIME ERRORS,MEMORY CONSUMPTION","COMMUNICATION SKILLS,BIG DATA MANAGEMENT,ETHICS IN DATA SCIENCE/MACHINE LEARNING","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,10,20,10,10,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,5,4,2,YES,YES,GOVERNMENT AGENCY,FINANCE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,74,68,85,67,100,100,62,88,68,89,64,73,67,78,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,IN THE CLOUD,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,20,10,20,10,20,10,0,SAVING TIME,YES,AUTOMATED,YES,"PROMPT ENGINEER,AI AUDITOR,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,"WHITE,LATINE/HISPANIC",20,15,25,10,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,,,,,,,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,20,10,20,20,10,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,1,5,4,3,YES,YES,GOVERNMENT AGENCY,GOVERNMENT,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI DATA ANALYST,PROMPT ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,15,15,15,25,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,3,4,1,5,YES,NO,EDUCATIONAL INSTITUTION,CONSULTING,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,"MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",25%,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"DATA BREACH,REPO MAINTENANCE LAPSES,LICENSE RISK",YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"AI DATA ANALYST,AI AUDITOR,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,YES,WHITE,10,20,20,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,5,3,2,4,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,RESEARCH & DEVELOPMENT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,65,81,54,77,47,92,56,79,47,59,66,93,57,66,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,YES,NO,YES,INTERNAL COMPANY RESOURCES,ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,10,20,10,20,20,0,SAVING TIME,YES,AUTOMATED,UNSURE,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,YES,EAST ASIAN,10,10,20,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,4,2,3,1,5,YES,YES,GOVERNMENT AGENCY,RESEARCH & DEVELOPMENT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,67,46,55,46,36,46,61,61,35,42,74,49,72,67,0,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,YES,YES,,10,10,10,20,20,20,10,0,SAVING TIME,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,10,10,20,20,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,,,,,,YES,YES,GOVERNMENT AGENCY,RESEARCH & DEVELOPMENT,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,82,73,81,59,67,72,39,,,69,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,10,10,20,20,20,10,0,"SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,10,20,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,3,4,1,5,YES,YES,GOVERNMENT AGENCY,RESEARCH & DEVELOPMENT,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,69,43,56,38,65,71,37,37,60,43,78,67,49,49,65,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,20,10,10,20,20,0,REDUCING COSTS,YES,AUTOMATED,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,30,10,10,10,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,ML ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES",25%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,CVES,NO,LICENSE RISK,YES,"PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,"AI DATA ANALYST,AI ETHICIST,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,HIGH SCHOOL OR EQUIVALENT,AGENDER,YES,"WHITE,LATINE/HISPANIC",10,15,25,10,10,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,2,1,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,HIGH SCHOOL OR EQUIVALENT,MALE,YES,"WHITE,LATINE/HISPANIC",10,20,10,15,25,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,15,10,10,0,30,35,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,2,3,1,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,NOT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,LICENSE RISK",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",UNSURE,"AI ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,"WHITE,LATINE/HISPANIC",15,25,10,15,15,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,17,10,13,9,11,20,18,15,17,12,9,8,8,10,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,15,25,20,10,10,10,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,"WHITE,LATINE/HISPANIC",15,10,25,15,15,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,3,2,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,,I DO,DATA BREACH,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,10,15,10,25,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,1,3,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES",,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,OTHER (PLEASE INDICATE BELOW)",YES,"AI ENGINEER,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,DECLINE TO ANSWER,25,0,25,25,0,0,25,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,3,2,4,1,5,NO,,NOT-FOR-PROFIT ORGANIZATION,RESEARCH & DEVELOPMENT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,39,37,19,21,19,23,,29,24,28,31,32,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",UNSURE,NO,NO,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,,20,20,30,20,10,0,0,0,"SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,20,20,10,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,,,,,,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,49,53,50,65,46,63,49,55,45,66,57,44,61,47,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,20,10,10,20,10,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI ENGINEER,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,"WHITE,LATINE/HISPANIC",10,15,25,10,15,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,2,1,3,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,MASTER’S DEGREE,FEMALE,YES,WHITE,20,10,20,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,1,2,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,,SOME,NOT CONFIDENT,C-SUITE LEVEL,"DATA BREACH,CVES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,15,25,10,30,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,YES,YES,EDUCATIONAL INSTITUTION,CONSULTING,PROFESSOR/INSTRUCTOR/RESEARCHER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,76,49,94,21,56,85,100,18,43,53,66,22,60,27,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS,NOT CURRENTLY USING",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,15,15,10,20,10,0,"REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"PROMPT ENGINEER,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,SOME COLLEGE,NON-BINARY,YES,WHITE,10,10,20,20,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,3,1,4,5,YES,YES,GOVERNMENT AGENCY,EDUCATION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,53,79,40,82,57,64,65,53,54,58,35,65,43,65,85,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,20,20,20,10,10,0,SAVING TIME,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,AGENDER,YES,WHITE,10,10,20,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,3,4,1,5,YES,YES,GOVERNMENT AGENCY,DEFENSE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,68,55,,,60,,,,,,,,,,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,INTERNAL COMPANY RESOURCES,LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,MEETING IT/INFOSEC STANDARDS,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,20,20,10,10,20,0,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,PROMPT ENGINEER,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,TWO-SPIRIT,NO,WHITE,10,10,20,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,HOSPITALITY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,55,58,63,54,67,81,74,58,33,23,70,54,57,57,100,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,10,10,10,10,20,20,0,REDUCING COSTS,YES,,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,15,15,10,20,10,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,3,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,ML ENGINEER,IT ADMIN / INFORMATION SECURITY,NO,"NOT WANTING TO DISRUPT CURRENT PROJECTS IN PLACE,OPEN-SOURCE SOFTWARE IS DEEMED INSECURE, SO IT’S NOT ALLOWED",,,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"DATA BREACH,REPO MAINTENANCE LAPSES",NO,DATA BREACH,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI DATA ANALYST,PROMPT ENGINEER,AI ETHICIST,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,YES,WHITE,40,10,10,10,10,20,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,OTHER,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,54,55,55,55,54,82,68,80,82,66,69,68,69,67,61,SLIGHTLY MORE,AUTOMATING TASKS,YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,I'M NOT SURE,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,10,10,20,10,30,0,"REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,25,23,7,15,20,10,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,OTHER,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,CVES,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,10,10,10,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,3,4,2,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,OTHER,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,55,57,47,50,71,73,74,75,52,55,57,59,62,61,43,SLIGHTLY MORE,AUTOMATING TASKS,YES,YES,YES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL DESKTOP/WORKSTATION,I'M NOT SURE,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,40,20,10,10,10,10,0,0,"REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,15,15,25,10,25,10,0,ADVANCED INFORMATION WARFARE,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,4,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,REPO MAINTENANCE LAPSES,YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",YES,"PROMPT ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,11,20,15,20,14,20,0,ADVANCED INFORMATION WARFARE,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,PRODUCT MANAGER,OTHER,,,,,,,,,,,,,,,55,63,71,70,50,52,8,61,,,,,,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING NETWORK CONNECTIVITY,MOVING TO THE CLOUD",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,14,15,10,20,10,21,10,0,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,UNSURE,"AI DATA ANALYST,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,20,10,20,10,25,15,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,3,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DEVELOPER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,53,15,14,37,19,18,15,40,16,41,35,30,25,40,,SECURITY MEASURES,"ENGINEERING SKILLS,BUSINESS ANALYTICS","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,15,15,20,15,25,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,3,1,4,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,CVES,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,WHITE,15,15,20,10,25,15,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,4,3,5,YES,NO,EDUCATIONAL INSTITUTION,NOT FOR PROFIT,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,40,54,42,59,36,65,22,69,31,24,18,21,19,35,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,IN THE CLOUD,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,20,25,5,15,10,10,0,"SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,10,30,15,15,15,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,4,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,FOOD & BEVERAGE,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,N/A - WE DON'T USE OSS,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,COMMUNITY PLATFORMS AND FORUMS,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,"BLACK,WHITE",20,20,15,10,20,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,2,4,1,5,,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,50%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,REPO MAINTENANCE LAPSES,YES,,YES,COMMUNITY PLATFORMS AND FORUMS,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,15,15,20,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,4,3,2,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,CONSTRUCTION,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,CVES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,15,15,10,10,25,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,NO,EDUCATIONAL INSTITUTION,NOT FOR PROFIT,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,VERY CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,22,10,10,16,24,18,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,,,,,,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DEVELOPER,OTHER,,,,,,,,,,,,,,,77,,46,,91,,,67,,,,,,89,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,12,10,12,15,17,10,24,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI AUDITOR,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,20,30,10,20,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,4,2,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,NOT CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,PROMPT ENGINEER,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,15,10,15,20,25,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,NO,2,4,1,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,31,20,18,41,35,18,39,22,13,17,18,17,10,21,,SLIGHTLY MORE,AUTOMATING TASKS,YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,25,10,20,5,15,15,10,0,RESEARCH AND INNOVATION,YES,AD-HOC,NO,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,15,10,20,25,25,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,2,1,4,3,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,NOT FOR PROFIT,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,16,15,22,30,10,7,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,4,1,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,37,64,16,47,53,56,21,26,25,37,29,43,40,18,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",25,15,5,10,10,15,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"PROMPT ENGINEER,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,12,15,15,15,20,23,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,1,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,66,19,67,70,21,34,44,52,48,58,39,41,23,27,,SLIGHTLY MORE,"AUTOMATING TASKS,NOT CURRENTLY USING",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",12,14,15,20,13,15,11,0,"SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI DATA ANALYST,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,13,15,16,16,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,4,2,3,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,23,79,77,79,32,38,33,47,15,17,22,27,59,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,MOVING TO THE CLOUD",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,13,14,15,16,13,14,0,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AD-HOC,YES,"AI ENGINEER,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,10,10,10,30,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,4,2,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,21,28,57,46,86,30,42,55,33,46,30,13,23,19,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,MOVING TO THE CLOUD,MODEL DECAY OR DATA DRIFT",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",25,20,5,15,10,10,15,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION",UNSURE,,YES,"PROMPT ENGINEER,AI AUDITOR,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,15,20,15,30,15,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,2,4,1,5,YES,NO,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,27,18,53,52,35,53,29,41,23,42,35,63,14,27,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",25,10,15,20,10,10,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,UNSURE,"AI DATA ANALYST,AI AUDITOR,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,30,15,10,15,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,4,3,1,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,34,30,40,25,60,37,52,30,24,44,27,24,10,34,,SLIGHTLY MORE,AUTOMATING TASKS,YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,15,15,10,15,10,15,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI DATA ANALYST,PROMPT ENGINEER,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,35,5,15,15,15,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,26,13,36,63,36,36,7,6,3,7,3,23,11,6,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",35,15,20,10,5,5,10,0,"REDUCING COSTS,SAVING TIME",NOT YET,,UNSURE,"PROMPT ENGINEER,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,25,10,5,10,30,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,1,4,3,5,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,50,16,46,54,66,27,56,40,48,40,30,44,39,18,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",30,15,15,10,10,10,10,0,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,15,10,15,20,25,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,3,2,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54,43,65,33,25,15,13,29,28,32,18,12,7,7,,SECURITY MEASURES,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,MACHINE LEARNING","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,12,12,24,24,18,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,,,,,,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",50%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"AI DATA ANALYST,AI AUDITOR,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,12,15,23,10,20,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,,,,,,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,PRODUCT MANAGER,OTHER,,,,,,,,,,,,,,,51,,,,78,,,32,71,,,37,,65,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",NO,NO,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,12,15,24,22,15,2,0,"SAVING TIME,PERFORMANCE INSIGHTS",NO,,NO,"AI DATA ANALYST,PROMPT ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,22,10,5,12,32,19,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,,,,,,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DEVELOPER,OTHER,,,,,,,,,,,,,,,75,,,,,,55,,,,48,,21,79,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",12,15,12,15,14,13,19,0,"REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI DATA ANALYST,AI AUDITOR,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,15,15,10,10,25,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,2,1,3,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,AGRICULTURE,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,30,37,20,20,57,15,13,13,17,17,21,17,12,13,,SIGNIFICANTLY MORE,AUTOMATING TASKS,YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,25,10,15,5,15,10,20,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,15,15,10,10,30,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,4,1,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TRANSPORTATION & LOGISTICS,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"AI DATA ANALYST,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,10,20,10,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,EDUCATION,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,62,65,88,28,68,51,15,69,63,68,63,64,88,62,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING NETWORK CONNECTIVITY",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,20,20,10,20,10,10,0,SAVING TIME,YES,AUTOMATED,YES,"PROMPT ENGINEER,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,30,10,20,20,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,2,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,DEFENSE,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,NO,"FEAR OF VULNERABILITIES, POTENTIAL EXPOSURES, OR RISKS,ORGANIZATION DOESN’T HAVE STRONG IT GOVERNANCE IN PLACE",,,NONE,SOMEWHAT CONFIDENT,I DO,"DATA BREACH,CVES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,30,10,20,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,1,4,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,CONSULTING,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,NO,"NOT WANTING TO DISRUPT CURRENT PROJECTS IN PLACE,FEAR OF VULNERABILITIES, POTENTIAL EXPOSURES, OR RISKS",,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"CVES,REPO MAINTENANCE LAPSES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,30,20,10,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,96,49,67,56,70,86,59,75,100,74,81,63,64,73,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",10,20,10,10,20,10,20,0,SAVING TIME,YES,AD-HOC,YES,"AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,20,30,10,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,52,83,100,70,77,53,60,64,58,41,67,55,58,72,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,20,20,20,10,10,10,0,REDUCING COSTS,YES,AUTOMATED,YES,"AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,25,15,15,10,25,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,4,1,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,LATINE/HISPANIC,10,10,10,0,20,50,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,1,3,2,4,5,NO,YES,NOT-FOR-PROFIT ORGANIZATION,PHARMACEUTICAL,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,NO,"LACK OF KNOWLEDGE OR UNDERSTANDING,NOT WANTING TO DISRUPT CURRENT PROJECTS IN PLACE",,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,REPO MAINTENANCE LAPSES,LICENSE RISK",UNSURE,,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",NO,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,25,20,15,10,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,50,46,51,51,53,60,57,62,64,64,64,64,67,65,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",15,15,20,10,10,20,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI DATA ANALYST,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,20,40,10,10,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,4,5,2,YES,NO,GOVERNMENT AGENCY,CONSTRUCTION,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,DATA BREACH,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,MALE,YES,WHITE,10,5,25,15,30,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,50,29,84,44,22,93,37,61,28,20,7,24,57,39,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",5,10,15,10,25,20,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI DATA ANALYST,AI AUDITOR,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,20,10,10,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,1,4,2,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,AUTOMOTIVE,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",50%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,20,10,10,20,30,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,4,2,3,1,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,CONSTRUCTION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,58,53,42,46,87,49,59,52,64,77,70,68,47,53,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,30,20,20,5,5,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,20,10,10,20,30,10,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,4,1,3,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,CVES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,10,20,10,30,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,3,1,4,2,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,DEFENSE,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,CVES",YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",NO,"AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,20,10,20,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,,YES,1,2,3,4,5,YES,NO,GOVERNMENT AGENCY,CONSULTING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,64,70,81,73,71,75,63,39,23,42,33,64,59,53,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,20,10,10,10,10,30,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AD-HOC,YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,NO,WHITE,20,20,20,20,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,1,3,2,4,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,MEDIA,PROFESSOR/INSTRUCTOR/RESEARCHER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,48,25,57,11,24,42,28,50,71,61,67,13,8,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,SECURING NETWORK CONNECTIVITY,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,10,10,20,20,10,10,0,RESEARCH AND INNOVATION,NO,,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,20,20,20,10,10,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,SYSTEM ADMINISTRATOR,OTHER,,,,,,,,,,,,,,,71,65,77,71,74,73,77,76,68,77,64,80,86,81,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,,20,20,20,10,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,20,20,10,10,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,SYSTEM ADMINISTRATOR,OTHER,,,,,,,,,,,,,,,78,67,82,61,81,58,77,65,81,81,83,78,78,82,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,,20,20,20,10,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,20,20,20,10,10,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,SYSTEM ADMINISTRATOR,OTHER,,,,,,,,,,,,,,,80,62,82,62,76,80,75,59,59,60,79,79,80,81,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,,20,20,20,10,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,20,20,10,10,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,SYSTEM ADMINISTRATOR,OTHER,,,,,,,,,,,,,,,81,58,72,58,77,83,88,93,90,93,91,88,92,89,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,,20,20,20,10,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,20,20,20,10,10,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,SYSTEM ADMINISTRATOR,OTHER,,,,,,,,,,,,,,,63,82,85,75,89,90,63,65,66,66,62,50,78,30,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,,20,20,20,10,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,20,20,10,10,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,SYSTEM ADMINISTRATOR,OTHER,,,,,,,,,,,,,,,75,66,52,38,66,67,68,71,72,75,75,76,77,71,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,,20,20,20,10,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,20,20,20,10,10,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,SYSTEM ADMINISTRATOR,OTHER,,,,,,,,,,,,,,,78,59,76,84,68,77,72,76,76,73,58,60,77,78,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,,20,20,20,10,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,25,15,10,20,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",NO,1,4,3,2,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,22,49,32,33,31,36,28,37,3,42,42,54,33,66,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",NO,NO,NO,NO,INTERNAL COMPANY RESOURCES,ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,10,20,10,15,15,10,0,"INCREASING REVENUE,SAVING TIME",NO,,NO,"AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,WHITE,10,20,10,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,3,2,4,1,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,NOT APPLICABLE (STUDENT),PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,44,22,37,7,12,39,17,31,19,95,37,79,50,42,,MOBILE DEVELOPMENT,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",LACK OF ACCESS OR INFRASTRUCTURE,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,15,25,10,20,15,15,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,NO,3,4,1,2,5,NO,UNSURE,GOVERNMENT AGENCY,INSURANCE,NOT APPLICABLE (STUDENT),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,35,7,9,10,31,53,45,89,66,19,44,75,28,95,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,UNSURE,FREE VIDEO CONTENT (E.G. YOUTUBE),I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,10,20,20,20,10,10,0,RESEARCH AND INNOVATION,NO,,NO,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,DOCTORAL DEGREE,FEMALE,YES,WHITE,10,10,20,20,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,46,45,48,46,49,51,56,56,58,45,43,48,46,58,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING NETWORK CONNECTIVITY,MOVING TO THE CLOUD,MODEL DECAY OR DATA DRIFT",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,10,20,10,20,10,10,0,SAVING TIME,YES,AUTOMATED,YES,"AI ENGINEER,PROMPT ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,20,20,20,10,10,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,100,99,100,97,99,99,99,99,100,100,95,100,100,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",10,20,10,10,10,20,20,0,"REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI ENGINEER,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,MALE,YES,WHITE,10,10,20,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,3,4,2,5,YES,NO,GOVERNMENT AGENCY,CONSTRUCTION,SYSTEM ADMINISTRATOR,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,71,48,71,46,41,41,41,61,57,76,84,80,54,76,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,SECURING DATA CONNECTIVITY,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,20,20,10,10,10,0,SAVING TIME,YES,AUTOMATED,NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,25,10,15,10,20,20,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,3,4,5,YES,NO,GOVERNMENT AGENCY,CONSULTING,PROFESSOR/INSTRUCTOR/RESEARCHER,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,DATA BREACH,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,20,20,10,30,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,4,2,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,CVES,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,30,20,15,15,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,1,4,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,53,47,57,62,56,54,56,57,55,60,56,56,54,58,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",30,10,10,10,20,10,10,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,YES,WHITE,20,20,10,10,20,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,5,4,3,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,52,49,48,51,49,52,51,54,55,55,51,59,53,57,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",30,10,10,20,10,10,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,"WHITE,DECLINE TO ANSWER",20,20,20,20,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,20,52,51,26,56,29,30,61,31,54,27,37,30,37,0,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",25,20,20,10,10,0,15,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,20,10,20,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,5,4,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,64,57,56,60,62,53,59,57,62,62,63,68,58,58,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,20,10,10,20,10,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI ENGINEER,PROMPT ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,10,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,53,53,54,53,49,50,52,54,54,53,56,55,56,55,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,10,10,10,20,20,10,0,"SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,10,5,5,30,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,4,2,5,YES,YES,GOVERNMENT AGENCY,CONSTRUCTION,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,20,20,22,12,22,29,41,25,17,21,23,,28,16,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,20,20,15,10,5,0,REDUCING COSTS,NO,,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,DECLINE TO ANSWER,WHITE,40,20,0,20,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",UNSURE,1,2,4,3,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,OTHER,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,10%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",YES,"AI ENGINEER,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,20,10,30,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,,,,,,NO,YES,EDUCATIONAL INSTITUTION,ENERGY,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,27,65,31,76,31,90,33,78,17,71,23,88,14,74,,"MOBILE DEVELOPMENT,RUNTIME ERRORS,MEMORY CONSUMPTION","ENGINEERING SKILLS,BUSINESS ANALYTICS,DEEP LEARNING","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,20,20,10,10,10,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,3,2,4,1,5,YES,YES,GOVERNMENT AGENCY,DEFENSE,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",25%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"DATA BREACH,CVES,REPO MAINTENANCE LAPSES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,20,10,20,10,10,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,4,3,1,2,5,YES,YES,GOVERNMENT AGENCY,CONSTRUCTION,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,60,67,88,68,77,78,60,30,44,56,68,79,69,93,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,20,20,25,10,5,10,0,REDUCING COSTS,YES,AD-HOC,YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,30,10,15,15,15,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,3,4,1,5,YES,YES,EDUCATIONAL INSTITUTION,CONSTRUCTION,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,NONE,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,10,10,20,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,4,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,52,48,49,58,54,53,45,49,52,54,53,61,56,59,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,10,10,10,20,20,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,10,20,20,10,30,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,,,,,,NO,YES,GOVERNMENT AGENCY,DEFENSE,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES",,,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"CVES,LICENSE RISK",YES,,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",NO,"AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,10,20,10,10,20,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,2,1,3,4,5,YES,YES,GOVERNMENT AGENCY,,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,SOMEWHAT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"PROMPT ENGINEER,AI AUDITOR,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,10,20,10,10,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,,DATA ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,96,79,74,84,55,65,94,90,85,71,38,33,47,79,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,BIG DATA MANAGEMENT,DEEP LEARNING,NLP,ADVANCED MATHEMATICS","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,18-25,MASTER’S DEGREE,MALE,NO,WHITE,5,35,15,5,20,20,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,NO,3,4,1,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,PRODUCT MANAGER,OTHER,,,,,,,,,,,,,,,25,,,,49,,,,,,,,,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,20,10,10,20,10,20,0,INCREASING REVENUE,YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,20,30,10,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,3,1,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,FEMALE,NO,WHITE,10,20,20,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,UNSURE,3,4,5,1,2,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DEVELOPER,OTHER,,,,,,,,,,,,,,,,26,,24,,,,,,,,,,,,LESS,AUTOMATING TASKS,NO,YES,NO,NO,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,NO,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,12,8,15,15,20,10,20,0,"INCREASING REVENUE,REDUCING COSTS",YES,AD-HOC,NO,"AI ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,30,50,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,UNSURE,2,1,3,4,5,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,32,48,20,55,41,34,,,41,33,,31,,28,,THE SAME AMOUNT,AUTOMATING TASKS,YES,UNSURE,UNSURE,YES,INTERNAL COMPANY RESOURCES,IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,30,30,10,0,10,0,0,SAVING TIME,UNSURE,,UNSURE,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,7,28,28,7,15,15,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,2,1,3,4,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DEVELOPER,OTHER,,,,,,,,,,,,,,,52,,,,26,,,,,,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,IN THE CLOUD,MEETING IT/INFOSEC STANDARDS,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,8,10,12,25,15,10,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,NO,"AI ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,10,10,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,55,53,52,52,49,54,55,51,55,65,60,53,58,57,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,20,20,10,10,10,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,20,30,10,10,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,,,,,,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,64,34,100,23,26,60,83,68,38,86,67,72,79,71,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,YES,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,30,20,10,10,10,10,0,"SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"PROMPT ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,MASTER’S DEGREE,FEMALE,YES,WHITE,20,10,20,30,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,,,,,,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,NO,"NOT WANTING TO DISRUPT CURRENT PROJECTS IN PLACE,ORGANIZATION DOESN’T HAVE STRONG IT GOVERNANCE IN PLACE",,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"REPO MAINTENANCE LAPSES,LICENSE RISK",YES,,UNSURE,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",YES,"AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,SOUTHEAST ASIAN,5,10,30,15,25,15,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,1,4,3,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,82,48,100,57,40,52,32,21,52,92,74,97,65,96,11,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,20,10,15,20,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,30,20,20,5,10,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,COMPLETE VISIBILITY,VERY CONFIDENT,IT SYSTEM ADMIN,"REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",YES,"AI AUDITOR,MACHINE MANAGER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,25,25,10,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,4,1,2,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,MEDIA,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,30,43,34,57,43,34,51,39,43,31,71,24,32,79,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,UNSURE,NO,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE",YES,NO,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,10,20,50,0,20,0,0,0,INCREASING REVENUE,YES,AUTOMATED,NO,"PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,20,20,50,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,1,2,4,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,PRODUCT MANAGER,OTHER,,,,,,,,,,,,,,,32,19,13,13,10,19,13,15,,,,17,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,UNSURE,PAID UNIVERSITY COURSES,ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,50,10,0,0,0,0,INCREASING REVENUE,YES,AUTOMATED,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,50,40,10,0,0,0,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,2,1,4,3,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,HEALTHCARE,DATA SCIENTIST,OTHER,,,,,,,,,,,,,,,35,48,53,30,,34,,27,47,,33,,,29,,THE SAME AMOUNT,AUTOMATING TASKS,UNSURE,UNSURE,UNSURE,UNSURE,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,I'M NOT SURE,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,NO,NO,,30,30,20,0,20,0,0,0,SAVING TIME,YES,AD-HOC,UNSURE,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,MALE,NO,WHITE,30,10,15,15,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,4,3,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,30,25,68,71,16,16,2,4,4,7,5,8,2,2,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,MOVING TO THE CLOUD",NO,NO,,20,20,10,10,10,20,10,0,"INCREASING REVENUE,SAVING TIME",UNSURE,,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,16,5,34,15,10,20,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,3,1,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ELECTRONICS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,25,70,28,47,19,22,21,30,32,20,30,33,30,24,,THE SAME AMOUNT,AUTOMATING TASKS,YES,NO,YES,NO,INTERNAL COMPANY RESOURCES,LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,10,10,10,30,20,10,0,SAVING TIME,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,NO DEGREE,MALE,YES,WHITE,7,24,15,20,18,16,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,4,3,2,5,YES,YES,GOVERNMENT AGENCY,ELECTRONICS,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,DATA BREACH,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,NO DEGREE,MALE,YES,WHITE,16,14,16,28,19,7,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,4,3,5,YES,YES,GOVERNMENT AGENCY,ENGINEERING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,39,54,29,29,17,19,31,34,20,34,,,32,,,SLIGHTLY MORE,AUTOMATING TASKS,YES,YES,YES,YES,PAID UNIVERSITY COURSES,I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,25,20,15,15,15,0,0,SAVING TIME,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,20,15,25,10,5,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,3,2,4,1,5,YES,YES,GOVERNMENT AGENCY,ENERGY,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,35,,37,8,21,,,,,,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,15,20,15,20,10,0,0,REDUCING COSTS,YES,AUTOMATED,NO,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,20,40,5,15,10,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,DATA ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,48,48,45,19,15,23,17,23,26,36,12,28,11,32,,MOBILE DEVELOPMENT,COMMUNICATION SKILLS,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ESTABLISHED STARTUP IN GROWTH MODE,RARELY,NEVER,LACK OF ACCESS OR INFRASTRUCTURE,FINDING AN INTERNSHIP,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,25,10,20,15,15,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,NO,3,4,1,2,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,22,22,41,25,48,26,33,25,8,19,25,28,20,24,,SLIGHTLY MORE,AUTOMATING TASKS,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,30,10,10,10,10,0,"INCREASING REVENUE,SAVING TIME",NO,,NO,"AI DATA ANALYST,PROMPT ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,30,10,20,10,10,20,0,ADVANCED INFORMATION WARFARE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,NO,2,4,3,1,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,BUSINESS ANALYST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,36,31,24,36,37,18,21,26,13,22,15,12,20,12,,MOBILE DEVELOPMENT,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL PRODUCTION MONITORING AND ITERATION,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,DECLINE TO ANSWER,WHITE,20,30,40,10,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,NO,2,3,1,4,5,NO,,NOT APPLICABLE (STUDENT),ELECTRONICS,NOT APPLICABLE (STUDENT),OTHER,,,,,,,,,,,,,,,27,,,66,,,,48,,,,,40,,,SLIGHTLY MORE,NOT CURRENTLY USING,NO,UNSURE,UNSURE,UNSURE,PAID UNIVERSITY COURSES,LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,0,30,0,50,0,10,0,INCREASING REVENUE,UNSURE,,UNSURE,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,SOME COLLEGE,MALE,YES,WHITE,20,10,20,20,30,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,3,1,4,2,5,NO,NO,NOT-FOR-PROFIT ORGANIZATION,FOOD & BEVERAGE,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,NO,"LACK OF KNOWLEDGE OR UNDERSTANDING,NOT WANTING TO DISRUPT CURRENT PROJECTS IN PLACE",,,NONE,NOT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,NO,DATA BREACH,NO,FREE VIDEO CONTENT (E.G. YOUTUBE),NO,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,10,10,30,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,47,70,46,62,38,46,65,66,66,63,61,54,64,38,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,20,10,20,10,10,0,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,30,20,20,10,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,2,1,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,BUSINESS ANALYST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,45,68,41,47,30,32,35,38,38,59,36,49,44,81,,"SPEED,SECURITY MEASURES,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,COMPUTER VISION/IMAGE PROCESSING","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF ACCESS OR INFRASTRUCTURE,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,10,15,30,20,20,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,1,2,3,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",UNSURE,"AI ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,20,10,30,10,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,4,1,2,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,PRODUCT MANAGER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,38,56,51,51,48,60,52,61,34,64,44,52,62,62,,"SPEED,SECURITY MEASURES","BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,COMPUTER SYSTEMS","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF INCENTIVES,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,WHITE,30,0,30,0,40,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,4,2,3,1,5,YES,UNSURE,EDUCATIONAL INSTITUTION,TECHNOLOGY,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,,DATA BREACH,YES,,YES,PAID UNIVERSITY COURSES,UNSURE,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,10,15,20,20,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,4,1,3,5,2,YES,NO,GOVERNMENT AGENCY,CONSULTING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,,21,,,20,42,,,,,,,,,LESS,NOT CURRENTLY USING,NO,YES,YES,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,NO,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,10,20,15,20,15,5,0,RESEARCH AND INNOVATION,YES,AD-HOC,NO,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,18,16,24,20,15,7,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,2,1,5,4,3,YES,NO,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,40,,,36,,,25,,,,,,,,,MOBILE DEVELOPMENT,"COMMUNICATION SKILLS,NLP","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,RARELY,INTELLECTUAL PROPERTY CONCERNS,FINDING AN INTERNSHIP,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,15,25,25,20,15,0,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,5,4,3,YES,NO,GOVERNMENT AGENCY,ELECTRONICS,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,35,,,,,22,,,31,,,,,,,SLIGHTLY MORE,AUTOMATING TASKS,NO,NO,YES,YES,INTERNAL COMPANY RESOURCES,LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,NO,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",11,24,11,15,24,10,5,0,REDUCING COSTS,YES,AUTOMATED,NO,"AI DATA ANALYST,NONE OF THESE",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,15,12,15,15,15,28,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,2,1,5,3,4,YES,NO,NOT-FOR-PROFIT ORGANIZATION,CONSTRUCTION,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,22,,,,,,28,36,,,,,26,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,NO,YES,YES,INTERNAL COMPANY RESOURCES,LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,10,20,10,20,10,10,20,0,SAVING TIME,NO,,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,30,30,15,20,5,0,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,1,3,5,2,YES,NO,NOT-FOR-PROFIT ORGANIZATION,INSURANCE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,,24,,,,,,,,,,,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,YES,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,SECURING DATA CONNECTIVITY,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,10,10,20,10,20,10,0,INCREASING REVENUE,YES,AUTOMATED,NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,30,25,10,20,5,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,1,3,5,4,YES,NO,GOVERNMENT AGENCY,ELECTRONICS,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,CVES,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,15,20,30,15,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,5,4,3,YES,NO,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,SYSTEM ADMINISTRATOR,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,24,29,31,25,21,30,36,16,14,11,,17,6,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,YES,NO,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,MOVING TO THE CLOUD",NO,NO,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",5,25,15,10,15,20,10,0,SAVING TIME,YES,AUTOMATED,NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,10,20,30,10,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,3,1,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,57,45,54,51,45,59,51,65,46,49,58,50,66,54,,"MOBILE DEVELOPMENT,SECURITY MEASURES,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,MASTER’S DEGREE,MALE,DECLINE TO ANSWER,WHITE,10,20,20,30,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,UNSURE,2,3,1,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES,,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,DATA BREACH,YES,,YES,PAID UNIVERSITY COURSES,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,20,10,30,20,10,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,DEVELOPER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,55,38,59,35,56,40,32,34,47,41,49,40,60,47,,SECURITY MEASURES,"BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BUSINESS ANALYTICS,DATA VISUALIZATION","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL PRODUCTION MONITORING AND ITERATION,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",A WELL-ESTABLISHED INDUSTRY GIANT,FREQUENTLY,FREQUENTLY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,20,10,10,30,10,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,5,1,4,2,3,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,REPO MAINTENANCE LAPSES,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,"AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,10,20,20,10,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,5,1,3,2,4,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,GOVERNMENT,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,75,65,95,62,84,68,92,100,80,100,76,84,77,65,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING NETWORK CONNECTIVITY,MOVING TO THE CLOUD",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,20,20,10,20,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI DATA ANALYST,AI AUDITOR,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,10,20,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,5,1,4,3,2,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,RESEARCH SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,81,71,100,64,88,66,91,56,72,73,39,100,100,78,,RUNTIME ERRORS,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BUSINESS ANALYTICS,JAVASCRIPT","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,FREQUENTLY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,10,30,10,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,3,1,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,53,66,53,61,48,63,55,45,51,68,60,50,67,52,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING DATA CONNECTIVITY,MOVING TO THE CLOUD",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,10,30,10,10,10,10,0,"INCREASING REVENUE,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"PROMPT ENGINEER,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,10,10,25,20,10,25,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,10,25,20,15,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,4,2,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,84,53,61,87,65,32,82,63,48,90,50,50,75,100,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,5,15,20,20,20,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,10,10,20,25,10,25,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,2,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,0,20,30,40,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,4,2,3,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,56,,,,,54,,,,36,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,YES,YES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,0,30,10,0,40,0,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,SOME COLLEGE,MALE,YES,WHITE,20,0,30,0,50,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,4,2,3,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,62,,,44,,,34,,,42,,35,,36,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,NO,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,0,40,10,20,0,0,INCREASING REVENUE,YES,AUTOMATED,NO,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,0,0,0,100,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,3,1,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,TRANSPORTATION & LOGISTICS,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,NONE,SOMEWHAT CONFIDENT,C-SUITE LEVEL,LICENSE RISK,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",UNSURE,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,0,50,10,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,4,2,1,3,5,YES,NO,GOVERNMENT AGENCY,MEDIA,PROFESSOR/INSTRUCTOR/RESEARCHER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,CVES,YES,,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,MACHINE MANAGER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,FEMALE,YES,WHITE,0,0,0,100,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,OTHER,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,58,,,41,,,51,,,,58,,,SLIGHTLY MORE,AUTOMATING TASKS,YES,YES,YES,UNSURE,PAID UNIVERSITY COURSES,LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,0,0,0,100,0,0,0,0,INCREASING REVENUE,UNSURE,,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,FEMALE,YES,WHITE,0,0,0,0,100,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,4,3,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,OTHER,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,DATA BREACH,YES,,YES,PAID UNIVERSITY COURSES,NO,MACHINE MANAGER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,WHITE,60,20,20,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,4,3,5,NO,,GOVERNMENT AGENCY,ENERGY,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,63,,0,34,,,,,,33,,,,,,"SPEED,MOBILE DEVELOPMENT","DEEP LEARNING,PYTHON,R","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,18-25,SOME COLLEGE,MALE,YES,WHITE,20,10,30,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,3,2,1,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,46,,,,40,,,,42,,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,YES,NO,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,SECURING DATA CONNECTIVITY,NO,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,0,0,20,50,0,10,0,"INCREASING REVENUE,RESEARCH AND INNOVATION",NO,,NO,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,5,20,25,25,15,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,4,3,1,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI ETHICIST,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,FEMALE,YES,WHITE,0,0,0,0,100,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,3,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,RETAIL,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,COMPLETE VISIBILITY,,I DO,CVES,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,MACHINE MANAGER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,SOME COLLEGE,MALE,YES,WHITE,10,0,20,30,40,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,NO,2,1,4,3,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,REPO MAINTENANCE LAPSES,YES,,NO,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,"PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,NO,WHITE,0,0,0,0,100,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,3,1,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,RESEARCH & DEVELOPMENT,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,UNSURE,FREE VIDEO CONTENT (E.G. YOUTUBE),UNSURE,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,0,0,100,0,0,0,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,3,4,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,RETAIL,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,REPO MAINTENANCE LAPSES,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",UNSURE,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,15,30,15,15,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,2,4,3,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,51,19,29,45,9,6,37,14,35,12,14,34,43,15,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,YES,UNSURE,INTERNAL COMPANY RESOURCES,LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,5,10,15,15,15,15,5,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,LATINE/HISPANIC,30,20,20,10,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,5,3,1,4,YES,UNSURE,GOVERNMENT AGENCY,MANUFACTURING,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,52,65,47,72,45,62,22,48,28,54,39,75,45,63,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,UNSURE,YES,UNSURE,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,15,10,25,20,15,5,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",UNSURE,,YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,0,0,0,0,100,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,3,4,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,TRANSPORTATION & LOGISTICS,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,47,,,,,65,,,32,,,44,,,,SLIGHTLY MORE,AUTOMATING TASKS,YES,YES,YES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,SECURING DATA CONNECTIVITY,NO,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,0,0,0,0,100,0,0,0,SAVING TIME,YES,AUTOMATED,UNSURE,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,SOME COLLEGE,MALE,YES,WHITE,20,0,50,30,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,2,4,1,3,5,YES,NO,GOVERNMENT AGENCY,MEDIA,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,52,,,,,55,,,,,61,,,27,,THE SAME AMOUNT,AUTOMATING TASKS,YES,NO,NO,NO,FREE VIDEO CONTENT (E.G. YOUTUBE),I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,SECURING NETWORK CONNECTIVITY,YES,YES,,20,0,0,80,0,0,0,0,SAVING TIME,YES,AD-HOC,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,0,0,100,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,2,4,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,FINANCE,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,DATA BREACH,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",UNSURE,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,SOME COLLEGE,MALE,NO,WHITE,20,0,50,0,30,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,NO,1,4,2,3,5,YES,NO,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,DATA ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,57,,,,,46,,,,,,,,,,SECURITY MEASURES,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,R","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",A NONPROFIT ORGANIZATION,RARELY,FREQUENTLY,LACK OF INCENTIVES,FINDING AN INTERNSHIP,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,YES,WHITE,0,0,0,0,100,0,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,3,1,4,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,CONSTRUCTION,ML ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,COMPLETE VISIBILITY,VERY CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,SOME COLLEGE,MALE,YES,WHITE,20,0,30,50,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",NO,3,1,2,4,5,NO,NO,GOVERNMENT AGENCY,GOVERNMENT,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,47,,,,54,,,,,,51,,,,0,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,NO,INTERNAL COMPANY RESOURCES,LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,NO,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,0,50,0,0,30,0,0,REDUCING COSTS,NO,,NO,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,20,10,10,20,20,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,3,2,1,5,4,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,33,55,50,,52,63,62,58,53,32,43,22,36,51,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),NOT CURRENTLY USING",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,10,20,10,10,10,20,0,"REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI ENGINEER,PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,10,30,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,1,3,2,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,DEVELOPER,OTHER,,,,,,,,,,,,,,,57,27,36,41,69,68,31,57,76,100,59,70,76,73,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,20,30,5,10,5,0,"REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI ENGINEER,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,YES,WHITE,0,0,0,100,0,0,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,3,1,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,AUTOMOTIVE,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,COMPLETE VISIBILITY,VERY CONFIDENT,,REPO MAINTENANCE LAPSES,UNSURE,,UNSURE,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,100,0,0,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,3,1,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,TRANSPORTATION & LOGISTICS,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,NONE,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",UNSURE,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,20,20,20,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,4,2,5,YES,YES,NOT APPLICABLE (STUDENT),AUTOMOTIVE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,49,53,40,50,55,52,51,45,46,44,46,45,51,57,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,20,10,10,10,10,20,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,30,21,21,6,4,10,8,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,DEFENSE,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,CVES,LICENSE RISK,DEPENDENCIES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI ETHICIST,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,LATINE/HISPANIC,30,20,10,10,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",NO,4,2,3,1,5,YES,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,30,33,3,15,10,9,7,13,15,17,13,14,12,17,,"SPEED,MOBILE DEVELOPMENT,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,DEEP LEARNING,NLP","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL PRODUCTION MONITORING AND ITERATION,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,"WHITE,EAST ASIAN",20,20,15,15,15,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,4,2,3,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK",UNSURE,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,50,40,10,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,NO,3,1,4,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,RESEARCH SCIENTIST,OTHER,,,,,,,,,,,,,,,25,79,,26,,,,,,45,,,,,,THE SAME AMOUNT,AUTOMATING TASKS,YES,UNSURE,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,,25,25,10,30,0,0,10,0,RESEARCH AND INNOVATION,YES,OTHER (PLEASE SPECIFY),YES,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,15,15,10,0,40,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,2,4,1,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,51,11,78,60,69,24,0,33,0,14,45,17,51,24,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,NO,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,10,20,20,20,5,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,YES,"AI DATA ANALYST,PROMPT ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,20,50,10,10,5,5,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,5,4,3,NO,NO,GOVERNMENT AGENCY,GOVERNMENT,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",10%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",NO,DATA BREACH,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,70,10,10,10,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,NO,2,3,4,1,5,NO,NO,NOT-FOR-PROFIT ORGANIZATION,DEFENSE,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,14,38,,,,38,84,15,,,75,56,,SLIGHTLY MORE,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,OTHER (PLEASE INDICATE BELOW),YES,YES,,10,10,60,0,0,0,20,0,RESEARCH AND INNOVATION,NOT YET,,YES,"AI ENGINEER,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,50,20,10,5,5,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,70,0,0,0,50,15,0,30,0,0,0,0,0,0,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,20,10,10,20,15,15,0,"REDUCING COSTS,SAVING TIME",YES,AD-HOC,YES,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,FEMALE,YES,WHITE,20,15,15,20,15,15,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,2,1,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,VERY CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,LICENSE RISK",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",UNSURE,"AI ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,MALE,NO,OTHER (PLEASE INDICATE),20,10,20,50,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,2,3,4,1,5,NO,UNSURE,EDUCATIONAL INSTITUTION,RESEARCH & DEVELOPMENT,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,78,,0,21,21,,21,,100,,,,,,83,"SPEED,OTHER (PLEASE INDICATE BELOW)","ENGINEERING SKILLS,PROBABILITY AND STATISTICS,MACHINE LEARNING,DEEP LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,BLACK,0,30,40,0,30,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,3,4,1,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,PHARMACEUTICAL,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,0,0,0,0,0,0,0,0,100,0,0,0,0,,THE SAME AMOUNT,OTHER (PLEASE INDICATE BELOW),UNSURE,YES,UNSURE,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",NO,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,50,10,0,0,10,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,BLACK,14,12,20,3,38,13,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,3,4,5,YES,UNSURE,NOT APPLICABLE (STUDENT),ENGINEERING,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,72,,100,100,100,49,,36,100,,,22,,71,29,OTHER (PLEASE INDICATE BELOW),"COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,COMPUTER SYSTEMS,PYTHON,ALL OF THE ABOVE","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",AN ACADEMIC OR RESEARCH CENTER,FREQUENTLY,ALWAYS,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,FEMALE,NO,EAST ASIAN,10,20,40,10,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,NO,3,2,5,4,1,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,PHARMACEUTICAL,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,10,,,,,,7,65,25,,,,,,LESS,NOT CURRENTLY USING,YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,20,20,10,10,10,10,0,"SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,10,10,25,20,10,25,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,3,4,1,2,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,15,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,YES,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,OTHER (PLEASE INDICATE BELOW)",IN THE CLOUD,IN THE CLOUD,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,NO,NO,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",25,25,25,0,0,0,25,0,"INCREASING REVENUE,REDUCING COSTS,OTHER (PLEASE INDICATE)",YES,OTHER (PLEASE SPECIFY),UNSURE,OTHER (PLEASE INDICATE BELOW),,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,40,50,10,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,2,1,3,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,NO,OTHER (PLEASE INDICATE BELOW),,,NONE,NOT CONFIDENT,,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",UNSURE,,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,10,50,20,0,15,5,0,ADVANCED INFORMATION WARFARE,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,20,20,10,10,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,2,3,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,CVES,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,68,DOCTORAL DEGREE,MALE,NO,,0,25,75,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,UNSURE,1,3,4,2,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,52,14,13,15,16,14,29,100,79,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,NO,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,60,30,10,0,0,0,0,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,UNSURE,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,30,10,20,10,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,SECURITY CONCERNS AROUND OSS,YES,2,1,3,4,5,YES,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54,62,49,73,38,25,22,27,40,53,31,53,25,23,,"MOBILE DEVELOPMENT,RUNTIME ERRORS,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,10,30,10,10,30,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,4,5,2,1,3,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,NOT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,DEPENDENCIES",NO,SENSITIVE/CLASSIFIED DATA USAGE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,20,20,10,10,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,1,4,3,5,YES,,GOVERNMENT AGENCY,GOVERNMENT,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,50,28,45,35,22,30,16,46,34,38,33,85,44,43,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",30,30,10,10,0,0,20,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,SOME COLLEGE,FEMALE,YES,WHITE,30,20,10,10,20,5,5,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,3,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,65,,48,8,64,0,2,40,0,68,1,0,0,0,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,5,20,20,20,15,10,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI ENGINEER,PROMPT ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,MALE,NO,"WHITE,LATINE/HISPANIC",20,25,20,10,15,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,NO,1,2,3,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,53,51,,100,,,,100,,0,,,,100,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL LAPTOP,IN THE CLOUD,MOVING TO THE CLOUD,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,25,5,15,5,10,25,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NO,,YES,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,20,10,15,15,20,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,4,1,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,GOVERNMENT,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",,COMPLETE VISIBILITY,VERY CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,REPO MAINTENANCE LAPSES,LICENSE RISK",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID UNIVERSITY COURSES",YES,"AI DATA ANALYST,PROMPT ENGINEER,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,DOCTORAL DEGREE,MALE,YES,"BLACK,WHITE",20,10,5,15,35,10,5,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,NO,"LACK OF KNOWLEDGE OR UNDERSTANDING,FEAR OF VULNERABILITIES, POTENTIAL EXPOSURES, OR RISKS",,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,LICENSE RISK",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",YES,"AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,DOCTORAL DEGREE,FEMALE,YES,"BLACK,WHITE",15,20,10,10,25,15,5,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,1,2,3,4,5,YES,YES,EDUCATIONAL INSTITUTION,ENTERTAINMENT,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,56,39,,,,,,,,,,,,,,"SPEED,MEMORY CONSUMPTION","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,MACHINE LEARNING,DEEP LEARNING,PYTHON","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,15,15,10,10,30,15,5,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,2,1,4,5,YES,YES,EDUCATIONAL INSTITUTION,INSURANCE,SYSTEM ADMINISTRATOR,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,59,34,43,59,31,65,36,77,35,48,45,65,32,62,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",5,5,10,10,20,20,30,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI AUDITOR,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,"BLACK,WHITE",20,15,5,10,25,20,5,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,2,1,4,5,NO,NO,NOT-FOR-PROFIT ORGANIZATION,FOOD & BEVERAGE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,59,34,43,59,31,65,36,77,35,48,45,65,32,62,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",5,5,10,10,20,20,30,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI AUDITOR,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,10,10,10,10,50,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,HOSPITALITY,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,,SOME,SOMEWHAT CONFIDENT,I DO,DATA BREACH,YES,,YES,PAID UNIVERSITY COURSES,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,10,10,10,10,50,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,HOSPITALITY,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,,SOME,SOMEWHAT CONFIDENT,I DO,DATA BREACH,YES,,YES,PAID UNIVERSITY COURSES,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,10,10,10,10,50,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,HOSPITALITY,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,,SOME,SOMEWHAT CONFIDENT,I DO,DATA BREACH,YES,,YES,PAID UNIVERSITY COURSES,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,10,10,10,10,50,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,HOSPITALITY,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,,SOME,SOMEWHAT CONFIDENT,I DO,DATA BREACH,YES,,YES,PAID UNIVERSITY COURSES,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,10,10,10,10,50,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,HOSPITALITY,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,,SOME,SOMEWHAT CONFIDENT,I DO,DATA BREACH,YES,,YES,PAID UNIVERSITY COURSES,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,10,10,10,10,50,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,HOSPITALITY,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,,SOME,SOMEWHAT CONFIDENT,I DO,DATA BREACH,YES,,YES,PAID UNIVERSITY COURSES,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,10,10,10,50,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,RETAIL,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,NONE,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,10,10,10,50,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,RETAIL,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,NONE,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,10,10,10,10,50,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,RETAIL,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,NONE,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,10,10,10,50,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,RETAIL,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,NONE,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,10,10,10,50,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,RETAIL,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,20,2,2,2,1,2,1,1,2,1,1,2,1,1,1,SPEED,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",LACK OF ACCESS OR INFRASTRUCTURE,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,3,4,5,YES,YES,GOVERNMENT AGENCY,RESEARCH & DEVELOPMENT,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,PAID UNIVERSITY COURSES,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,3,4,5,YES,YES,GOVERNMENT AGENCY,RESEARCH & DEVELOPMENT,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,PAID UNIVERSITY COURSES,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,3,4,5,YES,YES,GOVERNMENT AGENCY,RESEARCH & DEVELOPMENT,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,PAID UNIVERSITY COURSES,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,3,4,5,YES,YES,GOVERNMENT AGENCY,RESEARCH & DEVELOPMENT,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,PAID UNIVERSITY COURSES,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,3,4,5,YES,YES,GOVERNMENT AGENCY,RESEARCH & DEVELOPMENT,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,PAID UNIVERSITY COURSES,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,3,4,5,YES,YES,GOVERNMENT AGENCY,RESEARCH & DEVELOPMENT,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,PAID UNIVERSITY COURSES,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,2,3,4,5,YES,YES,GOVERNMENT AGENCY,PHARMACEUTICAL,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,10%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,CVES,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,2,3,4,5,YES,YES,GOVERNMENT AGENCY,PHARMACEUTICAL,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,10%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,CVES,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,2,3,4,5,YES,YES,GOVERNMENT AGENCY,PHARMACEUTICAL,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,10%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,CVES,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,2,3,4,5,YES,YES,GOVERNMENT AGENCY,PHARMACEUTICAL,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,10%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,CVES,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,2,3,4,5,YES,YES,GOVERNMENT AGENCY,PHARMACEUTICAL,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,10%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,CVES,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,NO DEGREE,MALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,HOSPITALITY,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,CVES,YES,,YES,COMMUNITY PLATFORMS AND FORUMS,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,HOSPITALITY,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,CVES,YES,,YES,COMMUNITY PLATFORMS AND FORUMS,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,HOSPITALITY,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,CVES,YES,,YES,COMMUNITY PLATFORMS AND FORUMS,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,HOSPITALITY,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,CVES,YES,,YES,COMMUNITY PLATFORMS AND FORUMS,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,TWO-SPIRIT,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ENERGY,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,"AI DATA ANALYST,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,TWO-SPIRIT,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ENERGY,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,"AI DATA ANALYST,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,TWO-SPIRIT,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ENERGY,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,"AI DATA ANALYST,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,TWO-SPIRIT,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ENERGY,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,"AI DATA ANALYST,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,TWO-SPIRIT,YES,WHITE,10,10,10,10,10,50,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,GOVERNMENT,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,1,2,1,1,1,1,2,1,1,1,2,1,1,1,1,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,10,10,10,10,40,0,SAVING TIME,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,TWO-SPIRIT,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ENERGY,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,"AI DATA ANALYST,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,10,10,10,50,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,DEFENSE,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,CVES,YES,,YES,PAID UNIVERSITY COURSES,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,10,10,10,50,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,DEFENSE,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,CVES,YES,,YES,PAID UNIVERSITY COURSES,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,10,10,10,50,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,DEFENSE,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,CVES,YES,,YES,PAID UNIVERSITY COURSES,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,10,10,10,50,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,DEFENSE,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,CVES,YES,,YES,PAID UNIVERSITY COURSES,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,10,10,10,50,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,DEFENSE,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,CVES,YES,,YES,PAID UNIVERSITY COURSES,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,GOVERNMENT,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,VERY CONFIDENT,,CVES,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,GOVERNMENT,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,VERY CONFIDENT,,CVES,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,GOVERNMENT,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,VERY CONFIDENT,,CVES,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,GOVERNMENT,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,VERY CONFIDENT,,CVES,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,GOVERNMENT,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,VERY CONFIDENT,,CVES,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,GOVERNMENT,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,VERY CONFIDENT,,CVES,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,25,0,0,25,25,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,3,2,5,1,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,20,20,20,10,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,2,1,4,3,5,YES,,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,ML ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,59,41,25,66,39,45,42,48,54,45,64,54,31,45,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,DATA VISUALIZATION","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL PRODUCTION MONITORING AND ITERATION,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",CULTURE OF COMPETITION AND SECRECY,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,10,15,20,10,30,15,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,2,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,31,52,12,,72,28,7,82,7,30,,11,33,74,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,"BLACK,LATINE/HISPANIC",15,22,9,18,16,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,HOSPITALITY,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,33,33,45,54,40,48,35,55,30,51,42,55,13,18,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",18,23,9,19,26,2,3,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,SOME COLLEGE,MALE,NO,LATINE/HISPANIC,20,10,20,20,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,4,3,5,YES,NO,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,72,51,57,35,14,12,18,14,25,23,7,22,9,18,,RUNTIME ERRORS,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ESTABLISHED STARTUP IN GROWTH MODE,RARELY,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,20,15,20,5,30,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,5,1,4,2,3,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",YES,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,20,15,20,15,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,2,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,10,7,,21,,16,,36,,12,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,15,30,10,20,3,2,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,MALE,YES,"WHITE,LATINE/HISPANIC",10,5,15,20,25,25,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,3,5,4,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",50%,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,"DATA BREACH,CVES,DEPENDENCIES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,10,20,10,30,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,2,5,1,4,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,5,,82,82,1,,,83,16,86,,,,32,5,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,I DO NOT DEPLOY MODELS INTO PRODUCTION,"WE DO NOT DEPLOY MODELS IN PRODUCTION,ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,20,15,15,10,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,MALE,YES,WHITE,10,5,15,20,25,25,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,3,5,4,YES,YES,NOT-FOR-PROFIT ORGANIZATION,CONSTRUCTION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,51,78,48,62,57,76,43,58,56,57,62,69,59,67,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING NETWORK CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,15,5,10,25,10,15,0,"SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI DATA ANALYST,PROMPT ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,NO,WHITE,20,30,10,10,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,5,3,4,2,1,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,RETAIL,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,25,26,27,27,74,28,29,49,31,29,,29,28,26,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",UNSURE,UNSURE,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I'M NOT SURE,OTHER (PLEASE INDICATE BELOW),NO,NO,,0,0,0,0,0,0,0,100,INCREASING REVENUE,YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,10,5,15,20,25,25,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,1,3,5,4,YES,YES,GOVERNMENT AGENCY,INSURANCE,APPLIED SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,43,63,45,58,52,64,45,59,48,64,50,65,48,61,,"SECURITY MEASURES,MEMORY CONSUMPTION","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF ACCESS OR INFRASTRUCTURE,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,10,5,15,20,25,25,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,1,3,5,4,YES,YES,EDUCATIONAL INSTITUTION,EDUCATION,SYSTEM ADMINISTRATOR,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,38,58,37,58,50,59,45,61,51,55,43,52,47,58,,"SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,26-41,SOME COLLEGE,FEMALE,NO,"LATINE/HISPANIC,EAST ASIAN",12,19,20,14,15,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,MEDIA,DEVELOPER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,38,32,25,40,25,33,36,43,38,20,30,39,31,17,,MOBILE DEVELOPMENT,"BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,NLP","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,20,20,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,5,3,1,4,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,49,50,,,,,,,,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,YES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),IN THE CLOUD,ON-PREMISES LOCAL SERVER,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,10,20,10,10,20,10,0,REDUCING COSTS,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,30,10,10,10,20,20,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,5,3,1,2,4,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ELECTRONICS,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,DATA BREACH,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ETHICIST,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,"BLACK,LATINE/HISPANIC",12,20,9,30,14,15,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,4,3,1,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,HOSPITALITY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,39,33,31,19,21,33,35,23,23,28,31,39,34,13,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,SECURING NETWORK CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,20,9,11,25,17,3,0,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI DATA ANALYST,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,WHITE,30,10,20,10,10,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,2,4,1,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",25%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,REPO MAINTENANCE LAPSES,LICENSE RISK",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",UNSURE,"AI ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,25,10,15,20,20,10,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,2,5,4,1,3,YES,YES,GOVERNMENT AGENCY,GOVERNMENT,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,"AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,YES,BLACK,16,25,10,29,12,8,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,4,1,5,YES,YES,EDUCATIONAL INSTITUTION,EDUCATION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,26,20,29,33,39,24,32,26,27,30,37,38,31,21,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,13,18,20,21,10,3,0,"INCREASING REVENUE,RESEARCH AND INNOVATION",YES,AD-HOC,NO,"AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,YES,WHITE,20,10,10,10,25,20,5,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,4,5,3,1,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,ML ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,50,32,32,27,100,71,45,25,24,22,22,24,24,22,,"MOBILE DEVELOPMENT,SECURITY MEASURES,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,ADVANCED MATHEMATICS","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,10,10,10,25,20,5,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,4,5,3,1,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,50,32,32,27,100,71,45,25,24,22,22,24,24,22,,"MOBILE DEVELOPMENT,SECURITY MEASURES,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,ADVANCED MATHEMATICS","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,20,10,10,10,25,20,5,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,4,5,3,1,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,APPLIED SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0,32,34,,100,71,45,25,24,22,22,23,24,23,,"MOBILE DEVELOPMENT,SECURITY MEASURES,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BUSINESS ANALYTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,ADVANCED MATHEMATICS","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,42-57,MASTER’S DEGREE,MALE,YES,"BLACK,WHITE",18,20,12,13,15,22,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,1,3,4,2,5,YES,YES,GOVERNMENT AGENCY,INSURANCE,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,24,35,25,31,15,31,23,14,20,16,27,28,22,20,,"SPEED,RUNTIME ERRORS","COMMUNICATION SKILLS,PROBABILITY AND STATISTICS,ADVANCED MATHEMATICS,R","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",LACK OF INCENTIVES,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,58-67,MASTER’S DEGREE,MALE,YES,WHITE,15,14,20,13,11,27,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,4,3,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",10%,NONE,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,NO DEGREE,MALE,NO,"BLACK,WHITE,LATINE/HISPANIC,SOUTHEAST ASIAN",18,10,23,15,23,11,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,,,,,,YES,YES,GOVERNMENT AGENCY,MANUFACTURING,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,17,24,18,32,12,20,24,16,23,15,18,28,18,24,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS,NOT CURRENTLY USING",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,12,20,18,16,15,4,0,"REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI AUDITOR,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,15,15,20,20,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,4,5,3,2,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,79,,76,76,,,,68,,74,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",15,5,10,20,20,20,10,0,"INCREASING REVENUE,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,30,25,10,5,15,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,1,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,PRODUCT MANAGER,OTHER,,,,,,,,,,,,,,,51,24,100,76,37,13,2,72,32,69,36,15,5,56,0,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,20,5,10,20,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,UNSURE,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,10,20,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,5,4,2,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,ML ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,DATA BREACH,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,20,10,20,20,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,4,1,3,5,2,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENTERTAINMENT,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,100,75,,,,84,,87,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,10,10,10,20,20,10,0,"SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,20,10,10,10,25,20,5,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,4,5,2,1,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,RESEARCH & DEVELOPMENT,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,23,25,25,78,33,30,27,27,25,25,22,22,23,,"SECURITY MEASURES,RUNTIME ERRORS","BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BIG DATA MANAGEMENT,NLP,ADVANCED MATHEMATICS","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,20,10,10,10,25,20,5,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,4,5,2,1,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,23,25,25,78,33,30,27,27,25,25,22,22,23,,"SECURITY MEASURES,RUNTIME ERRORS","BUSINESS KNOWLEDGE,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BIG DATA MANAGEMENT,ADVANCED MATHEMATICS,ETHICS IN DATA SCIENCE/MACHINE LEARNING","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,20,20,20,10,10,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,,,,,,YES,YES,GOVERNMENT AGENCY,,DATA ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,BUSINESS KNOWLEDGE,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",,SOMETIMES,,,,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,20,20,20,10,10,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,,,,,,YES,UNSURE,GOVERNMENT AGENCY,ELECTRONICS,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,10,10,10,20,10,10,30,0,RESEARCH AND INNOVATION,,,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,35,10,15,15,10,15,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,3,1,2,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,46,23,59,34,63,43,65,41,16,65,38,59,32,57,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,ON-PREMISES LOCAL SERVER,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING NETWORK CONNECTIVITY",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,30,5,15,15,10,10,15,0,"SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,"AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,HIGH SCHOOL OR EQUIVALENT,MALE,YES,BLACK,10,20,30,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,3,1,4,5,YES,NO,GOVERNMENT AGENCY,,RESEARCH SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23,27,30,26,11,15,12,5,,,12,28,14,27,,SPEED,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,RARELY,LACK OF ACCESS OR INFRASTRUCTURE,LEARNING NEW LANGUAGES,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,SOUTHEAST ASIAN,10,10,20,30,20,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,3,1,4,5,YES,YES,EDUCATIONAL INSTITUTION,HOSPITALITY,DATA ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,24,31,36,13,18,28,17,15,36,31,17,,,,,RUNTIME ERRORS,JAVASCRIPT,IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES.,MODEL DEPLOYMENT,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF ACCESS OR INFRASTRUCTURE,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,42-57,SOME COLLEGE,MALE,YES,BLACK,10,20,30,10,10,20,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,4,5,2,,YES,GOVERNMENT AGENCY,HEALTHCARE,DATA ENGINEER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,23,34,21,20,13,48,12,9,8,9,21,33,12,23,,SECURITY MEASURES,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,SQL","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ACADEMIC OR RESEARCH CENTER,SOMETIMES,FREQUENTLY,INTELLECTUAL PROPERTY CONCERNS,LEARNING NEW LANGUAGES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,FEMALE,YES,"WHITE,LATINE/HISPANIC",10,10,10,10,25,25,10,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,4,5,3,1,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,80,27,40,39,86,47,27,28,28,27,27,27,27,26,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",30,10,10,10,10,10,10,10,"SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,SOME COLLEGE,FEMALE,NO,WHITE,20,10,10,15,30,15,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,PRODUCT MANAGER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,42,63,100,100,6,5,,83,2,,,48,,,,MOBILE DEVELOPMENT,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,DEEP LEARNING,DATA VISUALIZATION,PYTHON,JAVASCRIPT","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN EARLY-STAGE STARTUP COMPANY,SOMETIMES,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,MALE,YES,"WHITE,LATINE/HISPANIC",20,10,5,10,25,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,4,1,2,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,UTILITIES,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,34,44,53,41,57,42,45,52,48,59,44,59,46,56,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,INTERNAL COMPANY RESOURCES,IN THE CLOUD,IN THE CLOUD,MEETING IT/INFOSEC STANDARDS,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,15,5,10,20,5,25,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"PROMPT ENGINEER,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,"WHITE,LATINE/HISPANIC",20,10,5,10,25,30,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,1,2,3,5,YES,YES,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,42,44,53,50,47,58,43,54,48,47,42,49,50,43,,"SECURITY MEASURES,MEMORY CONSUMPTION","ENGINEERING SKILLS,BIG DATA MANAGEMENT,DEEP LEARNING","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,26-41,SOME COLLEGE,MALE,DECLINE TO ANSWER,"BLACK,WHITE",20,20,20,10,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,UNSURE,2,1,4,3,5,YES,,EDUCATIONAL INSTITUTION,EDUCATION,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",UNSURE,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",NO,"AI ENGINEER,AI DATA ANALYST,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,35,5,25,10,10,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,1,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,NO,NOT WANTING TO DISRUPT CURRENT PROJECTS IN PLACE,,,SOME,SOMEWHAT CONFIDENT,I DO,"DATA BREACH,LICENSE RISK",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",NO,"AI ENGINEER,PROMPT ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,NO,WHITE,20,10,25,15,10,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,4,2,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,BUSINESS ANALYST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,43,77,58,57,50,67,43,57,8,69,67,42,67,41,,SECURITY MEASURES,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,BUSINESS ANALYTICS,BIG DATA MANAGEMENT","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,NO,WHITE,25,10,20,10,25,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",NO,2,3,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,SYSTEM ADMINISTRATOR,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,38,33,49,67,47,65,38,62,16,35,46,58,38,65,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,ON-PREMISES LOCAL SERVER,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,MOVING TO THE CLOUD",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,30,5,20,10,15,10,10,0,REDUCING COSTS,YES,AUTOMATED,NO,"AI DATA ANALYST,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,50,10,10,15,10,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,4,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,DATA ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,50,75,46,88,68,57,84,40,90,48,66,78,56,,"SPEED,MOBILE DEVELOPMENT","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",CULTURE OF COMPETITION AND SECRECY,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,23,29,32,9,7,0,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,FINANCE,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,76,83,26,28,0,69,96,29,48,5,62,55,14,54,48,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,YES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,29,12,8,8,12,12,19,0,"INCREASING REVENUE,SAVING TIME",YES,AUTOMATED,NO,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,SOUTHEAST ASIAN,100,0,0,0,0,0,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,3,2,4,1,5,YES,YES,GOVERNMENT AGENCY,ENGINEERING,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,REPO MAINTENANCE LAPSES,YES,,YES,COMMUNITY PLATFORMS AND FORUMS,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,20,20,20,10,10,20,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"COMMUNICATION SKILLS,ADVANCED MATHEMATICS","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,TWO-SPIRIT,YES,EAST ASIAN,10,20,10,10,10,40,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,2,3,4,5,YES,YES,GOVERNMENT AGENCY,,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,14,,,,,,,,,,,,,,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,100,0,0,0,0,0,0,0,SAVING TIME,YES,,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,LATINE/HISPANIC,100,0,0,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,,,NOT CONFIDENT,C-SUITE LEVEL,CVES,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,TWO-SPIRIT,YES,LATINE/HISPANIC,10,20,20,20,10,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,,,,,,YES,YES,EDUCATIONAL INSTITUTION,ELECTRONICS,PROFESSOR/INSTRUCTOR/RESEARCHER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,25,50,34,50,46,49,0,46,37,46,,49,,44,60,MEMORY CONSUMPTION,"PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,JAVASCRIPT,SQL","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN EARLY-STAGE STARTUP COMPANY,SOMETIMES,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,LACK OF INCENTIVES",COST,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,NON-BINARY,NO,WHITE,10,20,30,10,10,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,,,,,,YES,UNSURE,EDUCATIONAL INSTITUTION,RETAIL,SYSTEM ADMINISTRATOR,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,48,,45,39,42,,0,17,41,51,41,20,,34,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",UNSURE,UNSURE,NO,NO,INTERNAL COMPANY RESOURCES,LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",0,20,10,20,10,20,20,0,"REDUCING COSTS,SAVING TIME",NO,,NO,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,SOME COLLEGE,NON-BINARY,YES,"LATINE/HISPANIC,EAST ASIAN",10,52,10,8,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,,,,,,YES,NO,EDUCATIONAL INSTITUTION,PROFESSIONAL SERVICES,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,,I DO,DATA BREACH,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,NON-BINARY,NO,EAST ASIAN,10,20,10,10,10,40,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,,,,,,YES,YES,GOVERNMENT AGENCY,,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",10%,COMPLETE VISIBILITY,,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,LICENSE RISK",NO,REPO MAINTENANCE LAPSES,NO,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,"AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,MALE,DECLINE TO ANSWER,LATINE/HISPANIC,20,10,30,20,20,0,0,ADVANCED INFORMATION WARFARE,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,,,,,,YES,NO,EDUCATIONAL INSTITUTION,DEFENSE,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,COMPLETE VISIBILITY,,,CVES,NO,DATA BREACH,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,"AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,100,0,0,0,0,0,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,3,1,2,4,5,YES,YES,GOVERNMENT AGENCY,ELECTRONICS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,84,87,,76,61,,,,,,,,,,,THE SAME AMOUNT,AUTOMATING TASKS,YES,YES,YES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,100,0,0,0,0,0,0,0,SAVING TIME,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,0,0,0,0,0,100,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,4,3,1,2,5,YES,YES,EDUCATIONAL INSTITUTION,HOSPITALITY,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,,,,,76,,,,,,,,,SLIGHTLY MORE,NOT CURRENTLY USING,YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,0,0,0,0,100,0,0,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,12,18,20,15,20,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,52,56,60,61,61,64,66,67,64,65,65,67,65,68,62,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",12,15,20,10,13,20,10,0,INCREASING REVENUE,YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,30,15,10,15,15,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,1,4,3,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",10%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"DATA BREACH,REPO MAINTENANCE LAPSES,LICENSE RISK",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",UNSURE,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,0,70,20,10,0,0,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,,,,,,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,PHARMACEUTICAL,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,24,,,,22,,,,100,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,,60,20,0,0,0,0,20,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,OTHER (PLEASE SPECIFY),NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,BLACK,25,15,15,15,20,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,2,1,4,5,NO,UNSURE,EDUCATIONAL INSTITUTION,ENGINEERING,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,36,16,73,63,89,76,53,10,84,60,66,15,87,63,0,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MODEL DECAY OR DATA DRIFT",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,12,18,15,15,15,5,0,"INCREASING REVENUE,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,MALE,NO,BLACK,10,20,10,20,10,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,,,,,,YES,YES,NOT-FOR-PROFIT ORGANIZATION,,APPLIED SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,48,,46,33,21,64,,44,59,,,45,38,41,"SECURITY MEASURES,RUNTIME ERRORS","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,BIG DATA MANAGEMENT,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,SQL","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL PRODUCTION MONITORING AND ITERATION,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,42-57,SOME COLLEGE,FEMALE,YES,LATINE/HISPANIC,10,20,30,20,20,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,,,,,,YES,NO,NOT-FOR-PROFIT ORGANIZATION,,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,44,85,,32,,64,33,45,53,57,,49,,34,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"WE DO NOT DEPLOY MODELS IN PRODUCTION,SECURING NETWORK CONNECTIVITY",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",0,10,20,10,20,20,20,0,REDUCING COSTS,NOT YET,,NO,"AI ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,BLACK,15,15,15,15,15,25,0,ADVANCED INFORMATION WARFARE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,2,3,4,1,5,NO,YES,EDUCATIONAL INSTITUTION,AUTOMOTIVE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,59,64,51,62,76,62,0,84,26,76,68,16,72,35,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,SECURING DATA CONNECTIVITY,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,8,15,25,15,15,7,0,SAVING TIME,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,MASTER’S DEGREE,TWO-SPIRIT,NO,"BLACK,PACIFIC ISLANDER",10,20,40,10,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",NO,,,,,,YES,NO,NOT-FOR-PROFIT ORGANIZATION,,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,"MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",50%,SOME,SOMEWHAT CONFIDENT,I DO,"CVES,REPO MAINTENANCE LAPSES",NO,CVES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",NO,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,YES,WHITE,25,10,15,20,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,5,2,1,4,YES,YES,EDUCATIONAL INSTITUTION,TECHNOLOGY,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,46,53,39,77,88,83,68,67,55,87,60,74,54,48,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",IN THE CLOUD,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,MOVING TO THE CLOUD",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,15,25,5,15,10,10,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,10,20,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,10,10,25,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,4,5,1,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",NO,"AI ENGINEER,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,10,20,15,15,25,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,4,5,3,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,76,66,44,63,84,34,88,60,66,49,59,63,41,,0,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,20,15,10,10,15,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI AUDITOR,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,YES,WHITE,10,10,10,10,10,50,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,,,,,,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,NONE,NOT CONFIDENT,I DO,DATA BREACH,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,"AI ENGINEER,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,YES,WHITE,20,20,20,20,20,0,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,GOVERNMENT,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,50%,NONE,SOMEWHAT CONFIDENT,C-SUITE LEVEL,CVES,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,"AI ENGINEER,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,DOCTORAL DEGREE,MALE,YES,WHITE,20,20,20,20,10,10,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,2,1,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,BUSINESS ANALYST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,22,51,48,27,45,41,45,59,56,52,45,24,66,24,,SPEED,BUSINESS KNOWLEDGE,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",INTELLECTUAL PROPERTY CONCERNS,PRIMARY RESPONSIBILITY
UNITED STATES,42-57,DOCTORAL DEGREE,FEMALE,YES,WHITE,20,10,20,20,20,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,3,1,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AGRICULTURE,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,49,36,46,38,22,24,52,34,47,46,55,73,43,35,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,10,10,10,10,10,10,40,0,INCREASING REVENUE,NOT YET,,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,YES,WHITE,10,10,20,10,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,4,1,2,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,HOSPITALITY,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,32,22,27,63,41,46,72,46,63,54,47,43,55,54,,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,10,10,20,10,20,10,20,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,MALE,YES,BLACK,20,20,10,20,10,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,1,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,NONE,NOT CONFIDENT,I DO,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,YES,BLACK,10,10,10,20,20,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,4,1,2,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA SCIENTIST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,58,43,44,13,31,33,31,33,45,47,28,27,42,43,,SECURITY MEASURES,BUSINESS KNOWLEDGE,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",A NONPROFIT ORGANIZATION,SOMETIMES,RARELY,LACK OF ACCESS OR INFRASTRUCTURE,COST,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,YES,BLACK,50,10,10,10,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,3,1,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,BUSINESS ANALYST,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,24,47,45,38,48,45,40,39,54,44,49,44,29,38,,MOBILE DEVELOPMENT,BIG DATA MANAGEMENT,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ACADEMIC OR RESEARCH CENTER,RARELY,ALWAYS,,FINDING AN INTERNSHIP,DEVELOPER ADVOCATE,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,FEMALE,YES,WHITE,0,20,20,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ELECTRONICS,RESEARCH SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,CVES,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,"AI AUDITOR,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,FEMALE,DECLINE TO ANSWER,WHITE,50,25,10,5,5,5,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,GOVERNMENT,DATA SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,50%,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"PROMPT ENGINEER,MACHINE MANAGER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,SOME COLLEGE,AGENDER,YES,WHITE,50,25,10,5,5,5,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,YES,UNSURE,GOVERNMENT AGENCY,ENGINEERING,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE,I DON’T KNOW IF WE’RE SECURELY DOWNLOADING OPEN-SOURCE PACKAGES",,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"CVES,REPO MAINTENANCE LAPSES",YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",YES,"PROMPT ENGINEER,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,HIGH SCHOOL OR EQUIVALENT,AGENDER,YES,WHITE,50,25,10,5,5,5,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,2,3,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,66,47,66,46,29,69,,33,,,,,,,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),NOT CURRENTLY USING",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,10,10,10,10,40,0,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,"AI ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,SOME COLLEGE,AGENDER,YES,WHITE,10,10,10,10,10,50,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,3,4,5,YES,YES,EDUCATIONAL INSTITUTION,CONSULTING,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,,,100,99,,,,,,,,,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,10,10,10,10,40,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,20,20,20,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,3,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,DEFENSE,DEVELOPER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,100,,,,,,100,,,,RUNTIME ERRORS,"DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,BUSINESS ANALYTICS,MACHINE LEARNING,COMPUTER SYSTEMS,PYTHON","SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",MODEL DEPLOYMENT,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",AN ACADEMIC OR RESEARCH CENTER,NEVER,RARELY,"LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,DECLINE TO ANSWER,DECLINE TO ANSWER,15,25,50,5,5,0,0,OTHER (PLEASE INDICATE BELOW),OTHER (PLEASE INDICATE BELOW),YES,2,3,5,4,1,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,OTHER,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,75,21,,,22,,,21,22,64,,,,,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS,OTHER (PLEASE INDICATE BELOW)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),OTHER (PLEASE INDICATE BELOW)",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,10,5,2,6,2,20,35,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS,OTHER (PLEASE INDICATE)",,,NO,"AI ENGINEER,PROMPT ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER,OTHER (PLEASE INDICATE BELOW)",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,DECLINE TO ANSWER,20,50,30,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,UNSURE,,,,,,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,HEALTHCARE,OTHER (PLEASE INDICATE BELOW),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,51,29,,,,,,,,56,,,,,,MOBILE DEVELOPMENT,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER SYSTEMS,PYTHON",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL BUILDING/CODING,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",A NONPROFIT ORGANIZATION,SOMETIMES,FREQUENTLY,"INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,BLACK,15,25,15,15,15,15,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,4,3,5,YES,UNSURE,EDUCATIONAL INSTITUTION,AUTOMOTIVE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,34,73,15,65,82,50,30,55,17,46,82,80,77,33,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,IN THE CLOUD,IN THE CLOUD,SECURING NETWORK CONNECTIVITY,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,10,10,10,10,20,30,10,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,15,15,15,25,15,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,2,3,1,4,5,NO,YES,EDUCATIONAL INSTITUTION,FINANCE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,17,67,7,34,35,53,10,73,88,21,46,29,88,63,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,15,15,14,8,20,8,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,15,15,15,15,15,25,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,4,2,5,NO,YES,NOT-FOR-PROFIT ORGANIZATION,AUTOMOTIVE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,19,74,57,36,20,28,42,48,18,43,46,49,29,74,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,15,5,15,15,15,20,0,SAVING TIME,YES,AUTOMATED,YES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,50,10,10,5,10,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,EDUCATION,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,74,19,30,68,48,47,17,28,28,33,25,43,12,44,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,30,10,30,10,0,0,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,50,10,10,5,10,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,74,19,30,68,48,47,17,28,28,33,25,43,12,44,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,30,10,30,10,0,0,0,"REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,NON-BINARY,YES,WHITE,50,10,10,5,15,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,EDUCATION,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,74,19,30,68,48,47,17,28,28,33,25,43,12,44,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",30,10,10,10,20,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,UNSURE,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,BLACK,16,14,15,15,25,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,34,11,76,47,77,38,36,65,3,78,74,56,37,39,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,ON-PREMISES LOCAL SERVER,IN THE CLOUD,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,15,12,15,15,15,13,0,SAVING TIME,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,BLACK,20,15,15,14,16,20,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,3,1,4,5,YES,YES,GOVERNMENT AGENCY,AUTOMOTIVE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,35,78,21,80,71,48,13,36,55,76,31,53,5,88,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,SECURING DATA CONNECTIVITY,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,16,14,15,15,10,15,15,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,30,20,20,10,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,1,2,4,5,NO,YES,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,29,79,57,12,16,66,2,37,65,59,26,80,39,25,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,10,12,20,30,8,0,REDUCING COSTS,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,BLACK,15,15,15,25,15,15,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,1,3,2,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,84,51,29,78,46,74,51,56,28,51,22,71,82,15,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,15,15,15,15,15,5,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,10,10,10,30,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,1,2,5,4,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI DATA ANALYST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,10,10,10,30,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,3,4,5,1,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,,BACHELOR’S DEGREE,MALE,NO,WHITE,10,10,10,10,30,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,3,4,5,1,,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,10,10,10,30,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,2,3,4,5,1,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,10,10,10,30,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,3,4,5,1,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,10,10,10,30,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,3,4,5,1,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,I DO,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,10,10,10,30,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,2,3,4,5,1,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,I DO,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,MALE,YES,WHITE,20,15,10,5,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,1,4,5,3,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,SYSTEM ADMINISTRATOR,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,80,64,76,48,79,66,68,71,52,43,66,79,73,61,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS,NOT CURRENTLY USING",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,12,8,10,20,15,20,0,"REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,YES,WHITE,20,15,10,5,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,5,3,2,4,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,RETAIL,SYSTEM ADMINISTRATOR,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,80,64,76,48,79,66,68,71,52,43,66,79,73,61,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),NOT CURRENTLY USING",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,12,8,10,20,15,20,0,"REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,SOME COLLEGE,MALE,YES,WHITE,20,15,10,5,20,30,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,1,2,5,4,YES,YES,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,80,64,76,48,79,66,68,71,52,43,66,79,73,61,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),NOT CURRENTLY USING",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"WE DO NOT DEPLOY MODELS IN PRODUCTION,MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",15,12,8,10,20,15,20,0,"REDUCING COSTS,SAVING TIME",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,AI ETHICIST,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,BLACK,30,20,20,10,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,3,4,2,1,5,YES,YES,GOVERNMENT AGENCY,ENGINEERING,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,30,53,17,16,32,45,3,63,55,32,58,77,78,58,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,15,7,25,14,16,8,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,BLACK,25,15,15,15,14,16,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,4,1,3,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,79,85,68,12,67,73,61,70,76,43,17,46,36,1,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,IN THE CLOUD,IN THE CLOUD,MODEL DECAY OR DATA DRIFT,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,10,15,15,15,15,15,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,15,15,25,15,15,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,4,2,1,3,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,61,59,60,76,30,41,14,37,26,51,73,15,12,74,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,10,10,10,12,20,30,8,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,10,10,10,30,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,1,3,4,5,2,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,10,10,10,30,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,1,3,4,5,2,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,SOME,SOMEWHAT CONFIDENT,I DO,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,10,20,30,20,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,3,1,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TELECOMMUNICATIONS,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,"AI ENGINEER,AI DATA ANALYST,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,BLACK,15,15,25,15,15,15,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,4,3,5,YES,YES,GOVERNMENT AGENCY,AUTOMOTIVE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,3,10,43,6,58,18,70,77,84,17,38,25,78,83,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",IN THE CLOUD,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,15,15,15,15,15,5,0,REDUCING COSTS,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,FEMALE,YES,WHITE,15,15,10,20,10,15,15,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,5,4,3,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE)",YES,"AI ENGINEER,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,FEMALE,YES,WHITE,15,15,10,20,10,15,15,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,5,3,4,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI DATA ANALYST,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,SOME COLLEGE,MALE,YES,WHITE,15,15,10,20,10,15,15,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,2,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A MANAGED REPOSITORY,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI DATA ANALYST,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,BLACK,15,15,15,15,25,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,3,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,GOVERNMENT,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,43,36,12,65,24,27,71,12,6,60,51,57,15,16,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,PAID UNIVERSITY COURSES,ON-PREMISES LOCAL SERVER,IN THE CLOUD,MEETING IT/INFOSEC STANDARDS,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,16,14,15,15,10,15,15,0,SAVING TIME,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,EAST ASIAN,20,15,15,14,16,20,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,3,2,1,4,5,YES,UNSURE,GOVERNMENT AGENCY,FINANCE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,45,74,67,25,74,26,71,12,43,61,9,46,29,63,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,SECURING NETWORK CONNECTIVITY,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,15,8,14,16,20,7,0,REDUCING COSTS,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,15,15,15,15,15,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,2,1,3,4,5,YES,UNSURE,GOVERNMENT AGENCY,ENERGY,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,86,83,64,14,19,68,2,37,63,78,21,52,71,35,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,PAID UNIVERSITY COURSES,ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,15,8,14,16,20,7,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,BLACK,20,15,15,14,16,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,4,2,5,NO,YES,EDUCATIONAL INSTITUTION,ENGINEERING,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,75,29,3,26,17,86,7,33,72,27,11,13,23,74,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,IN THE CLOUD,IN THE CLOUD,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,10,10,10,10,20,30,10,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,BLACK,15,15,15,25,14,16,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,4,2,5,NO,UNSURE,GOVERNMENT AGENCY,ENGINEERING,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,44,3,57,50,27,5,0,42,32,77,19,28,9,9,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,15,6,15,25,9,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,SOME COLLEGE,MALE,YES,WHITE,15,12,8,15,20,30,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,1,5,2,3,4,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,VERY CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,PROMPT ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,BLACK,15,25,15,15,15,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,3,1,4,5,NO,YES,EDUCATIONAL INSTITUTION,GOVERNMENT,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,71,45,14,6,31,6,0,51,56,85,12,0,84,45,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,LOCAL LAPTOP,IN THE CLOUD,MEETING IT/INFOSEC STANDARDS,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,15,15,5,14,16,20,0,INCREASING REVENUE,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,25,15,15,15,15,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,3,1,4,5,YES,UNSURE,GOVERNMENT AGENCY,AUTOMOTIVE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,19,36,25,7,47,62,77,47,44,3,19,6,28,59,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",IN THE CLOUD,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,15,5,15,25,15,10,0,REDUCING COSTS,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,14,16,15,15,15,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,2,4,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,33,78,3,7,77,11,3,32,45,87,46,71,12,16,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,IN THE CLOUD,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,15,15,15,15,10,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,BLACK,30,20,20,10,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,3,4,1,5,NO,UNSURE,GOVERNMENT AGENCY,DEFENSE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,48,65,59,30,64,64,63,28,17,7,66,11,16,3,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,8,15,25,15,15,7,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,WHITE,14,16,15,15,15,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,3,1,4,5,NO,YES,EDUCATIONAL INSTITUTION,AUTOMOTIVE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,18,79,83,57,43,78,50,50,48,63,59,6,57,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,MOVING TO THE CLOUD,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,15,15,15,15,15,5,0,SAVING TIME,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,15,15,15,15,15,25,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,3,2,1,4,5,YES,YES,GOVERNMENT AGENCY,ENGINEERING,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,79,62,27,9,42,2,38,73,56,11,74,12,25,11,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,18,15,15,14,16,15,7,0,INCREASING REVENUE,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,15,15,25,15,15,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,3,1,4,5,NO,UNSURE,EDUCATIONAL INSTITUTION,ENGINEERING,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,20,76,62,10,83,29,67,4,77,54,5,32,51,56,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,SECURING NETWORK CONNECTIVITY,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,7,25,14,16,8,0,REDUCING COSTS,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,BLACK,25,15,15,15,14,16,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,3,2,4,1,5,NO,YES,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,17,88,68,2,86,73,62,8,12,43,42,51,28,49,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,PAID UNIVERSITY COURSES,LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,MOVING TO THE CLOUD,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,18,15,15,14,16,15,7,0,SAVING TIME,YES,AUTOMATED,YES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,BLACK,15,25,15,15,15,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,3,1,4,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,61,68,83,69,83,27,82,6,66,88,78,56,54,8,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",IN THE CLOUD,IN THE CLOUD,SECURING NETWORK CONNECTIVITY,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,14,16,15,8,15,25,7,0,INCREASING REVENUE,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,BLACK,16,14,15,15,25,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,3,4,1,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,22,82,87,19,34,74,20,46,51,19,33,58,33,37,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,IN THE CLOUD,IN THE CLOUD,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,15,15,15,15,15,5,0,SAVING TIME,YES,AUTOMATED,YES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,BLACK,16,15,15,14,15,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,UNSURE,EDUCATIONAL INSTITUTION,AUTOMOTIVE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,7,42,54,69,50,16,3,39,11,30,5,31,45,64,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,PAID UNIVERSITY COURSES,IN THE CLOUD,ON-PREMISES LOCAL SERVER,SECURING DATA CONNECTIVITY,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,14,15,15,15,14,16,11,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,20,15,15,14,16,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,4,2,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,AUTOMOTIVE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,85,14,77,12,64,40,19,85,84,57,56,17,21,2,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,15,8,14,16,20,7,0,INCREASING REVENUE,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,YES,WHITE,30,10,10,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,2,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,81,23,26,68,66,45,43,24,42,32,29,45,42,53,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,10,10,20,20,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,UNSURE,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,LATINE/HISPANIC,16,14,15,15,25,15,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,3,4,1,2,5,NO,YES,EDUCATIONAL INSTITUTION,AUTOMOTIVE,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,26,57,63,55,20,20,86,21,60,4,67,68,14,56,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,IN THE CLOUD,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,15,5,16,16,18,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,BLACK,16,15,15,14,15,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,3,4,1,2,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,71,70,88,4,36,62,17,19,26,32,43,18,12,23,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,IN THE CLOUD,ON-PREMISES LOCAL SERVER,MOVING TO THE CLOUD,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,12,15,15,15,13,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,BLACK,15,15,15,25,14,16,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,3,1,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,21,25,66,66,15,26,0,62,20,77,14,74,2,37,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,LOCAL LAPTOP,IN THE CLOUD,MODEL DECAY OR DATA DRIFT,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,16,15,7,14,15,25,8,0,SAVING TIME,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,15,15,15,15,15,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,3,1,4,5,NO,UNSURE,GOVERNMENT AGENCY,ENERGY,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,43,9,71,77,5,11,45,41,53,33,82,9,9,4,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,PAID UNIVERSITY COURSES,LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,18,15,15,14,16,15,7,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,15,15,15,25,15,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,3,4,1,2,5,NO,YES,GOVERNMENT AGENCY,DEFENSE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,9,80,85,55,55,61,56,35,51,51,19,20,66,78,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,IN THE CLOUD,ON-PREMISES LOCAL SERVER,MODEL DECAY OR DATA DRIFT,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,18,6,15,11,14,16,20,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,BLACK,15,15,25,15,15,15,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,3,2,1,4,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,AUTOMOTIVE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,25,19,72,81,41,55,67,65,65,31,51,20,38,3,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,MOVING TO THE CLOUD,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,10,10,10,20,30,10,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,15,5,10,30,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,4,2,3,1,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,31,64,32,67,51,97,42,82,33,35,91,97,48,41,46,"SECURITY MEASURES,MEMORY CONSUMPTION","BUSINESS KNOWLEDGE,ENGINEERING SKILLS,BUSINESS ANALYTICS,DATA VISUALIZATION","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES.",MODEL PRODUCTION MONITORING AND ITERATION,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,20,20,20,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,4,1,2,5,YES,YES,GOVERNMENT AGENCY,HEALTHCARE,APPLIED SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,28,33,33,30,33,22,32,34,30,22,38,29,18,15,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS","BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,DEEP LEARNING,DATA VISUALIZATION,COMPUTER VISION/IMAGE PROCESSING,JAVASCRIPT,SQL","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,10,20,20,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,3,2,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,20,20,20,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,1,2,3,5,YES,YES,EDUCATIONAL INSTITUTION,ENGINEERING,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,CVES,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI DATA ANALYST,MACHINE MANAGER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,20,20,20,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,2,1,3,5,YES,YES,GOVERNMENT AGENCY,CONSULTING,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,LICENSE RISK",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,FEMALE,YES,WHITE,20,10,10,20,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,3,2,1,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,MEDIA,PROFESSOR/INSTRUCTOR/RESEARCHER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,46,45,31,30,29,26,28,19,28,27,21,36,32,32,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,MODEL DECAY OR DATA DRIFT",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,20,10,20,10,10,10,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,10,20,20,20,20,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,4,2,1,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ELECTRONICS,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,LICENSE RISK",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,"AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,BLACK,15,15,15,25,14,16,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,42,52,22,53,27,52,34,66,20,83,54,28,2,25,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,SECURING NETWORK CONNECTIVITY,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,12,15,15,15,13,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,14,16,15,15,15,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,4,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,26,11,45,78,70,24,80,13,62,85,65,49,34,65,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,10,10,20,11,19,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,30,30,10,10,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,4,3,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,FINANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,8,69,54,75,34,53,9,13,47,48,86,14,18,4,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,IN THE CLOUD,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,15,15,15,15,15,5,0,INCREASING REVENUE,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,YES,WHITE,30,10,10,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,3,2,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,14,20,83,76,41,41,37,18,,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING NETWORK CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",30,10,10,10,20,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,UNSURE,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,YES,WHITE,30,10,10,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,3,2,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,GOVERNMENT,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,14,20,83,76,41,41,37,18,,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING NETWORK CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",30,10,10,10,20,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,UNSURE,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,YES,WHITE,30,10,10,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,3,2,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,14,20,83,76,41,41,37,18,,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING NETWORK CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",30,10,10,10,20,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,UNSURE,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,NON-BINARY,YES,WHITE,30,10,10,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,14,20,83,76,41,41,37,18,,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING NETWORK CONNECTIVITY",YES,YES,"PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",30,10,10,10,20,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,UNSURE,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,MALE,YES,WHITE,20,10,10,20,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,CONSULTING,SYSTEM ADMINISTRATOR,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,25,23,34,33,38,35,38,53,40,38,46,21,26,55,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MODEL DECAY OR DATA DRIFT",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,20,20,10,10,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION",YES,AUTOMATED,NO,"AI DATA ANALYST,AI AUDITOR,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,20,10,10,20,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,3,2,4,5,YES,YES,EDUCATIONAL INSTITUTION,CONSTRUCTION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,29,47,41,100,37,21,26,38,46,55,38,44,42,45,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,ACCESS TO COMPUTE RESOURCES,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",10,10,10,20,20,20,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,DECLINE TO ANSWER,WHITE,30,40,10,10,10,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,3,4,1,2,5,YES,YES,GOVERNMENT AGENCY,CONSTRUCTION,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,56,91,72,58,55,39,66,76,65,75,28,,23,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,NO,NO,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,SECURING NETWORK CONNECTIVITY",YES,NO,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,40,20,0,10,0,0,"REDUCING COSTS,RESEARCH AND INNOVATION",NO,,YES,"PROMPT ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,BLACK,30,20,20,10,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,2,4,3,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,38,42,22,48,5,26,17,33,22,69,51,63,87,35,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,IN THE CLOUD,IN THE CLOUD,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,15,15,15,15,10,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,20,20,20,10,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,4,1,2,5,YES,YES,EDUCATIONAL INSTITUTION,PHARMACEUTICAL,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,34,19,50,22,11,28,36,41,30,34,29,25,14,22,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,10,10,10,20,10,20,0,"INCREASING REVENUE,REDUCING COSTS,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,PROMPT ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,20,20,20,10,10,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,4,1,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,PRODUCT MANAGER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,VERY CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,CVES,REPO MAINTENANCE LAPSES",UNSURE,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",UNSURE,"AI ENGINEER,PROMPT ENGINEER,MACHINE MANAGER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,DOCTORAL DEGREE,FEMALE,YES,WHITE,20,20,20,10,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,4,1,2,5,YES,YES,GOVERNMENT AGENCY,MEDIA,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,34,19,50,22,11,28,36,41,30,34,29,25,14,22,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",20,10,10,10,20,10,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,PROMPT ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,20,20,20,10,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,4,2,1,5,YES,YES,EDUCATIONAL INSTITUTION,CONSTRUCTION,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,34,19,50,22,11,28,36,41,30,34,29,25,14,22,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,SECURING NETWORK CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,10,10,20,10,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI ENGINEER,PROMPT ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,20,10,10,10,20,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,35,37,66,22,57,81,20,9,78,28,74,1,43,37,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,PAID UNIVERSITY COURSES,ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,10,15,15,15,15,15,0,SAVING TIME,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,20,10,10,20,30,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,3,4,1,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,HEALTHCARE,PROFESSOR/INSTRUCTOR/RESEARCHER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",25%,COMPLETE VISIBILITY,VERY CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES,LICENSE RISK,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",YES,"AI ENGINEER,AI DATA ANALYST,PROMPT ENGINEER,AI AUDITOR,AI ETHICIST,MACHINE MANAGER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,BLACK,15,15,15,15,15,25,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,4,2,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,AUTOMOTIVE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,47,34,62,7,42,62,4,38,78,20,79,41,23,40,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,10,15,15,15,15,15,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,BLACK,15,25,15,15,15,15,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,1,3,2,4,5,YES,YES,EDUCATIONAL INSTITUTION,AUTOMOTIVE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,10,71,63,15,43,80,27,35,81,79,81,6,23,48,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,IN THE CLOUD,IN THE CLOUD,MOVING TO THE CLOUD,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,7,25,14,16,8,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,16,14,15,15,25,15,0,ADVANCED INFORMATION WARFARE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,1,2,4,3,5,NO,YES,GOVERNMENT AGENCY,EDUCATION,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,73,39,8,48,24,88,61,7,61,81,13,25,65,44,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",IN THE CLOUD,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,10,15,15,15,15,15,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,20,10,20,10,20,0,ADVANCED INFORMATION WARFARE,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,4,1,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,VERY CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,CVES,REPO MAINTENANCE LAPSES",UNSURE,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",NO,"AI ENGINEER,PROMPT ENGINEER,MACHINE MANAGER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,20,20,10,20,10,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,4,1,2,5,YES,YES,GOVERNMENT AGENCY,DEFENSE,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,VERY CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,REPO MAINTENANCE LAPSES,LICENSE RISK",UNSURE,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",NO,"AI ENGINEER,PROMPT ENGINEER,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,16,15,15,14,15,25,0,ADVANCED INFORMATION WARFARE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,1,3,2,4,5,NO,UNSURE,GOVERNMENT AGENCY,FOOD & BEVERAGE,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,5,16,40,37,50,47,77,74,44,45,23,2,65,70,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,PAID UNIVERSITY COURSES,ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,14,16,15,8,15,25,7,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,BLACK,10,10,10,20,20,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,1,3,4,2,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,1,5,7,79,11,17,33,66,29,69,85,42,17,24,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,IN THE CLOUD,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,15,15,15,15,15,5,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,BLACK,15,15,15,15,15,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,3,4,1,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,70,80,82,44,62,48,72,46,69,73,80,21,21,50,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,IN THE CLOUD,SECURING DATA CONNECTIVITY,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,18,15,15,14,16,15,7,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,16,14,15,15,25,15,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,1,3,2,4,5,YES,YES,GOVERNMENT AGENCY,AUTOMOTIVE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,61,60,71,33,29,78,47,79,1,0,53,3,43,77,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,IN THE CLOUD,IN THE CLOUD,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,16,14,15,8,25,15,7,0,SAVING TIME,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,BLACK,15,15,25,15,15,15,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,2,4,5,NO,YES,GOVERNMENT AGENCY,DEFENSE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,79,75,73,37,37,18,80,62,43,72,42,28,53,13,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,PAID UNIVERSITY COURSES,ON-PREMISES LOCAL SERVER,IN THE CLOUD,SECURING DATA CONNECTIVITY,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,16,15,7,14,15,25,8,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,10,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,3,4,1,5,YES,YES,GOVERNMENT AGENCY,CONSULTING,APPLIED SCIENTIST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,VERY CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,CVES,LICENSE RISK",NO,DATA BREACH,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",NO,"AI ENGINEER,AI DATA ANALYST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,10,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,4,1,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,AGRICULTURE,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,37,51,30,24,16,30,20,30,31,13,19,19,17,17,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS,NOT CURRENTLY USING",NO,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,10,10,10,20,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,UNSURE,"AI ENGINEER,PROMPT ENGINEER,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,YES,WHITE,20,20,10,10,20,20,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,3,4,1,5,YES,YES,EDUCATIONAL INSTITUTION,AUTOMOTIVE,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,37,51,30,24,16,30,20,30,31,13,19,19,17,39,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BIG DATA MANAGEMENT,MACHINE LEARNING,ADVANCED MATHEMATICS,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER SYSTEMS,GO LANG ,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,10,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,2,3,4,1,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,SYSTEM ADMINISTRATOR,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,37,51,30,24,16,30,20,30,31,13,19,19,17,39,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BIG DATA MANAGEMENT,ADVANCED MATHEMATICS,COMPUTER VISION/IMAGE PROCESSING,SQL","OFTEN, BUT ONLY DURING A SPECIFIC CLASS ABOUT ETHICS. ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",CULTURE OF COMPETITION AND SECRECY,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,20,10,10,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,3,4,1,5,YES,YES,GOVERNMENT AGENCY,GOVERNMENT,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,37,51,30,24,16,30,20,30,31,13,19,19,17,39,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS,NOT CURRENTLY USING",NO,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,IN THE CLOUD,"RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,ACCESS TO COMPUTE RESOURCES,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,10,10,10,20,10,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,NO,"AI DATA ANALYST,PROMPT ENGINEER,AI ETHICIST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,BLACK,15,15,14,16,20,20,0,ADVANCED INFORMATION WARFARE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,2,3,1,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,33,61,88,13,64,58,42,43,3,88,71,10,67,38,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,SECURING DATA CONNECTIVITY,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,15,15,14,8,20,8,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,BLACK,16,15,15,14,15,25,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,3,2,4,1,5,YES,UNSURE,GOVERNMENT AGENCY,AUTOMOTIVE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,33,79,12,22,80,70,83,87,85,18,7,42,55,12,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,5,15,25,15,10,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,30,10,10,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,2,3,4,1,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,82,,,62,58,,,,,,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",30,10,10,10,20,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,UNSURE,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,BACHELOR’S DEGREE,MALE,YES,WHITE,30,10,10,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING",YES,3,4,2,1,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,82,,,62,58,,,,,,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,YES,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",30,10,10,10,20,10,10,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME",YES,AUTOMATED,UNSURE,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,BLACK,15,15,15,15,15,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,3,1,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,70,51,85,78,84,3,7,20,63,79,82,40,30,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,16,14,15,15,10,15,15,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,NO,WHITE,15,10,50,5,10,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE",UNSURE,1,2,4,3,5,NO,YES,NOT-FOR-PROFIT ORGANIZATION,NOT FOR PROFIT,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,28,52,21,86,23,21,18,15,13,15,14,13,13,12,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,YES,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,NO,NO,,10,10,20,15,20,15,10,0,RESEARCH AND INNOVATION,YES,AD-HOC,UNSURE,"AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,40,40,20,0,0,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,2,1,5,3,4,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,ML ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,98,,,4,,,,1,7,15,,,,,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),OTHER (PLEASE INDICATE BELOW)",YES,UNSURE,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MODEL DECAY OR DATA DRIFT",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,25,25,3,10,2,15,0,"RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,OTHER (PLEASE SPECIFY),UNSURE,"PROMPT ENGINEER,COMPUTER VISION ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,25,15,15,15,14,16,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,4,3,5,YES,YES,EDUCATIONAL INSTITUTION,ENGINEERING,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,59,73,58,39,74,16,38,26,41,44,81,83,49,26,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),IN THE CLOUD,IN THE CLOUD,MODEL DECAY OR DATA DRIFT,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,14,16,15,8,15,25,7,0,INCREASING REVENUE,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,BLACK,25,15,15,15,15,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,4,2,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,64,68,36,54,54,0,51,1,47,34,58,52,60,78,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,IN THE CLOUD,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,15,6,15,25,9,0,SAVING TIME,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,DOCTORAL DEGREE,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,20,50,30,0,0,0,0,OTHER (PLEASE INDICATE BELOW),"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OTHER (PLEASE INDICATE BELOW)",YES,1,5,3,4,2,YES,YES,NOT APPLICABLE (STUDENT),,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,75,,,,19,20,,,76,53,,,,,,LESS,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),OTHER (PLEASE INDICATE BELOW)",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,60,20,0,0,0,0,20,0,REDUCING COSTS,YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,14,16,15,15,15,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,2,4,3,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,AUTOMOTIVE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,84,60,68,81,81,20,18,12,81,13,48,38,55,34,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",IN THE CLOUD,IN THE CLOUD,SECURING NETWORK CONNECTIVITY,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,15,12,15,15,15,13,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,BLACK,20,15,15,14,16,20,0,ADVANCED INFORMATION WARFARE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,1,3,2,4,5,YES,UNSURE,GOVERNMENT AGENCY,FOOD & BEVERAGE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,74,72,59,59,78,42,1,74,71,85,85,8,83,4,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",IN THE CLOUD,IN THE CLOUD,ACCESS TO COMPUTE RESOURCES,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,15,5,15,25,15,10,0,SAVING TIME,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,15,15,14,16,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,3,4,5,NO,YES,NOT-FOR-PROFIT ORGANIZATION,ENERGY,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,81,8,79,67,74,57,43,48,5,41,83,39,54,7,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,10,15,15,15,15,15,0,SAVING TIME,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,WHITE,10,10,10,20,20,30,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,3,4,1,2,5,YES,YES,EDUCATIONAL INSTITUTION,ELECTRONICS,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,65,24,21,63,63,70,67,52,80,64,43,49,27,84,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,IN THE CLOUD,IN THE CLOUD,MOVING TO THE CLOUD,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,15,15,15,15,15,5,0,SAVING TIME,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,15,25,15,15,15,15,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,4,2,1,5,NO,YES,EDUCATIONAL INSTITUTION,AUTOMOTIVE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,20,36,80,76,9,40,73,4,75,33,24,1,74,42,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,15,7,25,14,16,8,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,BLACK,30,30,10,10,10,10,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,1,3,2,4,5,NO,YES,NOT-FOR-PROFIT ORGANIZATION,GOVERNMENT,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,49,71,47,40,75,40,21,34,62,43,54,54,77,34,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,IN THE CLOUD,IN THE CLOUD,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,18,15,5,15,14,16,17,0,INCREASING REVENUE,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,BLACK,15,15,15,15,25,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,3,4,2,5,YES,UNSURE,GOVERNMENT AGENCY,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,31,46,61,24,52,1,66,81,71,65,59,83,3,33,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,IN THE CLOUD,IN THE CLOUD,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,15,12,15,15,15,13,0,REDUCING COSTS,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,25,15,15,15,15,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,2,4,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,GOVERNMENT,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,39,69,81,71,67,64,48,21,80,48,87,23,7,43,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,ON-PREMISES LOCAL SERVER,IN THE CLOUD,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,14,16,15,8,15,25,7,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,BLACK,10,10,10,20,20,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,3,4,2,5,YES,UNSURE,EDUCATIONAL INSTITUTION,AUTOMOTIVE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,39,35,30,61,74,20,25,68,75,25,30,24,85,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,PAID UNIVERSITY COURSES,IN THE CLOUD,ON-PREMISES LOCAL SERVER,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,16,14,15,15,10,15,15,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,BLACK,25,15,15,15,14,16,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,2,3,4,1,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,63,79,0,54,23,3,6,59,63,40,28,49,68,79,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,18,15,15,14,16,15,7,0,REDUCING COSTS,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,10,10,30,10,20,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",UNSURE,1,2,3,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),COMMUNITY PLATFORMS AND FORUMS",UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,WHITE,16,14,15,15,25,15,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,3,1,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,79,38,3,21,13,11,0,81,15,77,84,71,41,19,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,PAID UNIVERSITY COURSES,LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,SECURING NETWORK CONNECTIVITY,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,8,15,25,15,15,7,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,EAST ASIAN,10,10,10,20,20,30,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,3,1,4,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,77,45,30,70,1,4,80,57,14,81,81,46,73,0,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,ON-PREMISES LOCAL SERVER,IN THE CLOUD,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,16,14,15,8,25,15,7,0,REDUCING COSTS,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,10,10,10,20,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,32,10,22,66,62,34,20,23,35,53,72,22,61,69,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,18,15,15,5,14,16,17,0,SAVING TIME,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,WHITE,15,15,15,25,15,15,0,ADVANCED INFORMATION WARFARE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,2,3,1,4,5,NO,YES,GOVERNMENT AGENCY,FOOD & BEVERAGE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,12,31,47,74,18,56,65,79,57,21,47,69,43,10,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,IN THE CLOUD,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,18,9,15,11,14,16,17,0,SAVING TIME,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,EAST ASIAN,15,15,15,15,15,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,3,2,1,4,5,NO,YES,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,25,4,69,51,32,26,66,29,35,88,27,21,11,18,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,SECURING NETWORK CONNECTIVITY,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,14,16,15,8,15,25,7,0,REDUCING COSTS,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,BLACK,10,10,10,20,20,30,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,3,4,1,2,5,NO,UNSURE,EDUCATIONAL INSTITUTION,EDUCATION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,63,32,78,57,28,13,57,0,74,20,81,87,19,69,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,16,14,15,15,10,15,15,0,REDUCING COSTS,YES,AUTOMATED,YES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,EAST ASIAN,30,30,10,10,10,10,0,ADVANCED INFORMATION WARFARE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,2,1,3,4,5,NO,UNSURE,EDUCATIONAL INSTITUTION,AUTOMOTIVE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,22,9,25,38,73,10,22,8,68,37,63,17,11,65,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,IN THE CLOUD,ACCESS TO COMPUTE RESOURCES,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,16,14,15,8,25,15,7,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,WHITE,25,15,15,15,15,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,3,1,4,5,NO,YES,GOVERNMENT AGENCY,AUTOMOTIVE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,9,56,33,3,20,57,36,40,16,61,80,3,22,7,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,16,15,7,14,15,25,8,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,EAST ASIAN,20,10,10,10,20,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,3,4,1,2,5,NO,UNSURE,GOVERNMENT AGENCY,AUTOMOTIVE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,85,11,76,34,28,34,82,8,25,28,49,18,66,65,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,IN THE CLOUD,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,9,15,15,14,14,16,17,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,WHITE,20,15,15,14,16,20,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,3,1,4,5,NO,YES,EDUCATIONAL INSTITUTION,AUTOMOTIVE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,62,22,74,28,31,14,53,51,50,31,22,80,45,79,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,MODEL DECAY OR DATA DRIFT,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,15,6,15,25,9,0,SAVING TIME,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,20,25,25,5,10,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,4,3,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,TRANSPORTATION & LOGISTICS,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,45,32,68,34,13,52,85,0,0,76,0,0,0,0,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"SECURING DATA CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,5,20,10,15,20,15,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,10,15,20,20,30,5,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,25,15,15,15,14,16,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,3,4,2,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,25,43,41,9,76,65,41,63,41,25,17,10,20,68,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,15,15,14,8,20,8,0,REDUCING COSTS,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,BLACK,25,15,15,15,14,16,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,3,4,2,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,85,6,6,28,34,66,86,74,28,12,57,4,49,85,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",IN THE CLOUD,ON-PREMISES LOCAL SERVER,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,15,7,25,14,16,8,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,OTHER (PLEASE INDICATE),30,15,10,20,10,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,1,4,3,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,80,,,,,,,5,16,34,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,UNSURE,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",30,40,10,0,0,0,20,0,RESEARCH AND INNOVATION,UNSURE,,YES,"AI ENGINEER,AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,BLACK,15,15,15,25,14,16,0,ADVANCED INFORMATION WARFARE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,2,3,4,1,5,YES,YES,EDUCATIONAL INSTITUTION,ELECTRONICS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,16,2,10,69,26,67,88,62,73,42,12,63,71,8,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",IN THE CLOUD,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,15,15,15,15,15,5,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,BLACK,15,15,15,15,15,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,3,1,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,40,58,77,34,6,33,1,44,51,11,18,73,59,20,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,8,15,25,15,15,7,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,16,15,15,14,15,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,2,3,1,4,5,NO,YES,GOVERNMENT AGENCY,ENERGY,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,84,54,13,7,59,17,19,0,54,35,1,69,32,23,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,PAID UNIVERSITY COURSES,LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,SECURING DATA CONNECTIVITY,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,15,8,14,16,20,7,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,BLACK,10,10,10,20,20,30,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,2,3,4,1,5,YES,YES,GOVERNMENT AGENCY,AUTOMOTIVE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,30,79,14,78,66,64,72,45,71,12,42,49,49,51,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),IN THE CLOUD,IN THE CLOUD,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,15,8,14,16,20,7,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,15,15,14,16,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,2,3,4,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,44,42,29,45,79,10,66,64,74,56,55,70,30,29,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",IN THE CLOUD,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,18,15,15,14,16,15,7,0,REDUCING COSTS,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,15,15,25,15,15,15,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,3,1,4,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,51,34,24,47,67,9,51,58,26,68,15,36,63,37,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,MOVING TO THE CLOUD,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,15,15,15,15,15,5,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,BLACK,15,15,15,25,14,16,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,3,1,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ELECTRONICS,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,47,69,52,45,32,61,51,41,83,30,10,55,66,87,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,PAID UNIVERSITY COURSES,ON-PREMISES LOCAL SERVER,IN THE CLOUD,SECURING DATA CONNECTIVITY,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,15,15,14,8,20,8,0,INCREASING REVENUE,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,16,14,15,15,25,15,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,1,2,4,3,5,NO,YES,GOVERNMENT AGENCY,DEFENSE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,4,76,17,37,74,16,65,23,87,68,30,0,82,8,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,IN THE CLOUD,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,16,15,7,14,15,25,8,0,REDUCING COSTS,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,BLACK,25,15,15,15,15,15,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,4,3,5,NO,YES,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,4,73,45,15,60,81,58,10,17,48,87,32,7,22,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,16,14,15,15,10,15,15,0,INCREASING REVENUE,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,10,10,10,20,20,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,4,2,5,YES,YES,GOVERNMENT AGENCY,EDUCATION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,38,48,13,82,6,73,31,7,59,25,83,0,71,28,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,ON-PREMISES LOCAL SERVER,IN THE CLOUD,MEETING IT/INFOSEC STANDARDS,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,15,15,15,15,15,10,0,SAVING TIME,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,16,14,15,15,25,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,GOVERNMENT,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,50,40,84,17,12,37,81,80,85,14,61,88,9,33,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,15,8,14,16,20,7,0,SAVING TIME,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,BLACK,16,14,15,15,25,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,2,3,4,1,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,26,48,79,23,20,26,18,84,40,61,8,9,35,51,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,IN THE CLOUD,IN THE CLOUD,MEETING IT/INFOSEC STANDARDS,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,16,15,7,14,15,25,8,0,REDUCING COSTS,YES,AUTOMATED,YES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,15,15,15,15,25,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,1,2,4,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,AUTOMOTIVE,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,7,19,48,75,35,21,51,27,74,69,10,4,67,20,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,PAID UNIVERSITY COURSES,IN THE CLOUD,ON-PREMISES LOCAL SERVER,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,15,15,6,15,25,9,0,SAVING TIME,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,BLACK,14,16,15,15,15,25,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,4,2,1,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,42,22,5,74,1,27,29,5,41,32,39,50,13,74,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,SECURING DATA CONNECTIVITY,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,14,16,15,8,15,25,7,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,BLACK,16,15,15,14,15,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,22,49,40,0,18,70,53,88,34,19,73,73,9,49,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",IN THE CLOUD,ON-PREMISES LOCAL SERVER,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,9,15,15,14,14,16,17,0,SAVING TIME,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,EAST ASIAN,20,15,15,14,16,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,3,4,5,NO,YES,GOVERNMENT AGENCY,ELECTRONICS,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,66,59,61,61,66,30,6,55,42,59,12,35,20,85,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,IN THE CLOUD,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,15,7,25,14,16,8,0,REDUCING COSTS,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,15,15,25,15,15,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,68,43,67,21,6,43,29,63,76,85,83,72,39,49,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,14,15,15,15,14,16,11,0,REDUCING COSTS,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,16,14,15,15,25,15,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,4,2,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,37,3,19,54,31,86,31,86,3,46,41,88,51,74,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,ON-PREMISES LOCAL SERVER,IN THE CLOUD,SECURING DATA CONNECTIVITY,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,10,10,20,11,19,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,BLACK,14,16,15,15,15,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,81,85,1,5,79,31,77,15,56,42,6,73,47,63,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,IN THE CLOUD,ACCESS TO COMPUTE RESOURCES,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,18,15,15,14,16,15,7,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,14,16,15,15,15,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,2,1,3,4,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,EDUCATION,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,44,21,27,36,20,64,69,45,51,58,17,87,57,65,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,MODEL DECAY OR DATA DRIFT,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,14,15,15,5,14,16,21,0,REDUCING COSTS,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,BLACK,30,30,10,10,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,2,4,5,NO,YES,EDUCATIONAL INSTITUTION,FINANCE,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,88,15,61,65,18,65,61,64,47,55,77,61,38,12,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,PAID UNIVERSITY COURSES,IN THE CLOUD,ON-PREMISES LOCAL SERVER,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,14,15,15,15,14,16,11,0,REDUCING COSTS,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,15,15,14,16,20,20,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,4,3,5,YES,UNSURE,GOVERNMENT AGENCY,ENGINEERING,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,41,51,80,5,29,12,8,67,48,70,84,20,3,13,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),IN THE CLOUD,ON-PREMISES LOCAL SERVER,MODEL DECAY OR DATA DRIFT,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,14,15,15,15,14,16,11,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,15,15,25,15,15,15,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,4,3,5,NO,YES,NOT-FOR-PROFIT ORGANIZATION,FINANCE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,46,71,15,59,5,55,30,85,4,1,12,7,2,4,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,15,7,25,14,16,8,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,14,16,15,15,15,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,2,1,4,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,FOOD & BEVERAGE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,69,82,19,20,18,38,72,20,50,80,71,49,2,56,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,10,15,15,15,15,15,0,REDUCING COSTS,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,16,14,15,15,25,15,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,4,1,3,5,NO,UNSURE,EDUCATIONAL INSTITUTION,GOVERNMENT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,67,12,24,4,14,70,62,7,59,15,85,25,40,40,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,17,15,18,5,14,16,15,0,REDUCING COSTS,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,BLACK,15,15,15,15,25,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,2,1,4,3,5,NO,UNSURE,GOVERNMENT AGENCY,AUTOMOTIVE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,82,31,77,78,83,84,69,8,81,5,78,19,82,32,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,IN THE CLOUD,SECURING NETWORK CONNECTIVITY,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,15,15,15,15,15,10,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,5,30,25,5,25,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,,,,,,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,9,,7,,,,17,53,71,,,3,,,SIGNIFICANTLY MORE,"AUTOMATING TASKS,OTHER (PLEASE INDICATE BELOW)",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",NO,YES,,25,25,20,5,5,5,15,0,"REDUCING COSTS,SAVING TIME,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,15,15,15,25,14,16,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,2,1,4,3,5,YES,YES,EDUCATIONAL INSTITUTION,ENGINEERING,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,40,18,75,31,2,32,29,54,35,44,67,76,33,22,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,SECURING DATA CONNECTIVITY,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,16,15,7,14,15,25,8,0,SAVING TIME,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,15,15,15,15,15,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,1,4,2,5,YES,YES,EDUCATIONAL INSTITUTION,ENERGY,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,11,75,26,9,72,20,31,56,78,29,74,65,36,24,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,PAID UNIVERSITY COURSES,IN THE CLOUD,IN THE CLOUD,ACCESS TO COMPUTE RESOURCES,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,10,10,20,11,19,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,16,14,15,15,25,15,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,4,1,2,3,5,NO,YES,GOVERNMENT AGENCY,AUTOMOTIVE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,79,22,22,51,15,63,50,60,53,86,9,68,55,83,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,MOVING TO THE CLOUD,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,15,15,14,8,20,8,0,REDUCING COSTS,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,30,20,20,10,10,10,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,1,4,3,5,NO,YES,EDUCATIONAL INSTITUTION,AUTOMOTIVE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,31,21,31,25,15,29,61,10,28,11,68,40,7,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,IN THE CLOUD,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,15,5,14,16,20,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,BLACK,15,25,15,15,15,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,2,3,1,4,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,DEFENSE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,40,82,5,71,85,84,38,56,68,4,45,52,53,14,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,16,15,15,7,15,25,7,0,SAVING TIME,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,BLACK,30,20,20,10,10,10,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,3,1,4,5,NO,YES,NOT-FOR-PROFIT ORGANIZATION,DEFENSE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,73,37,70,13,49,53,81,28,0,36,11,82,61,38,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,IN THE CLOUD,IN THE CLOUD,MEETING IT/INFOSEC STANDARDS,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,16,15,7,14,15,25,8,0,REDUCING COSTS,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,BLACK,20,15,15,14,16,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,1,3,4,2,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,56,14,44,38,32,67,82,74,28,1,47,72,17,74,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,SECURING NETWORK CONNECTIVITY,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,15,5,15,25,15,10,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,16,14,15,15,25,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,9,56,39,2,37,65,32,19,41,49,88,32,72,55,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,10,10,20,30,10,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,BLACK,15,15,15,15,15,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,4,3,5,NO,UNSURE,GOVERNMENT AGENCY,AUTOMOTIVE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,84,77,70,79,51,22,18,52,74,61,26,67,23,26,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,SECURING NETWORK CONNECTIVITY,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,10,10,10,12,20,30,8,0,REDUCING COSTS,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,25,15,15,15,14,16,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,NO,UNSURE,EDUCATIONAL INSTITUTION,AUTOMOTIVE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,33,20,63,85,59,52,43,8,55,1,50,59,77,1,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,ON-PREMISES LOCAL SERVER,IN THE CLOUD,SECURING DATA CONNECTIVITY,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,7,25,14,16,8,0,INCREASING REVENUE,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,10,10,10,20,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,3,1,4,5,NO,YES,EDUCATIONAL INSTITUTION,ENGINEERING,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,7,5,54,55,72,61,65,73,42,3,53,20,31,44,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,ACCESS TO COMPUTE RESOURCES,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,15,15,15,15,15,10,0,REDUCING COSTS,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,10,10,10,20,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,3,1,4,5,NO,YES,NOT-FOR-PROFIT ORGANIZATION,AUTOMOTIVE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,7,33,76,71,65,77,66,66,35,23,82,7,23,24,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,IN THE CLOUD,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,15,12,15,15,15,13,0,REDUCING COSTS,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,20,15,15,14,16,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,4,2,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,ENERGY,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,12,44,32,62,17,85,84,38,21,18,25,58,71,41,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,PAID UNIVERSITY COURSES,ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,MODEL DECAY OR DATA DRIFT,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,15,7,25,14,16,8,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,WHITE,15,15,15,15,25,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,3,4,2,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,18,14,1,59,32,10,51,28,30,5,60,21,82,13,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,IN THE CLOUD,MEETING IT/INFOSEC STANDARDS,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,15,12,15,15,15,13,0,SAVING TIME,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,15,15,15,15,25,15,0,ADVANCED INFORMATION WARFARE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,2,3,4,1,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,AUTOMOTIVE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,42,29,28,6,16,52,73,71,53,80,15,21,67,38,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,IN THE CLOUD,ON-PREMISES LOCAL SERVER,MODEL DECAY OR DATA DRIFT,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,15,5,15,25,15,10,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,25,15,15,15,14,16,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,3,4,2,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,80,56,12,73,26,24,76,55,39,85,63,53,34,50,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,MEETING IT/INFOSEC STANDARDS,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,16,14,15,8,25,15,7,0,REDUCING COSTS,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,BLACK,16,15,15,14,15,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,3,4,1,5,NO,UNSURE,EDUCATIONAL INSTITUTION,ENGINEERING,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,1,13,48,66,61,49,34,16,59,75,26,7,48,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,IN THE CLOUD,IN THE CLOUD,SECURING DATA CONNECTIVITY,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,15,15,14,8,20,8,0,SAVING TIME,YES,AUTOMATED,YES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,30,20,20,10,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,YES,EDUCATIONAL INSTITUTION,DEFENSE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,87,6,73,77,2,73,24,58,67,24,78,52,31,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,PAID UNIVERSITY COURSES,LOCAL LAPTOP,IN THE CLOUD,MODEL DECAY OR DATA DRIFT,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,16,14,15,8,25,15,7,0,SAVING TIME,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,14,16,15,15,15,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,2,3,1,4,5,YES,UNSURE,EDUCATIONAL INSTITUTION,ENGINEERING,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,42,83,83,44,14,33,9,61,57,69,33,51,56,62,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,ON-PREMISES LOCAL SERVER,MODEL DECAY OR DATA DRIFT,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,15,15,14,8,20,8,0,SAVING TIME,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,BLACK,20,15,15,14,16,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,1,4,3,5,NO,YES,NOT-FOR-PROFIT ORGANIZATION,AUTOMOTIVE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,68,32,46,69,6,8,50,54,12,73,83,4,37,55,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,14,15,15,15,14,16,11,0,REDUCING COSTS,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,10,30,30,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,3,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,MANUFACTURING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,38,58,69,46,,68,35,47,60,39,73,78,49,72,44,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,AUTOMATING TASKS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE",YES,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES",20,20,10,10,20,0,20,0,"INCREASING REVENUE,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AUTOMATED,YES,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,BLACK,30,20,20,10,10,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,4,2,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,13,78,54,53,88,72,54,42,36,9,19,80,9,79,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,IN THE CLOUD,IN THE CLOUD,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,18,15,15,14,16,15,7,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,16,14,15,15,25,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,2,3,1,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,FOOD & BEVERAGE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,69,38,30,50,85,54,48,0,17,29,12,74,81,87,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,5,15,25,15,10,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,EAST ASIAN,16,15,15,14,15,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,3,4,1,2,5,NO,UNSURE,EDUCATIONAL INSTITUTION,FINANCE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,83,68,6,62,14,27,51,69,37,14,29,37,80,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,IN THE CLOUD,IN THE CLOUD,MEETING IT/INFOSEC STANDARDS,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,16,14,15,15,10,15,15,0,INCREASING REVENUE,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,WHITE,20,10,10,10,20,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,1,4,2,5,YES,YES,EDUCATIONAL INSTITUTION,ENGINEERING,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,38,21,2,31,5,79,12,4,72,8,72,45,80,56,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,IN THE CLOUD,ON-PREMISES LOCAL SERVER,SECURING NETWORK CONNECTIVITY,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,18,15,15,14,16,15,7,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,30,20,20,10,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,4,1,3,5,NO,YES,NOT-FOR-PROFIT ORGANIZATION,FINANCE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,43,73,13,78,72,6,10,88,3,50,67,51,36,1,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,MODEL DECAY OR DATA DRIFT,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,18,15,15,14,16,15,7,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,16,15,15,14,15,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,1,3,4,2,5,NO,UNSURE,GOVERNMENT AGENCY,GOVERNMENT,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,62,84,11,78,81,86,55,8,45,5,20,52,54,47,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,MODEL DECAY OR DATA DRIFT,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,15,15,6,15,25,9,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,15,15,15,15,15,25,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,3,4,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,55,61,37,47,14,63,34,86,80,38,34,50,56,13,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,MODEL DECAY OR DATA DRIFT,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,8,15,25,15,15,7,0,REDUCING COSTS,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,15,25,15,15,15,15,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,3,4,2,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,AUTOMOTIVE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,28,54,56,24,54,28,40,86,23,73,48,30,44,20,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,LOCAL LAPTOP,IN THE CLOUD,MOVING TO THE CLOUD,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,5,15,25,15,10,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,BLACK,15,15,15,25,14,16,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,1,3,4,2,5,YES,YES,EDUCATIONAL INSTITUTION,AUTOMOTIVE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,9,36,77,33,77,45,74,73,74,32,29,12,16,1,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,IN THE CLOUD,ON-PREMISES LOCAL SERVER,ACCESS TO COMPUTE RESOURCES,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,12,15,15,15,13,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,BLACK,15,15,15,15,15,25,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,2,3,1,4,5,NO,UNSURE,EDUCATIONAL INSTITUTION,ENGINEERING,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,64,75,2,70,83,81,67,72,33,21,85,72,60,33,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,12,15,15,15,13,0,INCREASING REVENUE,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,BLACK,14,16,15,15,15,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,3,2,4,5,YES,UNSURE,GOVERNMENT AGENCY,AUTOMOTIVE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,86,82,36,25,6,7,49,25,8,1,40,61,46,2,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,ON-PREMISES LOCAL SERVER,IN THE CLOUD,SECURING NETWORK CONNECTIVITY,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,16,14,15,8,25,15,7,0,REDUCING COSTS,YES,AUTOMATED,YES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,BLACK,14,16,15,15,15,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,3,1,4,5,NO,YES,EDUCATIONAL INSTITUTION,ENGINEERING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,65,22,39,10,0,60,40,38,11,31,23,50,78,44,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,IN THE CLOUD,SECURING NETWORK CONNECTIVITY,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,15,15,15,15,15,5,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,BLACK,15,15,14,16,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,UNSURE,GOVERNMENT AGENCY,FOOD & BEVERAGE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,17,10,56,85,28,81,59,40,59,68,55,27,69,52,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),IN THE CLOUD,IN THE CLOUD,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,15,15,6,15,25,9,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,15,15,15,15,15,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,4,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,27,38,37,14,22,53,31,73,8,11,5,32,8,25,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",ON-PREMISES LOCAL SERVER,IN THE CLOUD,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,16,14,15,15,10,15,15,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,WHITE,25,15,15,15,14,16,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,4,2,3,1,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,18,68,26,10,28,73,86,6,19,16,51,78,87,21,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",ON-PREMISES LOCAL SERVER,IN THE CLOUD,SECURING DATA CONNECTIVITY,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,8,15,25,15,15,7,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,BLACK,30,20,20,10,10,10,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,3,1,4,2,5,YES,UNSURE,NOT-FOR-PROFIT ORGANIZATION,FOOD & BEVERAGE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,46,31,58,85,15,28,76,14,59,7,88,7,9,67,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,PAID UNIVERSITY COURSES,LOCAL LAPTOP,IN THE CLOUD,ACCESS TO COMPUTE RESOURCES,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,15,5,15,15,15,20,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,10,10,10,20,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,1,3,4,2,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,DEFENSE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,11,82,50,45,78,9,69,22,66,56,70,13,5,40,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",IN THE CLOUD,IN THE CLOUD,SECURING NETWORK CONNECTIVITY,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,14,16,15,8,15,25,7,0,REDUCING COSTS,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,20,10,10,10,20,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,3,1,4,2,5,YES,YES,EDUCATIONAL INSTITUTION,ENERGY,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,26,23,1,82,26,62,51,53,68,81,59,39,56,70,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),IN THE CLOUD,ON-PREMISES LOCAL SERVER,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,10,15,15,15,15,15,0,INCREASING REVENUE,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,BLACK,15,15,25,15,15,15,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,1,3,4,5,YES,UNSURE,GOVERNMENT AGENCY,FOOD & BEVERAGE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,34,23,62,31,82,55,39,24,36,23,0,55,47,71,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,PAID UNIVERSITY COURSES,LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,SECURING NETWORK CONNECTIVITY,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,15,5,15,15,15,20,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,EAST ASIAN,14,16,15,15,15,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,2,3,1,4,5,YES,UNSURE,GOVERNMENT AGENCY,FOOD & BEVERAGE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,46,28,73,33,6,49,86,44,87,57,2,82,47,5,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL LAPTOP,IN THE CLOUD,MEETING IT/INFOSEC STANDARDS,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,10,10,12,20,30,8,0,REDUCING COSTS,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,BLACK,15,15,15,15,25,15,0,ADVANCED INFORMATION WARFARE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,1,4,3,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,GOVERNMENT,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,73,5,18,46,57,80,50,18,88,36,26,76,25,52,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),IN THE CLOUD,IN THE CLOUD,ACCESS TO COMPUTE RESOURCES,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,14,16,15,8,15,25,7,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,LATINE/HISPANIC,25,15,15,15,14,16,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,3,1,4,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,AUTOMOTIVE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,14,48,1,26,79,23,51,64,69,87,69,68,46,70,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,MODEL DECAY OR DATA DRIFT,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,16,14,15,15,10,15,15,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,EAST ASIAN,20,10,10,10,20,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,4,3,5,NO,YES,NOT-FOR-PROFIT ORGANIZATION,AUTOMOTIVE,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,14,68,32,22,82,30,0,54,29,20,0,16,51,14,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,IN THE CLOUD,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,8,15,25,15,15,7,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,15,15,15,25,15,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,2,3,1,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,61,84,29,53,71,3,72,46,42,52,68,19,46,34,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,IN THE CLOUD,MODEL DECAY OR DATA DRIFT,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,16,14,15,15,10,15,15,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,WHITE,20,10,10,10,20,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,3,1,4,5,YES,YES,EDUCATIONAL INSTITUTION,ENGINEERING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,46,77,65,47,84,0,72,34,15,1,1,39,70,25,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),LOCAL LAPTOP,IN THE CLOUD,MODEL DECAY OR DATA DRIFT,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,15,15,12,15,15,15,13,0,REDUCING COSTS,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,BLACK,15,15,25,15,15,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,3,1,4,2,5,NO,YES,GOVERNMENT AGENCY,DEFENSE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,43,18,76,35,54,68,44,58,55,48,83,7,13,67,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",IN THE CLOUD,IN THE CLOUD,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,16,15,15,7,15,25,7,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,NO,WHITE,15,20,10,10,25,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,1,4,2,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE",50%,SOME,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,CVES,REPO MAINTENANCE LAPSES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",NO,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,BLACK,15,15,15,25,15,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,2,3,4,1,5,NO,UNSURE,GOVERNMENT AGENCY,DEFENSE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,15,49,82,55,88,49,37,27,76,10,15,79,85,43,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,MODEL DECAY OR DATA DRIFT,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,10,10,10,10,20,30,10,0,REDUCING COSTS,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,YES,WHITE,30,20,10,10,10,10,10,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,25,,15,4,23,10,,35,30,47,13,63,35,22,25,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,20,10,10,10,10,10,10,REDUCING COSTS,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,YES,WHITE,30,20,10,10,10,10,10,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,25,,15,4,23,10,,35,30,47,13,63,35,22,25,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,20,10,10,10,10,10,10,REDUCING COSTS,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,YES,WHITE,30,20,10,10,10,10,10,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,EDUCATION,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,25,,15,4,23,10,,35,30,47,13,63,35,22,25,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,20,10,10,10,10,10,10,REDUCING COSTS,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,30,20,10,10,10,10,10,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,EDUCATION,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,25,,15,4,23,10,,35,30,47,13,63,35,22,25,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,20,10,10,10,10,10,10,REDUCING COSTS,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,YES,WHITE,30,20,10,10,10,10,10,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,AGRICULTURE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,25,,15,4,23,10,,35,30,47,13,63,35,22,25,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,20,10,10,10,10,10,10,REDUCING COSTS,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,YES,WHITE,30,20,10,10,10,10,10,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,PRODUCT MANAGER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,25,,15,4,23,10,,35,30,47,13,63,35,22,25,THE SAME AMOUNT,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,20,10,10,10,10,10,10,"REDUCING COSTS,RESEARCH AND INNOVATION",YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,BLACK,15,15,14,16,20,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,1,3,2,4,5,YES,YES,EDUCATIONAL INSTITUTION,ELECTRONICS,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,65,26,86,22,44,57,47,88,16,31,80,28,12,17,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),ON-PREMISES LOCAL SERVER,IN THE CLOUD,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,10,15,15,15,15,15,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,WHITE,15,15,15,15,25,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,2,3,1,4,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,EDUCATION,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,66,27,8,30,27,3,22,10,23,73,16,62,47,28,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,IN THE CLOUD,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,15,5,15,15,15,20,0,REDUCING COSTS,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,20,15,15,14,16,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,3,2,4,1,5,NO,YES,NOT-FOR-PROFIT ORGANIZATION,AUTOMOTIVE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,38,50,69,5,38,5,76,45,50,14,23,0,68,43,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",IN THE CLOUD,IN THE CLOUD,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,15,15,14,8,20,8,0,SAVING TIME,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,SOME COLLEGE,FEMALE,YES,WHITE,20,10,10,10,10,20,20,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,29,17,13,6,11,25,11,10,4,25,49,79,58,30,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,10,10,10,10,10,10,REDUCING COSTS,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,10,10,10,10,20,20,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,29,17,13,6,11,25,11,10,4,25,49,79,58,30,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,10,10,10,10,10,10,REDUCING COSTS,UNSURE,,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,MALE,YES,WHITE,20,10,10,10,10,20,20,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,29,17,13,6,11,25,11,10,4,25,49,79,58,30,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,10,10,10,10,10,10,REDUCING COSTS,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,20,10,10,10,10,20,20,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,29,17,13,6,11,25,11,10,4,25,49,79,58,30,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,10,10,10,10,10,10,REDUCING COSTS,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,10,20,10,10,20,20,10,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,29,17,13,6,11,25,11,10,4,25,49,79,58,30,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,MEETING IT/INFOSEC STANDARDS,YES,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,10,10,10,10,10,10,REDUCING COSTS,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,SOME COLLEGE,FEMALE,YES,,10,10,20,10,10,20,20,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,GOVERNMENT,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,29,17,13,6,11,25,11,10,4,25,49,79,58,30,LESS,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,YES,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,10,10,10,10,10,10,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,MASTER’S DEGREE,MALE,YES,WHITE,20,10,10,10,10,20,20,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,DEFENSE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,I DO,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,YES,WHITE,20,10,10,10,20,20,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,NO,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,DEFENSE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,I DO,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,BACHELOR’S DEGREE,MALE,YES,WHITE,20,10,10,10,20,20,10,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,I DO,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,20,10,10,20,10,20,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ENGINEERING,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,NOT CONFIDENT,I DO,DATA BREACH,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,20,10,10,10,20,20,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,,,,,,,,COMMERCIAL (FOR-PROFIT) ENTITY,,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,MANUAL CHECKS AGAINST A VULNERABILITY DATABASE,25%,NONE,SOMEWHAT CONFIDENT,,DATA BREACH,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,MASTER’S DEGREE,FEMALE,YES,WHITE,20,20,10,10,10,20,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,PRODUCT MANAGER,STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,21,35,28,32,21,19,21,16,11,19,20,16,17,28,22,SPEED,"COMMUNICATION SKILLS,NLP,R,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","OFTEN, BUT ONLY DURING A SPECIFIC CLASS",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,RARELY,INTELLECTUAL PROPERTY CONCERNS,SATURATED FIELD MAKES IT DIFFICULT TO STAND OUT,ML ENGINEER,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,20,10,10,20,20,10,10,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,27,20,6,,13,11,8,54,20,56,17,45,25,31,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,10,10,10,10,10,10,INCREASING REVENUE,YES,,UNSURE,"AI DATA ANALYST,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,20,10,10,20,20,10,10,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AGRICULTURE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,27,20,6,,13,11,8,54,20,56,17,45,25,31,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,10,10,10,10,10,10,INCREASING REVENUE,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,SOME COLLEGE,FEMALE,YES,WHITE,20,10,10,20,20,10,10,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MANUFACTURING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,23,27,20,6,,13,11,8,54,20,56,17,45,25,31,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,YES,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",I DO NOT CONDUCT MODEL DEVELOPMENT AND TRAINING,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,20,10,10,10,10,10,10,INCREASING REVENUE,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,20,20,10,10,10,10,20,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,20,20,10,10,10,10,20,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,DEFENSE,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,20,20,10,10,10,10,20,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,SYSTEM ADMINISTRATOR,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,SOME,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,58-67,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,20,20,10,10,10,10,20,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,EDUCATION,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,I DO,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,20,20,10,10,10,10,20,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,EDUCATION,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,I DO,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,10,10,10,10,20,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,I DO,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,10,10,10,10,20,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,I DO,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,HIGH SCHOOL OR EQUIVALENT,FEMALE,YES,WHITE,20,20,10,10,10,10,20,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,DEFENSE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,I DO,SENSITIVE/CLASSIFIED DATA USAGE,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,SOME COLLEGE,MALE,YES,WHITE,20,20,10,10,10,20,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,I DO,CVES,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,HIGH SCHOOL OR EQUIVALENT,MALE,YES,WHITE,20,20,10,10,10,20,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,,NOT CONFIDENT,,"SENSITIVE/CLASSIFIED DATA USAGE,DEPENDENCIES",YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,YES,WHITE,20,20,10,10,10,20,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,MEDIA,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,I DO,CVES,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,YES,WHITE,20,20,10,10,10,20,10,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,1,2,3,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,FOOD & BEVERAGE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A VULNERABILITY SCANNER,,SOME,SOMEWHAT CONFIDENT,I DO,CVES,YES,,YES,FREE VIDEO CONTENT (E.G. YOUTUBE),YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,30,20,10,5,15,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,2,4,1,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TRANSPORTATION & LOGISTICS,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,28,31,41,5,37,34,0,10,0,65,0,0,0,0,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",NO,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,YES,,30,5,30,5,5,5,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,WHITE,25,15,15,10,15,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,3,4,2,5,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,76,26,52,15,52,26,7,30,0,59,0,0,0,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,YES,,40,10,20,5,5,5,15,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,WHITE,100,0,0,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,3,4,1,2,5,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,REPO MAINTENANCE LAPSES,YES,,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",YES,"AI ENGINEER,AI AUDITOR",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,20,20,20,10,10,20,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,5,3,2,1,4,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,FINANCE,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,44,18,30,0,7,7,,,,62,,,,,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL DESKTOP/WORKSTATION,ON-PREMISES LOCAL SERVER,"ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,10,10,10,10,20,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,UNSURE,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,18-25,BACHELOR’S DEGREE,MALE,NO,DECLINE TO ANSWER,0,30,0,0,70,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,NO,EAST ASIAN,15,15,15,25,14,16,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,3,1,4,5,YES,YES,EDUCATIONAL INSTITUTION,ENGINEERING,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,86,86,57,48,40,22,88,43,35,58,82,11,11,50,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,INTERNAL COMPANY RESOURCES,ON-PREMISES LOCAL SERVER,IN THE CLOUD,SECURING DATA CONNECTIVITY,YES,YES,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA,20,10,10,10,20,11,19,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,EAST ASIAN,15,15,14,16,20,20,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,2,4,1,3,5,NO,UNSURE,EDUCATIONAL INSTITUTION,FOOD & BEVERAGE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,5,29,10,29,39,88,77,79,9,48,41,59,54,85,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL LAPTOP,IN THE CLOUD,ACCESS TO COMPUTE RESOURCES,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,10,15,15,15,15,15,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,COMPUTER VISION ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,LATINE/HISPANIC,15,15,15,25,15,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,YES,2,3,1,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,AUTOMOTIVE,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,30,50,64,68,14,79,79,24,88,46,52,13,38,31,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,SECURING DATA CONNECTIVITY,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,20,15,8,14,16,20,7,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI ETHICIST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,BLACK,25,15,15,15,15,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,SECURITY CONCERNS AROUND OSS,YES,3,1,4,2,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,ELECTRONICS,BUSINESS ANALYST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,37,50,5,41,63,63,26,3,29,19,4,41,10,32,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,PAID UNIVERSITY COURSES,LOCAL LAPTOP,IN THE CLOUD,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,16,14,15,8,25,15,7,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,BLACK,15,15,15,15,15,25,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,YES,2,3,1,4,5,NO,UNSURE,GOVERNMENT AGENCY,AUTOMOTIVE,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,61,0,26,17,22,70,38,9,19,34,26,57,79,76,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,IN THE CLOUD,SECURING DATA CONNECTIVITY,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,15,15,5,15,15,15,20,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,15,15,25,15,15,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,2,3,4,1,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,ENGINEERING,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,87,31,36,73,62,23,34,72,39,39,61,74,3,86,,SIGNIFICANTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,COMMUNITY PLATFORMS AND FORUMS,ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,15,6,15,25,9,0,REDUCING COSTS,YES,AUTOMATED,YES,BIG DATA ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,BLACK,15,15,15,15,25,15,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,3,1,4,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,AUTOMOTIVE,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,57,23,6,74,43,84,78,55,37,57,39,9,70,30,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,PAID UNIVERSITY COURSES,LOCAL DESKTOP/WORKSTATION,IN THE CLOUD,SECURING DATA CONNECTIVITY,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,10,10,10,12,20,30,8,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,BLACK,15,15,15,25,14,16,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,2,3,1,4,5,NO,UNSURE,GOVERNMENT AGENCY,FOOD & BEVERAGE,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,24,80,83,69,27,16,30,62,46,67,87,75,88,50,,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,SECURING DATA CONNECTIVITY,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,18,15,15,14,16,15,7,0,SAVING TIME,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,BLACK,15,15,15,15,15,25,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,YES,3,1,4,2,5,NO,YES,EDUCATIONAL INSTITUTION,AUTOMOTIVE,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,72,26,67,62,88,8,44,85,48,43,70,50,57,79,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,PAID UNIVERSITY COURSES,IN THE CLOUD,ON-PREMISES LOCAL SERVER,"A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,15,15,15,15,15,10,0,PERFORMANCE INSIGHTS,YES,AUTOMATED,YES,AI AUDITOR,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,FEMALE,NO,BLACK,16,14,15,15,25,15,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,3,1,4,5,YES,UNSURE,EDUCATIONAL INSTITUTION,ENGINEERING,DEVELOPER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,5,54,34,31,45,63,78,66,10,8,50,62,52,70,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,PAID UNIVERSITY COURSES,ON-PREMISES LOCAL SERVER,IN THE CLOUD,MODEL DECAY OR DATA DRIFT,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,16,15,15,7,15,25,7,0,INCREASING REVENUE,YES,AUTOMATED,YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,BACHELOR’S DEGREE,FEMALE,NO,WHITE,20,20,20,10,15,15,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",YES,1,3,2,5,4,YES,NO,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,57,23,53,30,26,39,,27,,79,,,,,,"SPEED,SECURITY MEASURES,RUNTIME ERRORS","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,BIG DATA MANAGEMENT,DATA VISUALIZATION,PYTHON","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
UNITED STATES,26-41,BACHELOR’S DEGREE,MALE,NO,WHITE,30,10,10,10,10,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,5,3,4,YES,NO,COMMERCIAL (FOR-PROFIT) ENTITY,CONSTRUCTION,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,54,16,48,34,24,6,2,15,,47,,26,,,,THE SAME AMOUNT,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,"RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS",NO,YES,,50,0,10,20,10,5,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,"WHITE,SOUTHEAST ASIAN",20,60,20,0,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",YES,3,2,4,1,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ENTERTAINMENT,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,74,,,24,,,,,,52,,,,22,,LESS,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX),INTERNAL COMPANY RESOURCES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT",NO,NO,,40,30,0,0,0,0,30,0,"INCREASING REVENUE,SAVING TIME,RESEARCH AND INNOVATION",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,FEMALE,NO,WHITE,30,20,20,10,10,10,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,2,3,1,4,5,YES,YES,GOVERNMENT AGENCY,ENERGY,APPLIED SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,30,43,24,56,2,7,1,77,44,57,60,58,7,11,,SLIGHTLY MORE,"CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",YES,YES,NO,YES,PAID UNIVERSITY COURSES,ON-PREMISES LOCAL SERVER,IN THE CLOUD,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,YES,YES,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,10,10,10,10,20,30,10,0,REDUCING COSTS,YES,AUTOMATED,YES,AI DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,WHITE,45,15,15,10,15,0,0,ADVANCED INFORMATION WARFARE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,YES,3,5,4,1,2,NO,NO,COMMERCIAL (FOR-PROFIT) ENTITY,TECHNOLOGY,DATA SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,100,,,,,,,,,81,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,NO,NO,NO,NO,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS",IN THE CLOUD,IN THE CLOUD,"ACCESS TO COMPUTE RESOURCES,MANAGING PACKAGE DEPENDENCIES AND ENVIRONMENTS,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.)",YES,YES,,15,25,10,10,5,15,20,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",YES,AD-HOC,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,BACHELOR’S DEGREE,MALE,NO,WHITE,15,15,15,15,15,25,0,ADVANCED INFORMATION WARFARE,SECURITY CONCERNS AROUND OSS,YES,2,3,1,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,AUTOMOTIVE,RESEARCH SCIENTIST,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,28,66,47,48,68,68,33,14,61,17,79,17,5,18,,SLIGHTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS",YES,YES,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",ON-PREMISES LOCAL SERVER,ON-PREMISES LOCAL SERVER,MODEL DECAY OR DATA DRIFT,YES,YES,PROVIDES FUNDS FOR OPEN SCIENCE INITIATIVES,15,10,15,15,15,15,15,0,RESEARCH AND INNOVATION,YES,AUTOMATED,YES,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,42-57,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,30,25,5,5,20,15,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,2,4,3,5,YES,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,DATA ENGINEER,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE USE A MANAGED REPOSITORY",,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,"SENSITIVE/CLASSIFIED DATA USAGE,DATA BREACH,REPO MAINTENANCE LAPSES,DEPENDENCIES",YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",UNSURE,"AI ENGINEER,AI DATA ANALYST,AI AUDITOR,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,FEMALE,DECLINE TO ANSWER,DECLINE TO ANSWER,10,10,10,10,10,40,10,OTHER (PLEASE INDICATE BELOW),SECURITY CONCERNS AROUND OSS,UNSURE,1,2,4,3,5,NO,,NOT APPLICABLE (STUDENT),,ML ENGINEER,OTHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,SLIGHTLY MORE,NOT CURRENTLY USING,UNSURE,UNSURE,UNSURE,UNSURE,COMMUNITY PLATFORMS AND FORUMS,LOCAL LAPTOP,I'M NOT SURE,MODEL DECAY OR DATA DRIFT,NO,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UNITED STATES,26-41,MASTER’S DEGREE,MALE,NO,SOUTHEAST ASIAN,35,40,0,20,5,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE",NO,2,1,4,3,5,NO,UNSURE,COMMERCIAL (FOR-PROFIT) ENTITY,NOT APPLICABLE (STUDENT),NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
URUGUAY,58-67,DOCTORAL DEGREE,MALE,NO,WHITE,50,10,20,0,20,0,0,ADVANCED INFORMATION WARFARE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,UNSURE,3,4,1,2,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,AGRICULTURE,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,THE SAME AMOUNT,NOT CURRENTLY USING,YES,NO,NO,YES,"PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",IN THE CLOUD,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,50,15,15,15,5,0,0,0,PERFORMANCE INSIGHTS,,,NO,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
URUGUAY,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
URUGUAY,26-41,BACHELOR’S DEGREE,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
URUGUAY,26-41,BACHELOR’S DEGREE,MALE,DECLINE TO ANSWER,DECLINE TO ANSWER,10,20,40,30,0,0,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",YES,3,1,2,4,5,NO,,EDUCATIONAL INSTITUTION,FINANCE,BUSINESS ANALYST,OTHER,,,,,,,,,,,,,,,37,,,83,,,,100,,23,,,,,,LESS,AUTOMATING TASKS,NO,NO,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,INTERNAL COMPANY RESOURCES,PAID UNIVERSITY COURSES,COMMUNITY PLATFORMS AND FORUMS",LOCAL LAPTOP,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UZBEKISTAN,42-57,DOCTORAL DEGREE,MALE,NO,OTHER (PLEASE INDICATE),15,15,20,10,30,10,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"SECURITY CONCERNS AROUND OSS,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",NO,,,,,,NO,,EDUCATIONAL INSTITUTION,EDUCATION,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,25,,7,,6,,,,,,,,,,,"MOBILE DEVELOPMENT,MEMORY CONSUMPTION","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PYTHON,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",LACK OF ACCESS OR INFRASTRUCTURE,SHARED RESPONSIBILITY WITH INDUSTRY
UZBEKISTAN,18-25,BACHELOR’S DEGREE,MALE,NO,"BLACK,WHITE",20,20,20,20,20,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,SECURITY CONCERNS AROUND OSS,YES,2,1,4,3,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,BUSINESS ANALYST,IT ADMIN / INFORMATION SECURITY,YES,,"WE USE A VULNERABILITY SCANNER,WE ARE NOT SECURING OUR OPEN-SOURCE PIPELINE",,NONE,SOMEWHAT CONFIDENT,IT SYSTEM ADMIN,DATA BREACH,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,AI ENGINEER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UZBEKISTAN,26-41,BACHELOR’S DEGREE,MALE,YES,WHITE,10,20,20,10,10,30,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,,YES,3,1,2,4,5,YES,YES,NOT-FOR-PROFIT ORGANIZATION,ELECTRONICS,DEVELOPER,IT ADMIN / INFORMATION SECURITY,YES,,WE USE A MANAGED REPOSITORY,,COMPLETE VISIBILITY,SOMEWHAT CONFIDENT,C-SUITE LEVEL,DATA BREACH,YES,,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS",YES,"AI AUDITOR,AI ETHICIST",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UZBEKISTAN,26-41,MASTER’S DEGREE,FEMALE,YES,WHITE,20,10,30,10,10,20,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,"OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",NO,,,,,,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,INSURANCE,DATA SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,67,47,100,58,83,55,87,65,63,86,58,99,73,,,"MOBILE DEVELOPMENT,SECURITY MEASURES,MEMORY CONSUMPTION","DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,MACHINE LEARNING,ADVANCED MATHEMATICS","RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION ABOUT ETHICS. ",MODEL BUILDING/CODING,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",LACK OF INCENTIVES,SHARED RESPONSIBILITY WITH INDUSTRY
VENEZUELA,58-67,BACHELOR’S DEGREE,MALE,NO,LATINE/HISPANIC,20,50,10,10,10,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,1,2,4,3,5,NO,,NOT APPLICABLE (STUDENT),CONSULTING,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,81,,35,,,,,,86,,,,,,"SPEED,MOBILE DEVELOPMENT,SECURITY MEASURES,RUNTIME ERRORS,MEMORY CONSUMPTION","ENGINEERING SKILLS,PROBABILITY AND STATISTICS,DATA VISUALIZATION,PYTHON,SQL,PROPRIETARY TOOLS (EX. TABLEAU, GOOGLE COLAB, SAS, MATLAB, ETC)","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
VENEZUELA,58-67,HIGH SCHOOL OR EQUIVALENT,FEMALE,NO,LATINE/HISPANIC,35,15,25,10,5,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,2,1,4,3,5,NO,NO,EDUCATIONAL INSTITUTION,AGRICULTURE,OTHER (PLEASE INDICATE BELOW),DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,26,,80,100,27,0,0,53,53,100,100,59,0,100,30,SIGNIFICANTLY MORE,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.),AUTOMATING TASKS",YES,NO,UNSURE,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,COMMUNITY PLATFORMS AND FORUMS,OTHER (PLEASE INDICATE BELOW)",IN THE CLOUD,IN THE CLOUD,"MEETING IT/INFOSEC STANDARDS,RE-CODING MODELS FROM PYTHON/R TO ANOTHER LANGUAGE,RE-CODING MODELS FROM ANOTHER LANGUAGE TO PYTHON/R,ACCESS TO COMPUTE RESOURCES,SECURING DATA CONNECTIVITY,SECURING NETWORK CONNECTIVITY,MOVING TO THE CLOUD,A SKILLS GAP IN MY ORGANIZATION (DATA ENGINEERING, DOCKER, KUBERNETES, ETC.),MODEL DECAY OR DATA DRIFT,OTHER (PLEASE INDICATE BELOW)",NO,YES,"ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,PROVIDES RESOURCES AND GUIDANCE ON HOW TO CONDUCT OPEN SCIENCE WHILE PROTECTING PROPRIETARY TECHNOLOGIES OR DATA",40,10,20,10,5,10,5,0,"INCREASING REVENUE,REDUCING COSTS,SAVING TIME,RESEARCH AND INNOVATION,PERFORMANCE INSIGHTS",NOT YET,,YES,"AI DATA ANALYST,AI AUDITOR,AI ETHICIST,COMPUTER VISION ENGINEER,BIG DATA ENGINEER",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
VENEZUELA,58-67,MASTER’S DEGREE,MALE,NO,LATINE/HISPANIC,0,100,0,0,0,0,0,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,UNSURE,2,3,1,4,5,NO,,EDUCATIONAL INSTITUTION,AGRICULTURE,PROFESSOR/INSTRUCTOR/RESEARCHER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,19,19,,,,,,,,,,,,,,RUNTIME ERRORS,"COMPUTER SYSTEMS,PYTHON,R","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL PRODUCTION MONITORING AND ITERATION,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF ACCESS OR INFRASTRUCTURE,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
VENEZUELA,18-25,HIGH SCHOOL OR EQUIVALENT,MALE,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
VIETNAM,26-41,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,20,20,20,10,20,10,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,2,4,3,1,5,NO,YES,GOVERNMENT AGENCY,TECHNOLOGY,DATA ENGINEER,DATA SCIENCE PRACTITIONER,,,,,,,,,,,,,,,78,,22,24,25,,,22,,76,,45,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS",NO,NO,NO,YES,"FREE VIDEO CONTENT (E.G. YOUTUBE),INTERNAL COMPANY RESOURCES",LOCAL LAPTOP,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,ACTIVE COLLABORATION WITH ACADEMIC INSTITUTIONS OR STUDENTS,20,10,10,0,20,20,20,0,SAVING TIME,YES,AD-HOC,YES,NONE OF THESE,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
VIETNAM,26-41,BACHELOR’S DEGREE,MALE,NO,SOUTHEAST ASIAN,30,15,15,0,5,5,30,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,2,1,3,4,5,NO,YES,COMMERCIAL (FOR-PROFIT) ENTITY,HEALTHCARE,ML ENGINEER,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,77,,23,,,100,,90,,100,,,,31,100,"SPEED,MEMORY CONSUMPTION,OTHER (PLEASE INDICATE BELOW)","BIG DATA MANAGEMENT,MACHINE LEARNING,DEEP LEARNING,NLP,PYTHON,SQL","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL BUILDING/CODING,"RARELY, ONLY IF THERE IS A ONE-OFF CONVERSATION OR QUESTION",CULTURE OF COMPETITION AND SECRECY,SELF-LEARNING AND ALTERNATIVE EDUCATION ARE MORE EFFECTIVE
VIETNAM,58-67,DOCTORAL DEGREE,MALE,NO,SOUTHEAST ASIAN,10,20,30,40,0,0,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE",UNSURE,2,1,3,4,5,NO,,EDUCATIONAL INSTITUTION,EDUCATION,RESEARCH SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,54,,,13,,,,,,7,,,,,,"SPEED,MOBILE DEVELOPMENT,RUNTIME ERRORS","COMMUNICATION SKILLS,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BIG DATA MANAGEMENT,MACHINE LEARNING,ADVANCED MATHEMATICS,DATA VISUALIZATION,PYTHON,R,JAVASCRIPT","SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"OFTEN, BUT ONLY DURING A SPECIFIC CLASS",CULTURE OF COMPETITION AND SECRECY,SHARED RESPONSIBILITY WITH INDUSTRY
YEMEN,58-67,SOME COLLEGE,AGENDER,YES,EAST ASIAN,50,5,5,3,7,30,0,SOCIAL IMPACTS FROM BIAS IN DATA AND MODELS,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS,UNSURE,2,3,1,4,5,NO,UNSURE,NOT-FOR-PROFIT ORGANIZATION,MEDIA,APPLIED SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,37,66,22,22,,66,37,93,22,35,62,,22,38,,SECURITY MEASURES,COMMUNICATION SKILLS,"SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",LACK OF INCENTIVES,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
ZAMBIA,58-67,SOME COLLEGE,MALE,NO,BLACK,10,10,20,10,10,10,30,A REDUCTION IN JOB OPPORTUNITIES CAUSED BY AUTOMATION,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,LACK OF TOOLS/RESOURCES FOR MODEL BUILDING,OVERALL ADOPTION OF AI ON A COMPANY SCALE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",YES,3,4,2,1,5,NO,UNSURE,NOT APPLICABLE (STUDENT),,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,100,,,,,,,,,,,,,,,RUNTIME ERRORS,"BUSINESS KNOWLEDGE,COMMUNICATION SKILLS,DEVELOPMENT LANGUAGES IN ADDITION TO PYTHON/R,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,MACHINE LEARNING,DEEP LEARNING,DATA VISUALIZATION,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER VISION/IMAGE PROCESSING,PYTHON","FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",MODEL BUILDING/CODING,"FREQUENTLY, IN MULTIPLE CLASSES AND LECTURES",A WELL-ESTABLISHED INDUSTRY GIANT,SOMETIMES,ALWAYS,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE,LACK OF INCENTIVES",LACK OF SOCIAL CAPITAL OR MENTOR RELATIONSHIPS,PROMPT ENGINEER,,,,,,,,,,,,,,,,,,,,,,
ZIMBABWE,26-41,BACHELOR’S DEGREE,MALE,NO,BLACK,10,10,25,10,25,20,0,ADVANCED INFORMATION WARFARE,"SECURITY CONCERNS AROUND OSS,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING,COMPANY REQUIRING IN-HOUSE MODELS SUCH AS LLMS",UNSURE,1,4,3,2,5,NO,,EDUCATIONAL INSTITUTION,MANUFACTURING,NOT APPLICABLE (STUDENT),STUDENT,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,21,,,19,18,,,16,,,,,,,,MEMORY CONSUMPTION,"COMMUNICATION SKILLS,ENGINEERING SKILLS,PROBABILITY AND STATISTICS,BUSINESS ANALYTICS,ADVANCED MATHEMATICS,ETHICS IN DATA SCIENCE/MACHINE LEARNING,COMPUTER SYSTEMS,PYTHON,JAVASCRIPT,N/A - I WON'T BE ENTERING THE DATA SCIENCE/ML FIELD",IT HASN’T COME UP IN ANY DISCUSSIONS OR LECTURES,MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",AN ESTABLISHED STARTUP IN GROWTH MODE,SOMETIMES,FREQUENTLY,"CULTURE OF COMPETITION AND SECRECY,INTELLECTUAL PROPERTY CONCERNS,LACK OF ACCESS OR INFRASTRUCTURE",FINDING AN INTERNSHIP,DATA ANALYST,,,,,,,,,,,,,,,,,,,,,,
ZIMBABWE,26-41,HIGH SCHOOL OR EQUIVALENT,MALE,NO,WHITE,50,10,30,0,0,10,0,ADVANCED INFORMATION WARFARE,HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,YES,1,3,2,4,5,YES,YES,COMMERCIAL (FOR-PROFIT) ENTITY,,APPLIED SCIENTIST,PROFESSOR/RESEARCHER,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,56,26,,24,,,,,,,,,,,,SPEED,BUSINESS KNOWLEDGE,"SOMETIMES, BUT ONLY IF THERE IS A LECTURE ABOUT ETHICS.  ",MODEL DEPLOYMENT,"SOMETIMES, WHEN THERE IS A SPECIFIC LECTURE",INTELLECTUAL PROPERTY CONCERNS,LIMITED ROLE; INDUSTRY SHOULD TAKE THE LEAD
ZIMBABWE,26-41,MASTER’S DEGREE,MALE,NO,BLACK,25,20,20,10,15,10,0,LACK OF DIVERSITY AND INCLUSION IN THE PROFESSION,"HIGHER INTEREST BUT LESS SUPPORT/BUDGET FOR DRIVING BUSINESS VALUE,ISSUES AROUND DEPLOYMENT AND MODEL MONITORING",UNSURE,3,2,4,1,5,NO,,COMMERCIAL (FOR-PROFIT) ENTITY,CONSULTING,OTHER (PLEASE INDICATE BELOW),OTHER,,,,,,,,,,,,,,,75,75,,,,,,,,,,,,,,LESS,"DATA CLEANING, VISUALIZATION, ANALYSIS,CONTENT CREATION (IMAGES, VIDEO, WRITTEN WORD, ETC.)",NO,NO,NO,YES,"READING TECHNICAL BOOKS, BLOGS, NEWSLETTERS, AND PAPERS,FREE VIDEO CONTENT (E.G. YOUTUBE),PAID ONLINE COURSES (E.G. ANACONDA LEARNING, COURSERA, SPRINGBOARD, EDX)",LOCAL DESKTOP/WORKSTATION,I DO NOT DEPLOY MODELS INTO PRODUCTION,WE DO NOT DEPLOY MODELS IN PRODUCTION,NO,NO,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,