Country,Position,Position-Other,Field,Column2,Column3,Column4,Column5,Column6,Column7,Column8,Column9,Column10,Column11,Column12,Column13,How-Many-Workshops,How-Long-Ago,Content,Column14,Column15,Column16,Column17,Column18,Column19,Column20,Column21,Column22,Column23,Column24,Behaviors-Adopted,Column25,Column26,Column27,Column28,Column29,Column30,Column31,Column32,Column33,Programming-Usage-Before-Workshop,Programming-Usage-Since-Workshop,Change-In-Confidence,How-Tools-Learned-Help,Column34,Column35,Column36,Column37,Column38,Contributed-To-Writing,Skills-Advance-Career,Motivated-Seek-Knowledge,Made-Analyses-Reproducible,Received-Professional-Recognition,Improved Coding Practices,Improved-Research-Productivity,Gained-Confidence-With-Data,Carpentry-Involvement,Column45,Column46,Column47,Column48,Column49,Column50,Column51,Column52,Activities,Column53,Column54,Column55,Column56,Column57,Column58,Recommended,Likely-To-Recommend
Norway,Graduate Student,,,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,Neuroscience,3+,0-6 months ago,,Git,,,,Python,R,,SQL,Unix Shell,,"One course on working in our local computer cluster, and one on open science",Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,Sharing code or data publicly on places like GitHub or FigShare.,,Monthly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,Yes.,Agree,Strongly agree,Agree,Neutral,Strongly agree,Strongly agree,Strongly agree,Subscribed to the newsletter.,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,10
Norway,Academic Research Staff,,,,,,Earth Sciences,,,,,,,,,1,0-6 months ago,,Git,,,,,,,,,,,,,,,,,,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Agree,Agree,Neutral,Neutral,Agree,Neutral,Agree,Subscribed to the newsletter.,,,,,,,,,Participated in an in-person short course.,,,,Used self-guided Carpentry lesson material.,,,Yes.,8
Norway,Graduate Student,,,Biomedical/Health Sciences,,,,Engineering,,,,,,,,1,More than 1 year ago,,,,,,Python,,,,Unix Shell,,,,,,,,,,,,,Several times per year.,Several times per year.,I'm more confident now.,,,,,,The UNIX shell commands are helpful in some cases.,No.,Disagree,Agree,Agree,Strongly disagree,Disagree,Disagree,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,I don't remember.,6
Norway,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,0-6 months ago,,Git,,,,,R,,,Unix Shell,,,,Developing a data management and analysis plan.,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,Sharing code or data publicly on places like GitHub or FigShare.,,I had not been using tools like these.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Agree,Agree,Agree,Strongly agree,Strongly agree,Subscribed to the newsletter.,,,,,,,,,,,,Participated in a semester long course.,,Used non-Carpentry self-guided material.,,Yes.,10
Norway,Graduate Student,,,,,,Earth Sciences,,,,,,,,,1,0-6 months ago,,,,,,,R,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Less than once per year.,Weekly.,I'm equally confident now.,,They are improving my ability to analyze data.,,,,,No.,Neutral,Strongly agree,Neutral,Neutral,Neutral,Neutral,Neutral,,,,,,,,,I signed up to our email announcements regarding swcarpentry,,,,,,Used non-Carpentry self-guided material.,,Yes.,7
Norway,Postdoc,,,,,,,,,,Life Sciences,,,,,2,6 months - 1 year ago,,Git,,,,Python,R,,,,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,I had not been using tools like these.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Neutral,Agree,Agree,Neutral,Agree,Agree,Strongly agree,,,,,,,,,,,,,,,,,Yes.,9
Norway,Postdoc,,Agricultural or Environmental Sciences,,,,,,,,Life Sciences,,,,,3+,0-6 months ago,,Git,,,,Python,R,,,Unix Shell,,Make ,,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Weekly.,I'm equally confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Agree,Neutral,Agree,Neutral,Neutral,Agree,Subscribed to the newsletter.,,Became a workshop helper.,,,,,Contributed to a Carpentry lesson.,,,Participated in an online short course.,,,Used self-guided Carpentry lesson material.,,,Yes.,8
Norway,Other Academic Staff,Research Software Engineer,Agricultural or Environmental Sciences,,,Computer Science,Earth Sciences,,,,,,,,,2,More than 1 year ago,,Git,,,,Python,R,,,Unix Shell,,,,,,,,,,,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,No.,Neutral,Strongly agree,Agree,Disagree,Agree,Agree,Agree,,,,Became a Carpentry instructor.,,,,Contributed to a Carpentry lesson.,organize other (non Carpentry) workshops for teaching subjects not covered by SWC or DC,,Participated in an online short course.,,,,Used non-Carpentry self-guided material.,,Yes.,10
Norway,Graduate Student,,,,,,,,,,Life Sciences,,,,,2,0-6 months ago,,,,,,,R,,,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Agree,Strongly agree,Neutral,Neutral,Agree,Neutral,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,7
Norway,Industry,,,,,,,,Humanities,,,,,,,2,0-6 months ago,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Less than once per year.,Several times per year.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,The tools I learned have not helped me with my work.,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Neutral,Strongly agree,Strongly agree,Strongly agree,Subscribed to the newsletter.,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
Norway,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,6 months - 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Subscribed to the newsletter.,,,,,,,,,Participated in an in-person short course.,,,,,,,Yes.,10
Norway,Graduate Student,,,,,,,,,,,Mathematics or Statistics,,,,2,0-6 months ago,,Git,,,,,R,,,,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Several times per year.,Several times per year.,I'm more confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,,,,,,,,,,,,,,,,,,,,,,,,,
Norway,Postdoc,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Less than once per year.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Strongly agree,Strongly agree,Neutral,Strongly agree,Agree,Strongly agree,,,,,,,,,,,,,Participated in a semester long course.,,Used non-Carpentry self-guided material.,,Yes.,10
Norway,Academic Research Staff,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,Python,,,,Unix Shell,,"Subversion, unit testing, scipy",Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Several times per year.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Agree,Strongly agree,Neutral,Agree,Agree,Agree,Subscribed to the newsletter.,Attended at least one community call.,Became a workshop helper.,Became a Carpentry instructor.,,,,Contributed to a Carpentry lesson.,Became an instructor trainer,Participated in an in-person short course.,,,,,,,Yes.,10
South Africa,,Research Staff,,,,Computer Science,,,,,,,Physical Sciences,,e-Infrastructure,1,More than 1 year ago,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
South Africa,Faculty,,,,,,,,Humanities,,,,,,,2,6 months - 1 year ago,,Git,,,,,R,Spreadsheets,,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",,,Reusing code.,Using version control to manage code.,,,,Several times per year.,Several times per year.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,No.,Neutral,Agree,Agree,Neutral,Neutral,Neutral,Agree,Subscribed to the newsletter.,,Became a workshop helper.,,,,,,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
Spain,Graduate Student,,,,,,,,,,,,Physical Sciences,,,1,6 months - 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,I had not been using tools like these.,Several times per year.,I'm equally confident now.,They are improving my overall efficiency.,,,,,,No.,Agree,Agree,Agree,Neutral,Neutral,Neutral,Agree,,,,,,,,,,,,,,,,,Yes.,6
UK,Graduate Student,,,,,Computer Science,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,Using version control to collaborate online (in public or private repositories).,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Agree,Neutral,Neutral,Agree,Neutral,Agree,Subscribed to the newsletter.,,,,,,,,,Participated in an in-person short course.,Participated in an online short course.,,,,Used non-Carpentry self-guided material.,,Yes.,8
,Academic Research Staff,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,I had not been using tools like these.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Agree,Neutral,Agree,Agree,Strongly agree,Subscribed to the newsletter.,,Became a workshop helper.,Became a Carpentry instructor.,,,,,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,8
Canada,Industry,,,,,,,,,,,Mathematics or Statistics,,,,1,More than 1 year ago,,,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Disagree,Strongly agree,Strongly agree,Strongly agree,,Attended at least one community call.,Became a workshop helper.,Became a Carpentry instructor.,,,Participated in a Twitter chat.,Contributed to a Carpentry lesson.,,,,Participated in a Meetup.,Participated in a semester long course.,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
USA,Academic Research Staff,,,,Business,,,,,,,,,,Research Computing,1,More than 1 year ago,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Postdoc,,,,,,,,,,Life Sciences,,,,,1,0-6 months ago,,Git,,,,,R,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,I had not been using tools like these.,I have not been using tools like these.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,No.,Disagree,Disagree,Disagree,Disagree,Agree,Neutral,Neutral,,,,,,,,,,,,,,,,,I don't remember.,8
Spain,Graduate Student,,,,,,,,,,,,Physical Sciences,,,1,6 months - 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Weekly.,Weekly.,I'm more confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Neutral,Strongly agree,Neutral,Disagree,Strongly agree,Agree,Neutral,,,,,,,,,,,,,,,,,Yes.,10
Spain,Graduate Student,,,,,,,,,,Life Sciences,,,Social Sciences,,1,6 months - 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,The tools I learned have not helped me with my work.,,,Yes.,Agree,Strongly agree,Strongly agree,Neutral,Strongly agree,Agree,Strongly agree,,,,,,,,,,Participated in an in-person short course.,,,,,,,Yes.,10
Spain,Graduate Student,,,,,,,,,,,,,,Neuroscience,1,6 months - 1 year ago,,Git,,,,Python,,,,,,,,,,,,,,,,,Less than once per year.,Several times per year.,I'm equally confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Neutral,Neutral,Neutral,Strongly disagree,Agree,Neutral,Agree,,,,,,,,,,,,,,,,,Yes.,7
UK,Academic Research Staff,,,,,,,,,,,Mathematics or Statistics,,,,1,0-6 months ago,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
Spain,Postdoc,,,,,,,,Humanities,,,,,Social Sciences,,1,0-6 months ago,,Git,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Less than once per year.,Several times per year.,I'm equally confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Neutral,Strongly agree,Neutral,Disagree,Disagree,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,I don't remember.,10
Spain,Graduate Student,,,,,,,,,,,,,,Neurocognitive Science,1,6 months - 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,No.,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Faculty,,,,,,,,,,,,,Social Sciences,,2,6 months - 1 year ago,,Git,,,,,R,,,,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Monthly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Not sure.,Neutral,Agree,Neutral,Disagree,Agree,Neutral,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,9
USA,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Agree,Agree,Agree,Agree,Subscribed to the newsletter.,,Became a workshop helper.,Became a Carpentry instructor.,,Joined a mentoring group.,Participated in a Twitter chat.,Contributed to a Carpentry lesson.,,Participated in an in-person short course.,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,9
USA,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,6 months - 1 year ago,,Git,,,,,R,,,Unix Shell,,,,,,,,,,,,,Weekly.,Weekly.,I'm equally confident now.,,,,The tools I learned have not helped me with my work.,,,No.,Disagree,Disagree,Disagree,Disagree,Disagree,Disagree,Disagree,,,,,,,,,,,,,Participated in a semester long course.,,,,No.,2
,Postdoc,,,,,,,,,,Life Sciences,,,,,1,6 months - 1 year ago,,Git,,,,,R,,,Unix Shell,,,Improving data management and project organization.,,,,,,Using version control to manage code.,,,,Daily.,Daily.,I'm equally confident now.,They are improving my overall efficiency.,,,,,,No.,Neutral,Strongly agree,Agree,Neutral,Agree,Agree,Agree,,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,,,Yes.,7
Canada,Graduate Student,,,Biomedical/Health Sciences,,,,,,,,,,,Veterinary Medicine,1,More than 1 year ago,,,,,,,R,,,,I don't remember.,,Improving data management and project organization.,,,,,,,,,,I had not been using tools like these.,I have not been using tools like these.,I'm more confident now.,,,,,,,Not sure.,Neutral,Neutral,Neutral,Neutral,Strongly disagree,Agree,Neutral,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Other Academic Staff,HPC Director,,,,Computer Science,,,,,,Mathematics or Statistics,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Agree,Agree,Strongly agree,Strongly disagree,Strongly agree,Agree,Strongly agree,Subscribed to the newsletter.,Attended at least one community call.,,Became a Carpentry instructor.,,,,Contributed to a Carpentry lesson.,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
UK,Faculty,,,,,,,,,,Life Sciences,,,,,1,6 months - 1 year ago,,Git,,,,,R,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Monthly.,Weekly.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,Not sure.,Agree,Agree,Neutral,Neutral,Agree,Neutral,Agree,Subscribed to the newsletter.,Attended at least one community call.,,Became a Carpentry instructor.,,Joined a mentoring group.,,Contributed to a Carpentry lesson.,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,8
USA,Postdoc,,,,,,,,,,,Mathematics or Statistics,,,,1,More than 1 year ago,,Git,,,,,,,,Unix Shell,,,,,,,,,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,The tools I learned have not helped me with my work.,,,No.,,,,,,,,,,,,,,,,,,,,,,,,,
Australia,Graduate Student,,,,,Computer Science,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,I had not been using tools like these.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Not sure.,Strongly agree,Strongly agree,Agree,Strongly agree,Agree,Agree,Agree,Subscribed to the newsletter.,Attended at least one community call.,Became a workshop helper.,Became a Carpentry instructor.,Joined a committee.,Joined a mentoring group.,,Contributed to a Carpentry lesson.,"Elected to Steering Committee, certified as a DC instructor, helped develop Library Carpentry, did guiding of SA instructor trainees to help them finish. (I am probably not your typical workshop attendee - I really drank the Kool-Aid)",,,,,,Used non-Carpentry self-guided material.,,Yes.,10
Australia,Postdoc,,,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Neutral,Strongly agree,Strongly agree,Strongly agree,Subscribed to the newsletter.,Attended at least one community call.,Became a workshop helper.,Became a Carpentry instructor.,,,,Contributed to a Carpentry lesson.,,,,,,Used self-guided Carpentry lesson material.,,,Yes.,10
USA,Academic Research Staff,,,,,,,,,,,,Physical Sciences,,,2,0-6 months ago,,Git,,,,Python,,,,Unix Shell,,,,,,,,,,,,,Daily.,Daily.,I'm equally confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Agree,Strongly agree,Agree,Neutral,Agree,Agree,Agree,,,,,,,,,"Took the instructor class, but haven't completed requirements yet",Participated in an in-person short course.,Participated in an online short course.,Participated in a Meetup.,,,,,Yes.,8
USA,Faculty,,,Biomedical/Health Sciences,,Computer Science,,Engineering,,,,Mathematics or Statistics,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,,Taught these principles in graduate course,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,Useful tools for training my own team,Yes.,Strongly agree,Strongly agree,Strongly agree,Agree,Strongly agree,Strongly agree,Agree,,,,,,,,,,,,,,,,,Yes.,10
USA,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,0-6 months ago,,,,,,,R,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,,Reusing code.,,,,,Weekly.,Weekly.,I'm equally confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Neutral,Agree,Neutral,Neutral,Agree,Agree,Neutral,,,,,,,,,,,,,,,,,Yes.,10
USA,Postdoc,,,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,1,6 months - 1 year ago,,Git,,,,,R,,,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Agree,Agree,Agree,Neutral,Strongly agree,Agree,Agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,No.,7
USA,Graduate Student,,Agricultural or Environmental Sciences,,,Computer Science,,,,,Life Sciences,Mathematics or Statistics,,,,1,6 months - 1 year ago,,Git,,,,,R,,,,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,,,,,,,,Yes.,10
USA,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,Life Sciences,,,,,1,6 months - 1 year ago,,Git,,,,,R,,,Unix Shell,,,Improving data management and project organization.,,,,,,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,,,They are improving my ability to manage data.,,,,No.,Agree,Neutral,Disagree,Disagree,Agree,Disagree,Agree,,,,,,,,,,,,,,,,,I don't remember.,7
USA,Postdoc,,,,,,,,,,Life Sciences,,,,,1,6 months - 1 year ago,,Git,,,,,R,,,Unix Shell,,,Improving data management and project organization.,,,,,Reusing code.,,,,,Daily.,Daily.,I'm equally confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Strongly agree,Strongly agree,Strongly agree,Neutral,Neutral,Strongly agree,Neutral,,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,,,Yes.,10
Canada,Postdoc,,,,,,,,,,,,,,Biological Sciences (Life Sciences usually means medical),1,More than 1 year ago,,Git,,,,,R,,,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Strongly agree,Neutral,Agree,Agree,Neutral,Agree,,Attended at least one community call.,Became a workshop helper.,Became a Carpentry instructor.,,Joined a mentoring group.,,Contributed to a Carpentry lesson.,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,9
USA,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,R,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Not sure.,Agree,Strongly agree,Agree,Neutral,Strongly agree,Neutral,Strongly agree,,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
USA,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,R,,,Unix Shell,,Unit testing,Improving data management and project organization.,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Subscribed to the newsletter.,Attended at least one community call.,,Became a Carpentry instructor.,,Joined a mentoring group.,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Industry,,Agricultural or Environmental Sciences,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Subscribed to the newsletter.,Attended at least one community call.,,Became a Carpentry instructor.,Joined a committee.,Joined a mentoring group.,Participated in a Twitter chat.,Contributed to a Carpentry lesson.,,Participated in an in-person short course.,Participated in an online short course.,Participated in a Meetup.,Participated in a semester long course.,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
England,,Civil Servant,Agricultural or Environmental Sciences,,,,,,,,,Mathematics or Statistics,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,R,,,Unix Shell,,,,,,,,,Using version control to manage code.,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
Australia,Academic Research Staff,,,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Agree,Strongly agree,Subscribed to the newsletter.,Attended at least one community call.,Became a workshop helper.,Became a Carpentry instructor.,,,,,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
USA,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,Cloud Computing,Git,,,,,,,,,,,,,,Transforming step-by-step workflows into scripts or functions.,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Academic Research Staff,,,,,,Earth Sciences,,Humanities,,,,,Social Sciences,,1,More than 1 year ago,,Git,,,,,R,,SQL,,,,,,,,,,,,,I recommend R a LOT but I've forgotten most of what I learned in the workshop,Daily.,Daily.,I'm more confident now.,,,,,I am not using the tools I learned.,I already use SQL a lot (GIS and MySQL) so SQL Lite was fun to learn.  I've forgotten the other topics though,No.,Agree,Strongly agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Agree,,,,,,,Participated in a Twitter chat.,,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
USA,Graduate Student,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,,,,,Python,,,,,,,,,,,,,,,,,Daily.,Daily.,I'm more confident now.,,,,The tools I learned have not helped me with my work.,I am not using the tools I learned.,,No.,Disagree,Agree,Disagree,Disagree,Disagree,Disagree,Agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,No.,6
USA,Other Academic Staff,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,,,,OpenRefine,,R,,SQL,,,command line shell,Improving data management and project organization.,,,,,,,,,,I had not been using tools like these.,I have not been using tools like these.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,Disagree,Neutral,Neutral,Disagree,Agree,Neutral,Agree,,,,,,,,,none,Participated in an in-person short course.,,,,,,,I don't remember.,5
USA,,Unemployed,,,,,,,,,,,,,Data science,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,,,,,,,Weekly.,Daily.,I'm equally confident now.,,,,,,"I'm using the tools (and they are great), but I re-learned them years later. My current skills unfortunately are not a result of SC.",No.,Disagree,Agree,Disagree,Strongly disagree,Disagree,Disagree,Neutral,,,,,,,,,,,Participated in an online short course.,Participated in a Meetup.,Participated in a semester long course.,,Used non-Carpentry self-guided material.,,I don't remember.,5
USA,Graduate Student,,,,,,,,,,,Mathematics or Statistics,,,,1,More than 1 year ago,,,,,,,,,,,I don't remember.,,,,,,,,,,,"I don't remember what the workshop I attended was or when, so it's hard to gauge what was a direct result of the workshop.",Weekly.,Weekly.,I'm equally confident now.,,,,,I am not using the tools I learned.,,Not sure.,Neutral,Neutral,Neutral,Neutral,Neutral,Neutral,Neutral,,,,,,,,,,,,,,,,,I don't remember.,5
USA,Academic Research Staff,,,,,,,,,Library Sciences,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Strongly agree,Neutral,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,10
Australia,Postdoc,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,,R,,,Unix Shell,,,Improving data management and project organization.,,,,,,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Monthly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Agree,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,informal teaching of skills in work environment,Participated in an in-person short course.,,,,,Used non-Carpentry self-guided material.,,Yes.,10
Australia,Academic Research Staff,,,,,,Earth Sciences,,,,,,,,,2,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,I had not been using tools like these.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Agree,Agree,Neutral,Agree,Agree,Agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,8
USA,Undergraduate Student,,,,,,,,,,,,Physical Sciences,,,1,6 months - 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,,,,,,,,,,None,I had not been using tools like these.,I have not been using tools like these.,I'm more confident now.,,,,,,,,Disagree,Neutral,Neutral,Neutral,Neutral,Neutral,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,8
USA,Academic Research Staff,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,,,,,,,,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Yes.,,,,,Agree,,,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,10
South Africa,Postdoc,,Agricultural or Environmental Sciences,,,,,,,,Life Sciences,Mathematics or Statistics,,,,1,More than 1 year ago,,Git,,,,,,,,Unix Shell,,,,,,,,,,,,None,Daily.,Daily.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,Strongly disagree,Agree,Disagree,Disagree,Disagree,Disagree,Disagree,,,,,,,,,None,,,Participated in a Meetup.,,,,,Yes.,6
Canada,Industry,,Agricultural or Environmental Sciences,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Several times per year.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Neutral,Strongly agree,Neutral,Disagree,Agree,Agree,Agree,,,,,,,,,,Participated in an in-person short course.,Participated in an online short course.,,,,,,Yes.,9
USA,Industry,,,,Business,,,Engineering,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,,,,,Reusing code.,,,,,Less than once per year.,Several times per year.,I'm more confident now.,,,They are improving my ability to manage data.,,,,No.,Agree,Strongly agree,Agree,Neutral,Agree,Agree,Strongly agree,Subscribed to the newsletter.,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,,,Yes.,9
USA,Industry,,,,Business,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,Monthly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,No.,Agree,Strongly agree,Neutral,Neutral,Agree,Neutral,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,6
USA,Academic Research Staff,,,,,,Earth Sciences,,,,,,,,,,,,Git,,,,Python,,,SQL,Unix Shell,,,,,,,,,,,,,Daily.,Daily.,I'm equally confident now.,,,,,,did not feel the sections taught any of the skills well enough to meet any pf those goals,No.,Strongly disagree,Neutral,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,Became a workshop helper.,,,,,,,,,Participated in a Meetup.,,,Used non-Carpentry self-guided material.,,No.,0
USA,,Programmer,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,,R,,,Unix Shell,,,,,,,,,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Agree,Strongly agree,Strongly agree,Neutral,Subscribed to the newsletter.,,,,,,,,,,Participated in an online short course.,,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,,Mathematics or Statistics,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,Teaching SWC and DC,Several times per year.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,,,Became a workshop helper.,Became a Carpentry instructor.,,,,Contributed to a Carpentry lesson.,,Participated in an in-person short course.,,Participated in a Meetup.,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,9
Canada,Industry,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,,R,,,,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Weekly.,Daily.,I'm more confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Agree,Agree,Agree,Disagree,Agree,Neutral,Agree,,,Became a workshop helper.,,,,,,,,,,,,,,Yes.,9
New Zealand,Faculty,,,Biomedical/Health Sciences,,,,,,,,,,,,2,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,,,,,,,Less than once per year.,Several times per year.,I'm equally confident now.,,,,,,I am using some of the tools - but through doing some more intensive moocs - I did not feel I left swc with the confidence and skills I needed to actually put the tools learned to use. I also had used most of the tools in the past. ,No.,Disagree,Strongly agree,Neutral,Strongly disagree,Disagree,Disagree,Neutral,Subscribed to the newsletter.,,,,,,,,,,Participated in an online short course.,,,,Used non-Carpentry self-guided material.,,Yes.,9
South Africa,Other Academic Staff,Reseach Support,,,,,,,Humanities,,,,,,Digital Humanities,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,,Reusing code.,Using version control to manage code.,,,Got involved with promoting better ereseach practices,I had not been using tools like these.,Several times per year.,I'm more confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Agree,Agree,Neutral,Agree,Agree,Agree,Subscribed to the newsletter.,Attended at least one community call.,Became a workshop helper.,Became a Carpentry instructor.,,Joined a mentoring group.,,Contributed to a Carpentry lesson.,,,,Participated in a Meetup.,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Faculty,,,,,,,,,,,,,Social Sciences,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Several times per year.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,,Strongly agree,Subscribed to the newsletter.,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
USA,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,,R,Spreadsheets,SQL,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,,Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Agree,Strongly agree,Strongly agree,Strongly agree,Subscribed to the newsletter.,Attended at least one community call.,,Became a Carpentry instructor.,,,Participated in a Twitter chat.,Contributed to a Carpentry lesson.,,,,,,Used self-guided Carpentry lesson material.,,,Yes.,10
Canada,Faculty,,,,,,,,,Library Sciences,,,,,,1,6 months - 1 year ago,,,,,OpenRefine,Python,,,,,,,Improving data management and project organization.,,,,,,,,,,Weekly.,Weekly.,I'm more confident now.,,,They are improving my ability to manage data.,,,,No.,Agree,Agree,Neutral,Agree,Neutral,Neutral,Agree,Subscribed to the newsletter.,Attended at least one community call.,,Became a Carpentry instructor.,,,,Contributed to a Carpentry lesson.,,,,,,Used self-guided Carpentry lesson material.,,,Yes.,9
USA,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,0-6 months ago,,,,,OpenRefine,,R,Spreadsheets,SQL,,,,Improving data management and project organization.,,,,,,,,,,Several times per year.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,No.,Neutral,Agree,Neutral,Neutral,Agree,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,9
USA,Industry,,,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Subscribed to the newsletter.,Attended at least one community call.,Became a workshop helper.,Became a Carpentry instructor.,,,,,,,,Participated in a Meetup.,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
USA,Other Academic Staff,Consultant,,,,,,,,,,Mathematics or Statistics,,,,1,6 months - 1 year ago,,,,,,,R,Spreadsheets,SQL,Unix Shell,,,,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,,Reusing code.,,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,No.,Agree,Agree,Strongly agree,Agree,Agree,Neutral,Agree,Subscribed to the newsletter.,Attended at least one community call.,,Became a Carpentry instructor.,,,,,,,,,,Used self-guided Carpentry lesson material.,,,Yes.,10
,Postdoc,,,Biomedical/Health Sciences,,,,,,,,,,,Genetics,1,More than 1 year ago,,,,,,,R,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,I had not been using tools like these.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Neutral,Strongly agree,Disagree,Disagree,Disagree,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,,Participated in an online short course.,Participated in a Meetup.,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
South Africa,Graduate Student,,Agricultural or Environmental Sciences,,,,Earth Sciences,,,,,,,,,1,0-6 months ago,,,,,OpenRefine,,R,,,,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,,,,,Sharing code or data publicly on places like GitHub or FigShare.,,I had not been using tools like these.,Several times per year.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,Yes.,Agree,Agree,Neutral,Neutral,Agree,Agree,Agree,,,,,,,,,I was not involved,,,,,,,none,No.,10
Finland,Academic Research Staff,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,,,,,,R,Spreadsheets,SQL,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Monthly.,Monthly.,I'm equally confident now.,,,They are improving my ability to manage data.,,,,No.,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Industry,,,,,,,,,,Life Sciences,Mathematics or Statistics,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UK,Postdoc,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,,,,,Python,R,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Strongly agree,Agree,Agree,Agree,Agree,Agree,,,,Became a Carpentry instructor.,,Joined a mentoring group.,,Contributed to a Carpentry lesson.,,,,,,,,,Yes.,10
,Industry,,,,Business,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Neutral,Neutral,Subscribed to the newsletter.,Attended at least one community call.,Became a workshop helper.,Became a Carpentry instructor.,,,,Contributed to a Carpentry lesson.,,Participated in an in-person short course.,Participated in an online short course.,Participated in a Meetup.,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
,Postdoc,,,,,Computer Science,,,,,,,,,,1,More than 1 year ago,,Git,,,,,,,,,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Agree,Agree,Agree,Agree,Agree,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,I don't remember.,7
,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,6 months - 1 year ago,,Git,,,,Python,R,,SQL,,I don't remember.,,,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Weekly.,Weekly.,I'm more confident now.,,They are improving my ability to analyze data.,,The tools I learned have not helped me with my work.,,,Not sure.,,,,,,,,,,,,,,,,,,,,,,,,,
Canada,Faculty,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,,,,,Unix Shell,I don't remember.,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Monthly.,Less than once per year.,I'm equally confident now.,,,,,I am not using the tools I learned.,,Yes.,Neutral,Agree,Neutral,Neutral,Neutral,Agree,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,,,,,I don't remember.,7
USA,Faculty,,,,,Computer Science,,,,,,,Physical Sciences,,,3+,6 months - 1 year ago,,Git,,,,Python,R,,,Unix Shell,,,Improving data management and project organization.,,,Transforming step-by-step workflows into scripts or functions.,,,,Using version control to collaborate online (in public or private repositories).,,,Monthly.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,,,,,,No.,Agree,Agree,Disagree,Disagree,Agree,Neutral,Disagree,,,Became a workshop helper.,,,,,,,,,,,,,,Yes.,9
USA,Academic Research Staff,,,,,Computer Science,,Engineering,,Library Sciences,,,,,,1,6 months - 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,,,,,,,,,,,Less than once per year.,Less than once per year.,I'm more confident now.,,,,,I am not using the tools I learned.,,Not sure.,Disagree,Agree,Disagree,Disagree,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,9
UK,Industry,,,,,,,,,,,Mathematics or Statistics,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,,,Using version control to manage code.,,,,Daily.,Daily.,I'm equally confident now.,,,,,I am not using the tools I learned.,,Yes.,Neutral,Agree,Agree,Strongly disagree,Agree,Agree,Agree,,,,,,,,,,,,,,,,,I don't remember.,7
USA,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Weekly.,Weekly.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,Not sure.,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Faculty,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,,,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,,,They are improving my ability to manage data.,,,,No.,Neutral,Agree,Agree,Neutral,Agree,Disagree,Disagree,,,,,,,,,,Participated in an in-person short course.,,Participated in a Meetup.,,,,,Yes.,8
,Academic Research Staff,,,,,,,,,,,,Physical Sciences,,,2,0-6 months ago,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Industry,,,,,,,,,,,Mathematics or Statistics,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,,,,,,Reusing code.,Using version control to manage code.,,,,Less than once per year.,Several times per year.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Agree,Agree,Agree,Disagree,Agree,Agree,Agree,,,,,,,,,,Participated in an in-person short course.,,,,,,,Yes.,9
USA,Other Academic Staff,Government Employee,,Biomedical/Health Sciences,,,,,,,Life Sciences,Mathematics or Statistics,,,,1,More than 1 year ago,,Git,,,,Python,R,,,Unix Shell,,,,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm equally confident now.,They are improving my overall efficiency.,,,,,,No.,Neutral,Agree,Agree,Disagree,Agree,Agree,Agree,,,,,,,,,none,,,,,,,none,I don't remember.,7
USA,Postdoc,,,,,,,,,,Life Sciences,,,,,2,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,I had not been using tools like these.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Subscribed to the newsletter.,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Industry,,,Biomedical/Health Sciences,,,,,,,,Mathematics or Statistics,,,,2,6 months - 1 year ago,,,,,,,R,,,Unix Shell,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,I had not been using tools like these.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Not sure.,Strongly agree,Agree,Agree,Agree,Agree,Agree,Agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Faculty,,,,,,,,,Library Sciences,,,,,,1,6 months - 1 year ago,,Git,,,,,R,,SQL,,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Several times per year.,Monthly.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,Not sure.,Agree,Agree,Neutral,Disagree,Agree,Agree,Strongly agree,,,,,,,,,,,,,,,,,Yes.,7
England,Other Academic Staff,Research Staff,Agricultural or Environmental Sciences,Biomedical/Health Sciences,,,,,,,,,,,,1,6 months - 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
USA,Graduate Student,,,,,,,,,,Life Sciences,,,,,2,More than 1 year ago,,,,,,,R,,,,,,,,"Using databases, scripts and queries to manage large data sets.",,,Reusing code.,,,,,Less than once per year.,Several times per year.,I'm more confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Agree,Neutral,Neutral,Neutral,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,8
The Netherlands,Graduate Student,,,Biomedical/Health Sciences,,Computer Science,,,,,,,,,,1,0-6 months ago,Cloud Computing,Git,,,OpenRefine,Python,R,Spreadsheets,SQL,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",,,,Using version control to manage code.,,,,Monthly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Neutral,Agree,Neutral,Disagree,Disagree,Disagree,Agree,Subscribed to the newsletter.,,Became a workshop helper.,Became a Carpentry instructor.,,,,,,,,,,,,,Yes.,9
The Netherlands,Postdoc,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,0-6 months ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,,Reusing code.,,,,,Daily.,Daily.,I'm more confident now.,,,They are improving my ability to manage data.,,,,Not sure.,Neutral,Agree,Agree,Neutral,Agree,Agree,Neutral,,,,,,,,,"Not yet, but I am planning to attend another workshop soon",,,,,Used self-guided Carpentry lesson material.,,,Yes.,10
USA,Industry,,,Biomedical/Health Sciences,Business,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Monthly.,Several times per year.,I'm more confident now.,,,They are improving my ability to manage data.,,,,Yes.,Agree,Agree,Strongly agree,Neutral,Neutral,Neutral,Agree,,,,,,,,,,,Participated in an online short course.,,,,Used non-Carpentry self-guided material.,,Yes.,9
USA,Faculty,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,,,SQL,Unix Shell,,,Improving data management and project organization.,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,I had not been using tools like these.,Several times per year.,I'm more confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Neutral,Strongly agree,Agree,Disagree,Agree,Agree,Agree,,,Became a workshop helper.,Became a Carpentry instructor.,,,,,Hosted Carpentry workshops (>3) at my university,,Participated in an online short course.,,,Used self-guided Carpentry lesson material.,,,Yes.,10
USA,Industry,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Weekly.,I'm more confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Agree,Strongly agree,Strongly agree,Neutral,Agree,Agree,Strongly agree,,,,,,,,,I have not had any further involvement,,Participated in an online short course.,,,,,,Yes.,10
New Zealand,Academic Research Staff,,,,,,,,Humanities,,,,,Social Sciences,,2,6 months - 1 year ago,,Git,,,,,,,,Unix Shell,,,,,,,,,Using version control to manage code.,,,,Several times per year.,Several times per year.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Disagree,Agree,Neutral,Disagree,Agree,Neutral,Agree,,,,,,,,,,,,,,,,,Yes.,8
Canada,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,Python,R,,,,,,,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Neutral,Agree,Agree,Disagree,Agree,Neutral,Agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,I don't remember.,5
USA,Other Academic Staff,,Agricultural or Environmental Sciences,,,,,Engineering,,,,,,Social Sciences,,1,More than 1 year ago,,Git,,,,Python,,,,,,,Improving data management and project organization.,,,,,,,,,,Daily.,Less than once per year.,I'm less confident now.,,,,,I am not using the tools I learned.,,No.,Agree,Disagree,Disagree,Disagree,Agree,Strongly disagree,Strongly disagree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,No.,4
Canada,Faculty,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,,R,,,,,,,,,,,,,,,,I had not been using tools like these.,I have not been using tools like these.,I'm more confident now.,,,,,I am not using the tools I learned.,,No.,Disagree,Neutral,Disagree,Disagree,Disagree,Disagree,Disagree,,,,,,,,,,,,,,,,,No.,10
Canada,Postdoc,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,,I don't remember.,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Monthly.,Daily.,I'm more confident now.,,,,,I am not using the tools I learned.,,No.,Neutral,Agree,Agree,Disagree,Agree,Neutral,Agree,,,,,,,,,,,,,,,,,Yes.,6
UK,Industry,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,,R,,,Unix Shell,,,,,,,,,,,,,Weekly.,Several times per year.,I'm equally confident now.,,,,,I am not using the tools I learned.,,Not sure.,Neutral,Agree,Neutral,Disagree,Neutral,Disagree,Neutral,,,,,,,,,,,,,,,,,I don't remember.,10
USA,Postdoc,,,,,Computer Science,,,,,,Mathematics or Statistics,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,Weekly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Agree,Strongly agree,Disagree,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,8
Canada,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,R,,,Unix Shell,I don't remember.,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",,,,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,No.,Agree,Agree,Agree,Neutral,Agree,Agree,Agree,Subscribed to the newsletter.,,,,,,,,Organized a field specific carpentry workshop,,,,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,Python,,,,,I don't remember.,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Industry,,,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,R,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Less than once per year.,Several times per year.,I'm equally confident now.,,,,The tools I learned have not helped me with my work.,,,No.,Neutral,Agree,Disagree,Strongly disagree,Neutral,Disagree,Disagree,,,,,,,,,,,,,,,,,No.,3
Canada,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,I had not been using tools like these.,Several times per year.,I'm more confident now.,,,,The tools I learned have not helped me with my work.,,honestly I took the course waaaaayy in advance of when I would need it - I've used a handful of things but it's still not really helping my day to day ,Not sure.,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,R,,,Unix Shell,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Less than once per year.,Daily.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,Not sure.,Agree,Neutral,Neutral,Neutral,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,9
USA,Academic Research Staff,,,Biomedical/Health Sciences,,,,,,,,,,,,1,0-6 months ago,,Git,,,,,R,,SQL,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,Several times per year.,Monthly.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,No.,Neutral,Agree,Neutral,Disagree,Neutral,Neutral,Neutral,,,,,,,,,,,,,,,,,No.,6
UK,Other Academic Staff,Clinical Lecturer,,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,R,,SQL,,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Weekly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Agree,Strongly agree,Agree,Strongly agree,Agree,Strongly agree,,,,,,,,,,,,,,,,,Yes.,9
USA,Academic Research Staff,,,,,,,,,,Life Sciences,,,,,2,6 months - 1 year ago,,Git,,,,,R,,,,,,,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Neutral,Agree,Agree,Disagree,Agree,Agree,Agree,,Attended at least one community call.,,,,,Participated in a Twitter chat.,,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,9
USA,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,,,,Unix Shell,,,,,,,,,,,,,Weekly.,Weekly.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,Neutral,Agree,Neutral,Neutral,Neutral,Neutral,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,Participated in a semester long course.,,Used non-Carpentry self-guided material.,,I don't remember.,6
Australia,Postdoc,,Agricultural or Environmental Sciences,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,,,,,Using version control to manage code.,,,,I had not been using tools like these.,Daily.,I'm equally confident now.,,,,The tools I learned have not helped me with my work.,,,No.,Disagree,Agree,Disagree,Disagree,Disagree,Disagree,Disagree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,No.,7
USA,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,,,,,,,,,,"I do use R, but not as a result of the workshop.",Several times per year.,Monthly.,I'm equally confident now.,,,,The tools I learned have not helped me with my work.,I am not using the tools I learned.,,No.,Disagree,Strongly agree,Disagree,Strongly disagree,Disagree,Disagree,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,Participated in a semester long course.,,Used non-Carpentry self-guided material.,The semester long course was not through Carpentry.,Yes.,6
USA,Graduate Student,,,,,,,,,Library Sciences,,,,,,1,6 months - 1 year ago,,Git,,,,Python,R,,,Unix Shell,,,Improving data management and project organization.,,,,,,,,,,I had not been using tools like these.,I have not been using tools like these.,I'm equally confident now.,,,,,I am not using the tools I learned.,,Not sure.,Disagree,Agree,Neutral,Neutral,Neutral,Neutral,Agree,,,,,,,,,,,,,,,,,No.,9
USA,Faculty,,,,,,,,,,,Mathematics or Statistics,,,,1,More than 1 year ago,,Git,,,,,,,,Unix Shell,,,Improving data management and project organization.,,,,,,Using version control to manage code.,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Industry,,,,,,,,,,Life Sciences,,,,,2,More than 1 year ago,Cloud Computing,Git,,,,Python,R,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Neutral,Agree,Strongly disagree,Agree,Agree,Agree,,,,,,,,,,Participated in an in-person short course.,,,,,,,Yes.,10
Canada,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Several times per year.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,Yes.,Agree,Agree,Agree,Neutral,Agree,Agree,Agree,,,,,,,,,,Participated in an in-person short course.,,,,,,,Yes.,10
USA,Academic Research Staff,,,,,,,,Humanities,,,,,,,1,0-6 months ago,,Git,,,OpenRefine,,,,SQL,Unix Shell,,,,,,,,,,,,"Not really using it, sadly",Several times per year.,Weekly.,I'm more confident now.,,,,The tools I learned have not helped me with my work.,,,No.,Agree,Agree,Disagree,Disagree,Agree,Disagree,Neutral,,,,,,,,,,,,,,,,,Yes.,6
Australia,Industry,,,,,,,Engineering,,,,,,,,1,0-6 months ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Several times per year.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Agree,Strongly agree,Neutral,Agree,Strongly agree,Agree,Neutral,,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,,,No.,8
USA,Postdoc,,,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,,,I had not been using tools like these.,Daily.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,No.,Agree,Agree,Neutral,Disagree,Agree,Neutral,Neutral,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,No.,6
USA,,Congressional Staff,Agricultural or Environmental Sciences,,,,Earth Sciences,,,,,,,,Science policy,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,,Developing a data management and analysis plan.,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,I had not been using tools like these.,Several times per year.,I'm more confident now.,,,,,I am not using the tools I learned.,The tools could help me by I'm struggling to do research in my free time now that I have a science policy job.,No.,Neutral,Agree,Neutral,Neutral,Agree,Neutral,Agree,,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,,,I don't remember.,10
Canada,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,I don't remember.,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Yes.,Agree,Strongly agree,Neutral,Strongly disagree,Agree,Neutral,Strongly agree,,,,,,,Participated in a Twitter chat.,,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,9
UK,Graduate Student,,,Biomedical/Health Sciences,,,,,,,,,Physical Sciences,,,2,6 months - 1 year ago,,Git,,,,,R,,,,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,No.,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Other Academic Staff,Program Manager,,,Business,,,,,,Life Sciences,,,,,1,6 months - 1 year ago,,Git,,,,,R,,SQL,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,Sharing code or data publicly on places like GitHub or FigShare.,,Less than once per year.,Several times per year.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,No.,Disagree,Agree,Agree,Disagree,Neutral,Neutral,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,8
Canada,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,Life Sciences,,,,,3+,More than 1 year ago,,Git,,,,Python,R,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Disagree,Strongly agree,Strongly agree,Strongly agree,Subscribed to the newsletter.,,Became a workshop helper.,,,,,,,,,,Participated in a semester long course.,,,,Yes.,10
USA,Graduate Student,,,,,,,,,,Life Sciences,,,,,2,More than 1 year ago,,Git,,,,Python,R,,,Unix Shell,,,Improving data management and project organization.,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,Sharing code or data publicly on places like GitHub or FigShare.,,I had not been using tools like these.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Strongly agree,Agree,Disagree,Agree,Agree,Agree,,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,8
USA,Postdoc,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,,R,,,Unix Shell,,,Improving data management and project organization.,,,,,,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,No.,Agree,Agree,Agree,Disagree,Neutral,Neutral,Neutral,,,,,,,,,,,,,Participated in a semester long course.,,,,No.,6
USA,Other Academic Staff,,,,,,,,,,,,Physical Sciences,,,2,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,I had not been using tools like these.,Several times per year.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Yes.,Strongly disagree,Strongly disagree,Neutral,Neutral,Disagree,Disagree,Strongly disagree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,10
,Faculty,,,,,,,,,,,,,,Geographic Information Systems,1,6 months - 1 year ago,,Git,,,,,,,,Unix Shell,,,Improving data management and project organization.,,,,,,,,,exploring new procedures,I had not been using tools like these.,Several times per year.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,,Participated in an online short course.,,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,Sharing code or data publicly on places like GitHub or FigShare.,,Monthly.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Agree,Strongly agree,Neutral,Neutral,Agree,Neutral,Agree,,,,,,,,,"Did not get further involved in the Carpentry but did take another workshop, on R elsewhere (at berkeley)",Participated in an in-person short course.,,,,,,,Yes.,10
USA,Graduate Student,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,,,,,Python,,,,,,,,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,,,Several times per year.,Several times per year.,I'm equally confident now.,They are improving my overall efficiency.,,,,,,No.,Neutral,Agree,Neutral,Neutral,Agree,Neutral,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,,,,,No.,6
USA,Postdoc,,,,,,,,,,Life Sciences,,,,,2,More than 1 year ago,,Git,,,,Python,R,,SQL,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Weekly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Agree,Agree,Agree,Disagree,Neutral,Neutral,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,9
,Faculty,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,I had not been using tools like these.,Several times per year.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,The tools I learned have not helped me with my work.,,,Yes.,Agree,Agree,Agree,Neutral,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,8
USA,Undergraduate Student,,,,,,,,,,,Mathematics or Statistics,,,,1,6 months - 1 year ago,,Git,,,,,R,,SQL,,,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Monthly.,Weekly.,I'm more confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Neutral,Agree,Neutral,Neutral,Neutral,Neutral,Agree,,,,,,,,,,,,,,,,,,
USA,Academic Research Staff,,Agricultural or Environmental Sciences,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,3+,More than 1 year ago,,Git,,,OpenRefine,Python,R,,SQL,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,Less than once per year.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Neutral,Strongly agree,Strongly agree,Strongly agree,Subscribed to the newsletter.,,,,,,,,,Participated in an in-person short course.,Participated in an online short course.,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
,Academic Research Staff,,,,,,,,,,,,,,Genomics,1,More than 1 year ago,,Git,,,,,R,,SQL,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Daily.,Daily.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,Neutral,Neutral,Neutral,Neutral,Neutral,Neutral,Neutral,,,,,,,,,,,,,,,,,No.,2
Canada,Academic Research Staff,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,OpenRefine,Python,R,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,I had not been using tools like these.,Several times per year.,I'm more confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Agree,Strongly agree,Strongly agree,Disagree,Strongly agree,Disagree,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,No.,10
Canada,Graduate Student,,,,,Computer Science,,Engineering,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,I had not been using tools like these.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Agree,Agree,,Agree,Agree,,,,,,,,,,,,,,,,,,,10
Canada,Faculty,,,,,,,,,,Life Sciences,,,Social Sciences,,1,More than 1 year ago,,,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Monthly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Strongly agree,Strongly agree,Strongly agree,Neutral,Strongly agree,Agree,Agree,,,,Became a Carpentry instructor.,,,,Contributed to a Carpentry lesson.,,Participated in an in-person short course.,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
Canada,Graduate Student,,,,,,,Engineering,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,,,,,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,Using version control to collaborate online (in public or private repositories).,,,Monthly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Yes.,Agree,Strongly agree,Agree,Disagree,Agree,Strongly agree,Strongly agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,8
USA,Faculty,,,,,,,,,Library Sciences,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,,,,,,,Less than once per year.,Less than once per year.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,,,,,,,,,,,,,,,,,,,,,,,,,
Canada,Industry,,,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,Yes.,Agree,Strongly agree,Strongly agree,Neutral,Agree,Agree,Neutral,,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,,,Yes.,10
USA,Postdoc,,,,,,Earth Sciences,,,,,Mathematics or Statistics,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,,,Using version control to manage code.,,,,I had not been using tools like these.,Weekly.,I'm equally confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,Not sure.,Neutral,Agree,Neutral,Disagree,Neutral,Agree,Neutral,,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,,,I don't remember.,7
USA,Faculty,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,Several times per year.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Yes.,Agree,Strongly agree,Agree,Neutral,Agree,Strongly agree,Strongly agree,,,,,,,,,,,,,,,,,Yes.,10
The Netherlands,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,0-6 months ago,,Git,,,,Python,,,,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Several times per year.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,,,,,,No.,Agree,Agree,Agree,Neutral,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,9
Canada,Graduate Student,,,,,,,Engineering,,,,,,,,1,More than 1 year ago,,,,,,,,,,,I don't remember.,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
England,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,,,,,,,Carpentry Boot Camp,Improving data management and project organization.,,,,,,,,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,,,They are improving my ability to manage data.,,,,Not sure.,Agree,Agree,Agree,Neutral,Agree,Neutral,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,,,,,I don't remember.,6
USA,Graduate Student,,,Biomedical/Health Sciences,,,,,,,,,,,Philosophy,1,6 months - 1 year ago,,Git,,,,,R,,SQL,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Less than once per year.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,Not sure.,Agree,Strongly agree,Neutral,Agree,Agree,Neutral,Agree,,,,,,,,,,,,,,,,,Yes.,10
USA,Postdoc,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,,R,,,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Monthly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Graduate Student,,,,,,,,,,,,,,Information sciences,1,0-6 months ago,,,,,OpenRefine,,R,,SQL,,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Less than once per year.,Several times per year.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,Neutral,Agree,Disagree,Disagree,Disagree,Disagree,Agree,,,,,,,,,none,,,,,,,none,No.,7
USA,Industry,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,,R,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Several times per year.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,,,,,,No.,Strongly agree,Strongly agree,Strongly agree,Neutral,Agree,Agree,Agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Graduate Student,,,Biomedical/Health Sciences,,,,Engineering,,,,,,,,1,6 months - 1 year ago,,,,,,,R,,SQL,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Daily.,Daily.,I'm more confident now.,,,They are improving my ability to manage data.,,,,Not sure.,Agree,Strongly agree,Agree,Agree,Agree,Agree,Agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,I don't remember.,7
South Africa,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,6 months - 1 year ago,,,,,,,R,,,,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,I had not been using tools like these.,I have not been using tools like these.,I'm less confident now.,,,,,I am not using the tools I learned.,,No.,Strongly disagree,Disagree,Disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,Attended at least one community call.,,,,,,,,Participated in an in-person short course.,,,,,,,No.,5
New Zealand,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,,R,,,,,,,,,Transforming step-by-step workflows into scripts or functions.,,,,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Yes.,Agree,Agree,Agree,Disagree,Agree,Agree,Neutral,,,,,,,,,,,,,,,,,I don't remember.,7
The Netherlands,Graduate Student,,,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,1,0-6 months ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,,,,,,,I had not been using tools like these.,I have not been using tools like these.,I'm more confident now.,,,,,I am not using the tools I learned.,,No.,Disagree,Agree,Disagree,Disagree,Agree,Strongly disagree,Agree,,,,,,,,,,,,,,,,,Yes.,7
Sweden,Postdoc,,Agricultural or Environmental Sciences,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,Using other people's code on for example GitHub,Weekly.,Weekly.,I'm more confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Strongly agree,Agree,Disagree,Agree,Neutral,Agree,Subscribed to the newsletter.,,,,,,,,,Participated in an in-person short course.,,,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Faculty,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Monthly.,Monthly.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,Not sure.,Agree,Agree,Agree,Neutral,Neutral,Neutral,Agree,,,,,Joined a committee.,,,,,,,Participated in a Meetup.,,,,,Yes.,8
Canada,Industry,,Agricultural or Environmental Sciences,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Monthly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Strongly agree,Agree,Agree,Agree,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,Participated in an in-person short course.,,,,,Used non-Carpentry self-guided material.,,Yes.,9
Australia,Industry,,,,,,,Engineering,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,,,Several times per year.,Monthly.,I'm more confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Agree,Neutral,Neutral,Agree,Neutral,Agree,,,,,,,,,,,,,,,,,Yes.,10
New Zealand,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,,,,,,2,6 months - 1 year ago,,Git,,,,,R,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,,,,,,,I had not been using tools like these.,Several times per year.,I'm equally confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Agree,Agree,Disagree,Disagree,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,Participated in an in-person short course.,,,,,,,Yes.,8
Canada,,Government Employee,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,,,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,,,They are improving my ability to manage data.,,,,No.,Agree,Strongly agree,Agree,Neutral,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,7
,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,,,,,,I don't remember.,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Faculty,,,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,,,,,,,Daily.,Daily.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,Strongly disagree,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,,,,,,,,,,No.,5
USA,Faculty,,,,,Computer Science,,,Humanities,,,Mathematics or Statistics,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,Using version control to manage writing projects.,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,They have helped me to reshape my workflow into a far more efficient and robust process.,Yes.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,10
USA,Industry,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,,,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,No.,Strongly disagree,Strongly disagree,Neutral,Disagree,Strongly disagree,Neutral,Disagree,Subscribed to the newsletter.,,,,,,,,,,,Participated in a Meetup.,,,Used non-Carpentry self-guided material.,pluralsight.com,Yes.,9
USA,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Faculty,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Agree,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,Participated in an in-person short course.,,,Participated in a semester long course.,,Used non-Carpentry self-guided material.,,Yes.,8
USA,Industry,,,,,,,,,,,,,Social Sciences,,2,6 months - 1 year ago,,Git,,,,,R,,SQL,,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,I had not been using tools like these.,Weekly.,I'm more confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Neutral,Strongly agree,Agree,Strongly disagree,Agree,Neutral,Strongly agree,,,,,Joined a committee.,,,,Consulting work ,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
USA,Graduate Student,,Agricultural or Environmental Sciences,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,1,6 months - 1 year ago,,Git,,,,,R,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Monthly.,Monthly.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,Not sure.,Neutral,Strongly agree,Disagree,Disagree,Agree,Neutral,Agree,,,,,,,,,,,,,,,,,I don't remember.,8
USA,Industry,,,,,,,Engineering,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Neutral,Neutral,Agree,Neutral,Agree,Neutral,Strongly agree,Subscribed to the newsletter.,,Became a workshop helper.,,,,,,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,8
USA,Faculty,,,,,,,,,Library Sciences,,,,Social Sciences,,1,6 months - 1 year ago,,Git,,,,,,,,Unix Shell,,,,,,,,,,Using version control to collaborate online (in public or private repositories).,,,Several times per year.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,,,,,,No.,Neutral,Agree,Neutral,Neutral,Agree,Neutral,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,,8
Italy,Faculty,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,Yes.,Agree,Strongly agree,Agree,Agree,Strongly agree,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,,Participated in an online short course.,,,Used self-guided Carpentry lesson material.,,,Yes.,9
Australia,Faculty,,,,,,,Engineering,,,,,,,,1,More than 1 year ago,,,,,,Python,,,,Unix Shell,,,,,,,,,,,,,Daily.,Daily.,I'm equally confident now.,,,,,,,Not sure.,Agree,Agree,Neutral,Neutral,Neutral,Neutral,Neutral,,,,,,,,,,,,,,,,,Yes.,9
New Zealand,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,6 months - 1 year ago,,Git,,,,,R,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,I had not been using tools like these.,Monthly.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,No.,,,,,,,,,,,,,,,,,,,,,,,,,
New Zealand,Graduate Student,,,,,,,,,,Life Sciences,,,,,2,0-6 months ago,,Git,,,,Python,R,,SQL,Unix Shell,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,,,I had not been using tools like these.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,No.,Agree,Agree,Neutral,Disagree,Agree,Neutral,Strongly agree,Subscribed to the newsletter.,,,,,Joined a mentoring group.,,,,Participated in an in-person short course.,,,,Used self-guided Carpentry lesson material.,,,Yes.,9
Australia,Postdoc,,,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,Decision Neuroscience,2,More than 1 year ago,,Git,MATLAB,,,Python,R,,,,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,Using version control to collaborate online (in public or private repositories).,,,Monthly.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Agree,Agree,Neutral,Agree,Agree,Agree,,,Became a workshop helper.,,,,,,,Participated in an in-person short course.,Participated in an online short course.,,,,,,Yes.,9
,Academic Research Staff,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Agree,Agree,Agree,Agree,Agree,Agree,Agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,9
USA,,Independant Archivist,,,,,,,,Library Sciences,,,,,,1,0-6 months ago,,Git,,,OpenRefine,,,Spreadsheets,SQL,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,,,,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,No.,Neutral,Agree,Neutral,Neutral,Agree,Neutral,Agree,,,,,,,,,,,,,,,,,Yes.,7
Australia,Industry,,,,,,,,,,,Mathematics or Statistics,,,,1,More than 1 year ago,,,MATLAB,,,,,,,,,,,,,,,,,,,,Weekly.,Weekly.,I'm equally confident now.,,,,,,I didn't learn anything useful at the workshop,No.,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,,,,,,,,,"I have undergone non Carpentry courses, personal study, group study with colleagues etc.",No.,0
Canada,Graduate Student,,,Biomedical/Health Sciences,,,,Engineering,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,,Reusing code.,,,Sharing code or data publicly on places like GitHub or FigShare.,unit testing,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Strongly agree,Strongly agree,Disagree,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,,,,,,,,No.,10
USA,Undergraduate Student,,,,,,,Engineering,,,,,,,,1,More than 1 year ago,,,,,,Python,,,,Unix Shell,I don't remember.,,,,,,,Reusing code.,,,,Teaching coding.,Less than once per year.,Less than once per year.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,Strongly agree,Neutral,Neutral,Neutral,Neutral,Neutral,Agree,,,,,,,,,Checked periodical information.,,,,,,,None,No.,10
USA,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,Life Sciences,,,,,1,0-6 months ago,,Git,,,,,R,,SQL,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Agree,Strongly agree,Strongly agree,Disagree,Neutral,Agree,Agree,,,,,,,,,,,,Participated in a Meetup.,Participated in a semester long course.,,,,Yes.,9
USA,,Government Employee,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,,,,,,,,,,,,,,Weekly.,I have not been using tools like these.,I'm more confident now.,,,,,I am not using the tools I learned.,,No.,,,,,,,,,,,,,,,,,,,,,,,,,
Australia,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,,R,,,,,,,,,,,Reusing code.,Using version control to manage code.,,,,Less than once per year.,I have not been using tools like these.,I'm equally confident now.,,,They are improving my ability to manage data.,,,,No.,Neutral,Agree,Agree,Neutral,Neutral,Neutral,Neutral,,,,,,,,,,Participated in an in-person short course.,,,,,,,Yes.,7
,Faculty,,,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,,,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Yes.,Neutral,Agree,Agree,Agree,Agree,Neutral,Agree,,,,,,,,,,,,,,,,,Yes.,7
Canada,Academic Research Staff,,,,,,,,,,Life Sciences,,,,,1,0-6 months ago,,Git,,,,,R,,,,,,,,,,,,,Using version control to collaborate online (in public or private repositories).,,,Daily.,Daily.,I'm equally confident now.,,,,,,"I still need to catch up on git, but my team now uses it",No.,Neutral,Agree,Agree,Disagree,Neutral,Agree,Neutral,,,,,,,,,NA,,,Participated in a Meetup.,,,,,Yes.,6
USA,Industry,,,,,,,,,,,,,,education,2,More than 1 year ago,,,,,,,R,Spreadsheets,SQL,,I don't remember.,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Daily.,Daily.,I'm equally confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Agree,Agree,Agree,Strongly disagree,Agree,Agree,Neutral,,,Became a workshop helper.,,,,,,,,,,,,,,Yes.,7
Canada,,Government Employee,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,R,,SQL,,I don't remember.,,,,,,,,,,,General awareness of code and shared approach to its development using github,I had not been using tools like these.,I have not been using tools like these.,I'm more confident now.,,,,,I am not using the tools I learned.,,No.,Disagree,Neutral,Neutral,Neutral,Neutral,Neutral,Agree,,,,,,,,,None beacause I went in a different career direction ,,,,,,,,No.,10
USA,Faculty,,,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Several times per year.,Several times per year.,I'm more confident now.,,,,,I am not using the tools I learned.,,No.,Neutral,Strongly agree,Neutral,Disagree,Agree,Neutral,Strongly agree,,,,,,,,,,,,,,,,,No.,5
,Postdoc,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,More than 1 year ago,,,,,,,R,,,,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,The tools I learned have not helped me with my work.,,,Yes.,Strongly agree,Agree,Agree,Neutral,Strongly agree,Agree,Agree,,,,,,,,,,Participated in an in-person short course.,,,,,,,Yes.,10
USA,Graduate Student,,Agricultural or Environmental Sciences,,,Computer Science,,,,,,,,Social Sciences,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Several times per year.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,The tools I learned have not helped me with my work.,,,No.,Strongly agree,Strongly agree,Strongly agree,Disagree,Strongly agree,Neutral,Strongly agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,No.,8
USA,Graduate Student,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,,,,,Python,R,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Weekly.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Agree,Agree,Agree,Agree,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,8
Australia,,,Agricultural or Environmental Sciences,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,,R,,,Unix Shell,,,,,,,,,,,,,Several times per year.,I have not been using tools like these.,I'm more confident now.,,,,,,,No.,Neutral,Agree,Neutral,Neutral,Neutral,Neutral,Strongly agree,,,,,,,,,,,,,,,,,No.,6
,Postdoc,,Agricultural or Environmental Sciences,,,Computer Science,,,,,Life Sciences,,,,,1,6 months - 1 year ago,,Git,,,,Python,,,SQL,,,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Yes.,Agree,Agree,Agree,Agree,Agree,Neutral,Agree,Subscribed to the newsletter.,,,,,,,,,Participated in an in-person short course.,,,,,,,Yes.,8
USA,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,,,,,,,,,,,,,Using version control to manage code.,,,,I had not been using tools like these.,Less than once per year.,I'm more confident now.,,,,,,I used Git regularly for a while but fell out of the habit,Yes.,Agree,Agree,Agree,Disagree,Agree,Neutral,Agree,,,,,,,,,,,,,,,,,I don't remember.,7
Australia,Postdoc,,,,,,Earth Sciences,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,,,,Red-Green-Refactor,,,,Transforming step-by-step workflows into scripts or functions.,,,,,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm equally confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Agree,Neutral,Agree,Strongly agree,Neutral,Disagree,,,,,,,,,,,,,,,,,Yes.,9
USA,Industry,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,,,,,,,Daily.,Weekly.,I'm less confident now.,,,,The tools I learned have not helped me with my work.,,,No.,Disagree,Neutral,Agree,Disagree,Agree,Disagree,Disagree,,,,,,,,,,,,,,,,,,
Canada,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,R,,,,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,,Reusing code.,,,,,Monthly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Yes.,Agree,Agree,Agree,Agree,Agree,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,Participated in an in-person short course.,,,,,,,Yes.,10
USA,Industry,,,,,Computer Science,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Less than once per year.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,No.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,,,,,,,,Yes.,9
USA,Academic Research Staff,,,Biomedical/Health Sciences,,,,,,,,Mathematics or Statistics,,,,1,6 months - 1 year ago,,Git,,,,Python,R,,SQL,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Monthly.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Agree,Strongly agree,Agree,Agree,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,10
Australia,Postdoc,,,Biomedical/Health Sciences,,,,,,,,,,,,1,6 months - 1 year ago,,Git,,,,,R,,,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Agree,Neutral,Subscribed to the newsletter.,,,,,,,,,Participated in an in-person short course.,Participated in an online short course.,Participated in a Meetup.,,,,,I don't remember.,9
USA,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,0-6 months ago,,,,,OpenRefine,,R,,SQL,,,excel,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",,,,,,,,Several times per year.,Weekly.,I'm more confident now.,,,They are improving my ability to manage data.,,,,Not sure.,Agree,Agree,Agree,Neutral,Neutral,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,,,Yes.,10
Canada,Graduate Student,,,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Monthly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Strongly agree,Strongly agree,Neutral,Strongly agree,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,8
Poland,Undergraduate Student,,,,,Computer Science,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,,,,,,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Less than once per year.,Daily.,I'm more confident now.,,,,The tools I learned have not helped me with my work.,,,No.,Neutral,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Subscribed to the newsletter.,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,No.,5
France,Academic Research Staff,,,,,,,,,,,,,,linguistic and computer science,1,6 months - 1 year ago,,,,,,Python,,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Several times per year.,Monthly.,I'm equally confident now.,,They are improving my ability to analyze data.,,,,,Yes.,Agree,Agree,Agree,Agree,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,9
Australia,Industry,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,More than 1 year ago,,,,,,,R,,,,I don't remember.,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Several times per year.,Several times per year.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,Not sure.,Disagree,Neutral,Neutral,Disagree,Neutral,Neutral,Neutral,,,,,,,,,,,,,,,,,I don't remember.,5
,Postdoc,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Faculty,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,,Reusing code.,,,Sharing code or data publicly on places like GitHub or FigShare.,,Monthly.,Several times per year.,I'm equally confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Agree,Agree,Agree,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,10
USA,Graduate Student,,,,,,,,,,Life Sciences,,,,,2,6 months - 1 year ago,,Git,,,,Python,R,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",,,Reusing code.,,Using version control to collaborate online (in public or private repositories).,,,Several times per year.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Strongly agree,Strongly agree,Strongly agree,Agree,Agree,Agree,,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
,Academic Research Staff,,,,,,,,,,,Mathematics or Statistics,,,,1,6 months - 1 year ago,,Git,,,,,,,,,,,Improving data management and project organization.,,,,,Reusing code.,Using version control to manage code.,,,,I had not been using tools like these.,Monthly.,I'm equally confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Agree,Agree,Agree,,Strongly agree,Strongly agree,,,Became a workshop helper.,Became a Carpentry instructor.,,,,,,Participated in an in-person short course.,Participated in an online short course.,,,,,,Yes.,7
USA,Graduate Student,,Agricultural or Environmental Sciences,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,,,,,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Daily.,I'm more confident now.,,,,,,"Version control; my primary programming language is R, so the python workshop was useful but didn't have a noticeable affect. Just another way to do things, and be conversant in multiple languages",No.,Agree,Strongly agree,Strongly agree,Agree,Agree,Neutral,Neutral,,,,,,,,,"follow on twitter. I'd like to teach, but the time constraints of wanting to graduate are tough",,,,,,Used non-Carpentry self-guided material.,Led short courses for my lab group and conference student workshop,Yes.,10
USA,Postdoc,,,,,,,,,Library Sciences,,,,,,2,0-6 months ago,,Git,,,,Python,,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Several times per year.,Weekly.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,No.,Agree,Agree,Neutral,Strongly disagree,Agree,Neutral,Agree,,,,,,,,,,,,,,,,,Yes.,9
USA,Faculty,,,,,,,,,,Life Sciences,,,,,2,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",,,,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Strongly agree,Strongly agree,Neutral,Agree,Neutral,Neutral,Subscribed to the newsletter.,,,,,,Participated in a Twitter chat.,,,,,,,Used self-guided Carpentry lesson material.,,,Yes.,10
USA,Academic Research Staff,,,,,,Earth Sciences,,,,,,,,,2,More than 1 year ago,,Git,,,,Python,,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Monthly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Agree,Agree,Neutral,Neutral,Agree,Agree,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,8
USA,Postdoc,,,,,,,,,,,,,Social Sciences,,1,More than 1 year ago,,Git,,,,,R,,,,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
Brazil,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,,,,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,No.,Neutral,Agree,Disagree,Neutral,Strongly agree,Strongly agree,Neutral,,,,,,,,,,,,,,,,,,
Canada,Graduate Student,,,,,,,,,,,,,,Public Health,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,Several times per year.,Several times per year.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Subscribed to the newsletter.,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,,,Yes.,10
USA,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Several times per year.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Agree,Agree,Disagree,Agree,Neutral,Neutral,,,,,,,,,,,Participated in an online short course.,,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Postdoc,,,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,2,6 months - 1 year ago,,Git,,,,Python,R,,SQL,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Daily.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Agree,Agree,Neutral,Agree,Neutral,Agree,,,Became a workshop helper.,,,,,,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,I don't remember.,7
New Zealand,Graduate Student,,,,,,,,,,Life Sciences,,,,,2,0-6 months ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,Sharing code or data publicly on places like GitHub or FigShare.,,Less than once per year.,Monthly.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,No.,Agree,Agree,Agree,Disagree,Neutral,Agree,Agree,,,,,,,,,,Participated in an in-person short course.,,,,,Used non-Carpentry self-guided material.,,Yes.,8
,Graduate Student,,,,,,Earth Sciences,Engineering,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Agree,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,,,,,,,,Yes.,10
Costa Rica,Faculty,,,,,,,,,,Life Sciences,,,,,1,0-6 months ago,,Git,,,,,R,,SQL,,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Several times per year.,Several times per year.,I'm more confident now.,,,,,I am not using the tools I learned.,,Not sure.,Neutral,Strongly agree,Neutral,Neutral,Neutral,Neutral,Agree,,,,,,,Participated in a Twitter chat.,,,,,Participated in a Meetup.,,,,,Yes.,8
Canada,,Research Staff,,,,,,,,,,Mathematics or Statistics,,,,1,More than 1 year ago,,Git,,,,,R,,,,,RMarkdown,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Yes.,Agree,Agree,Strongly agree,Neutral,Agree,Agree,Agree,,,,,,,,,None,,,,,,,None,No.,7
Canada,Industry,,,,,,,,,,Life Sciences,,,,,3+,6 months - 1 year ago,,Git,,,,Python,R,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,I had not been using tools like these.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Strongly agree,Strongly agree,Strongly agree,Agree,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,,Participated in an online short course.,,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,Python,R,,,,,,,,,,,,,,,,I had not been using tools like these.,Several times per year.,I'm equally confident now.,,,,,I am not using the tools I learned.,,Not sure.,Neutral,Agree,Neutral,Disagree,Neutral,Neutral,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,,,,I didn't know that these were available. ,Yes.,7
USA,Industry,,,,,,,Engineering,,,,,,,,1,More than 1 year ago,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,,,,Unix Shell,,,,,,,,,Using version control to manage code.,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Agree,Agree,Neutral,Neutral,Agree,Neutral,Neutral,,,,,,,,,,,,,,,,,No.,5
USA,Graduate Student,,Agricultural or Environmental Sciences,,,,Earth Sciences,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,,R,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,I had not been using tools like these.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Neutral,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,,,,Participated in a semester long course.,,,,Yes.,9
,Postdoc,,,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,Mercurial,,Python,,,,Unix Shell,,,,,,,,,,,,Using numpy and matplotlib,Weekly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Yes.,Agree,Agree,Neutral,Neutral,Disagree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,7
USA,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Graduate Student,,,,,,,Engineering,,,,,,Social Sciences,,1,0-6 months ago,,Git,,,,Python,R,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",,,,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Less than once per year.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Strongly agree,Agree,Neutral,Agree,Agree,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,10
USA,Industry,,,,,,,,,,,Mathematics or Statistics,,,Operations Research,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,No.,Agree,Agree,Neutral,Disagree,Agree,Agree,Neutral,,,,,,,,,Used Carpentry resources and recommend to co-workers (even 5 years later),,Participated in an online short course.,Participated in a Meetup.,Participated in a semester long course.,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
USA,Faculty,,,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly disagree,Strongly disagree,Strongly disagree,,Disagree,Disagree,Strongly disagree,,,,,,,,,,,,,,,,,Yes.,10
Canada,,Teacher,,,,,,,,,Life Sciences,,,,Education,1,More than 1 year ago,,Git,,,,,R,,,,I don't remember.,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,,,,,,,,,,Yes.,Neutral,Neutral,Agree,Neutral,Agree,Neutral,Neutral,,,,,,,,,,,,,,,,,No.,
,Faculty,,,,,,,,,,,,,Social Sciences,,1,More than 1 year ago,,Git,,,,,R,,,,I don't remember.,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,,,I'm more confident now.,They are improving my overall efficiency.,,,,,,Not sure.,,,,,,,,,,,,,,,,,,,,,,,,,
UK,Graduate Student,,,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Less than once per year.,Several times per year.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Agree,Agree,Agree,Agree,Agree,Agree,,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
Canada,Industry,,,Biomedical/Health Sciences,,Computer Science,,,,,Life Sciences,,,,,2,More than 1 year ago,,,,,,Python,R,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,Monthly.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Strongly agree,Strongly agree,Strongly agree,Neutral,Strongly agree,Strongly agree,Strongly agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,10
USA,Postdoc,,,Biomedical/Health Sciences,,,,,,,Life Sciences,Mathematics or Statistics,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,,,,,,,,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,Disagree,Disagree,Disagree,Disagree,Disagree,Disagree,Disagree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,7
USA,Graduate Student,,,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,,,,,,R,,SQL,,,,,,,Transforming step-by-step workflows into scripts or functions.,,,,,,,I had not been using tools like these.,Monthly.,I'm more confident now.,,,,,,"I didn't really learn how use R until I took a class. The workshop was a good introduction, but I didn't really retain anything from it.",No.,Neutral,Strongly agree,Neutral,Neutral,Agree,Neutral,Neutral,,,,,,,,,N/A,,,,Participated in a semester long course.,,,,I don't remember.,5
USA,Academic Research Staff,,,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,Git,,,,,,,SQL,,,regular expressions,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,No.,Neutral,Agree,Agree,Neutral,Agree,Neutral,Neutral,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,8
Scotland,Graduate Student,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,Testing,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,"Using unit, system, and validation testing",Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Yes.,Strongly agree,Agree,Agree,Neutral,Strongly agree,Strongly agree,Agree,,,,,,,,,,,,,,,,,Yes.,10
UK,Postdoc,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,R,,,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Monthly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Neutral,Strongly agree,Agree,Strongly agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Graduate Student,,,,,,,Engineering,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,Transforming step-by-step workflows into scripts or functions.,,,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,Not sure.,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Industry,,,,,Computer Science,,,,,,,,,,1,More than 1 year ago,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Graduate Student,,,,,,,Engineering,,,,,,,,2,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,Version control: It's amazing!,Yes.,Strongly agree,Strongly agree,Agree,Agree,Agree,Strongly agree,Strongly agree,,,,,,,,,,,,,,,,,Yes.,10
USA,Graduate Student,,,,,,,Engineering,,,,,Physical Sciences,,,1,More than 1 year ago,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Graduate Student,,,,,,,,,,Life Sciences,,,,,2,0-6 months ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Monthly.,Monthly.,I'm more confident now.,,,They are improving my ability to manage data.,,I am not using the tools I learned.,,Yes.,Agree,Agree,Neutral,Disagree,Strongly agree,Agree,Strongly agree,,,,,,,,,,,,,,,,,Yes.,8
Canada,,Librarian,,,,,,,,Library Sciences,,,,,,2,More than 1 year ago,,,,,OpenRefine,Python,R,,,,I don't remember.,,,,,,,,,,,not yet as I need to do more practice on my own first,Less than once per year.,Less than once per year.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,The tools I learned have not helped me with my work.,I am not using the tools I learned.,,No.,Disagree,Agree,Neutral,Disagree,Neutral,Neutral,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,I don't remember.,9
USA,Graduate Student,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,Using version control to collaborate online (in public or private repositories).,,,Several times per year.,Weekly.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,No.,Agree,Disagree,Neutral,Disagree,Agree,Neutral,Neutral,,,,,,,,,,,,,,,,,Yes.,6
USA,Other Academic Staff,Research Staff,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,,,,Unix Shell,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Less than once per year.,Several times per year.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,No.,Neutral,Strongly agree,Neutral,Neutral,Strongly agree,Neutral,Neutral,,,,,,,,,,,,,,,,,No.,5
USA,Graduate Student,,,,,,Earth Sciences,,,,,,,,,1,6 months - 1 year ago,,Git,,,,,R,,,,,,,,,,,,,,,,Weekly.,Weekly.,I'm equally confident now.,,,,The tools I learned have not helped me with my work.,I am not using the tools I learned.,,No.,Neutral,Neutral,Neutral,Disagree,Disagree,Disagree,Neutral,,,,,,,,,,,,,,,,,No.,5
UK,Postdoc,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Academic Research Staff,,,,,,,,,,,,Physical Sciences,,,2,More than 1 year ago,,Git,,,,Python,,,,,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,,Reusing code.,Using version control to manage code.,,,,Less than once per year.,Several times per year.,I'm more confident now.,,,,,,,Not sure.,,,,,,,,,,,,,,,,,,,,,,,,,
France,Graduate Student,,,,,,,,,,,,Physical Sciences,,,1,6 months - 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,,,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,,,They are improving my ability to manage data.,,,,No.,Neutral,Strongly agree,Neutral,Disagree,Agree,Neutral,Agree,,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,8
Canada,,Civil Engineering Technologist,,,,,,Engineering,,,,,,,,1,More than 1 year ago,,Git,,,,Python,R,,SQL,,,,,,,,,,,,,,I had not been using tools like these.,Less than once per year.,I'm more confident now.,,,,The tools I learned have not helped me with my work.,,,No.,Neutral,Agree,Neutral,Disagree,Agree,Disagree,Neutral,,,,,,,,,Participate in surveys and wait for the next workshop to be hosted near me.,,,,,,,,Yes.,10
USA,Academic Research Staff,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,,,,SQL,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Less than once per year.,Several times per year.,I'm more confident now.,,,,,I am not using the tools I learned.,,No.,Agree,Strongly agree,Neutral,Disagree,Neutral,Neutral,Agree,,,,,,,,,No further involvement,,,,,,Used non-Carpentry self-guided material.,,I don't remember.,10
USA,Academic Research Staff,,,Biomedical/Health Sciences,,,,,,,,,,Social Sciences,,1,More than 1 year ago,,Git,,,,Python,,,,,,,Improving data management and project organization.,,,,,,Using version control to manage code.,,,,Daily.,Daily.,I'm equally confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Neutral,Neutral,Neutral,Neutral,Neutral,Neutral,Neutral,,,,,,,,,,,,,,,,,No.,5
USA,Other Academic Staff,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,OpenRefine,Python,R,Spreadsheets,SQL,Unix Shell,,,,,,,,,,,Sharing code or data publicly on places like GitHub or FigShare.,,Monthly.,Monthly.,I'm equally confident now.,,,,The tools I learned have not helped me with my work.,I am not using the tools I learned.,,No.,Disagree,Neutral,Neutral,Disagree,Disagree,Disagree,Disagree,,,,,,,,,,,,,,,,,No.,5
USA,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",,,,,,,have started using version control to manage code but not fully adopted it as my working system yet,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Agree,Strongly agree,Agree,Disagree,Agree,Neutral,Agree,,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,,,Yes.,9
USA,Academic Research Staff,,,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,Python,,,SQL,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Faculty,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,,R,,,,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Weekly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Agree,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,,,,,,,,Yes.,10
USA,Academic Research Staff,,,,,,,,,,Life Sciences,,,,,2,More than 1 year ago,,,,,,Python,R,,,,,,Improving data management and project organization.,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Daily.,Daily.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,Not sure.,Agree,Neutral,Neutral,Disagree,Neutral,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,8
USA,Industry,,,,,Computer Science,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,I had not been using tools like these.,Several times per year.,I'm more confident now.,They are improving my overall efficiency.,,,,,,No.,Strongly agree,Strongly agree,Neutral,Agree,Strongly agree,Neutral,Agree,,,,,,,,,,Participated in an in-person short course.,Participated in an online short course.,Participated in a Meetup.,Participated in a semester long course.,,,,Yes.,5
USA,,Staff,,,,,,,,,,,,,IT,1,6 months - 1 year ago,,Git,,,,,,,,,I don't remember.,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Other Academic Staff,,,,,,,,,,,,,Social Sciences,General Academic Technology,1,More than 1 year ago,,Git,,,,,R,,,,,,,Developing a data management and analysis plan.,,,,,,,,"I am overseeing a team of undergraduate ""DataSquad"" members in all of the above.",Less than once per year.,Several times per year.,I'm more confident now.,,,,,I am not using the tools I learned.,I am delegating use of these tools. Feel free to modify my answers since I am using what I learned by proxy.,Yes.,Agree,Agree,Neutral,Strongly agree,Strongly agree,Agree,Agree,,,,,,,,,"I've been disconnected from the community & with this survey, I'm reminded to try to reconnect.",,,,,,,,Yes.,10
USA,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,OpenRefine,,R,Spreadsheets,SQL,,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",,,,,,,,Monthly.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Strongly agree,Strongly agree,Agree,Neutral,Agree,Agree,Agree,Subscribed to the newsletter.,,Became a workshop helper.,,,,,,,,,,,,,,Yes.,10
USA,Academic Research Staff,,,Biomedical/Health Sciences,,,Earth Sciences,,,,Life Sciences,,,Social Sciences,,1,More than 1 year ago,,,,,,Python,,,,,,,,,,,,,,,,,Weekly.,Several times per year.,I'm equally confident now.,,,,,,,No.,Neutral,Neutral,Neutral,Neutral,Neutral,Neutral,Neutral,,,,,,,,,,,,,,,,,,5
USA,Faculty,,,,,,,,,Library Sciences,,,,,,1,6 months - 1 year ago,,Git,,,OpenRefine,Python,,,SQL,,,,,,,,,,,,,,I had not been using tools like these.,I have not been using tools like these.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,,,,,,,,,,No.,5
Canada,Academic Research Staff,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,,,,,Python,R,,,,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,,IT Staff,,,,,,,,,,,,,Museum Informatics,1,More than 1 year ago,,,,,,Python,,,,Unix Shell,,,,,,,,,,,,Started using iPython notebooks (now Jupyter...),Daily.,Daily.,I'm equally confident now.,,,,,,They are improving my ability to share data and code.,No.,Agree,Strongly agree,Agree,Neutral,Agree,Neutral,Neutral,,,,,,,,,,,,Participated in a Meetup.,,,,,Yes.,10
Canada,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,R,,,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Monthly.,I'm more confident now.,,,,,,They helped facilitate my understanding of the problems and solutions to accessing and transforming data,Not sure.,Agree,Agree,Agree,Disagree,Agree,Neutral,Agree,,,,,,,,,,Participated in an in-person short course.,,,,,,,Yes.,7
USA,,Federal Research Scientist,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,R,,SQL,,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",,,,,,,,Several times per year.,Several times per year.,I'm equally confident now.,,,They are improving my ability to manage data.,,,,Not sure.,Neutral,Agree,Neutral,Disagree,Neutral,Neutral,Agree,,,,,,,,,,,,,,,,,Yes.,10
USA,Academic Research Staff,,,,,,,Engineering,,,,,,,,3+,0-6 months ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,,,,,Reusing code.,Using version control to manage code.,,,,Daily.,Daily.,,,They are improving my ability to analyze data.,,,,,No.,Agree,Agree,Agree,Neutral,Strongly agree,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,9
USA,Graduate Student,,,Biomedical/Health Sciences,,,,,,,Life Sciences,Mathematics or Statistics,,,,1,More than 1 year ago,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Industry,,,,,,,Engineering,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,,,,,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Yes.,Agree,Agree,Neutral,Neutral,Agree,Strongly agree,Neutral,,,,,,,,,,,,,,,,,I don't remember.,9
USA,Graduate Student,,,,,,,Engineering,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Monthly.,Monthly.,,,,They are improving my ability to manage data.,,,,Not sure.,Agree,Agree,Neutral,Disagree,Agree,Neutral,Neutral,,,,,,,,,,,,Participated in a Meetup.,,,,,Yes.,7
USA,Graduate Student,,,,,,Earth Sciences,,,,Life Sciences,,,,,1,6 months - 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Weekly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Agree,Neutral,Neutral,Agree,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,Attended seminars on data management and big data,Yes.,9
Cyprus,Graduate Student,,,Biomedical/Health Sciences,,Computer Science,,,,,,Mathematics or Statistics,,,,1,More than 1 year ago,Cloud Computing,Git,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Agree,Agree,Agree,Neutral,Agree,Agree,Agree,,,,,,,,,None,,,,,,Used non-Carpentry self-guided material.,,I don't remember.,8
USA,Faculty,,,,,,,,,Library Sciences,,,,,,2,More than 1 year ago,,Git,,,OpenRefine,,R,,,Unix Shell,,,Improving data management and project organization.,,,,,,,,,communicating the value of the above,Less than once per year.,Less than once per year.,I'm more confident now.,,,,The tools I learned have not helped me with my work.,,,No.,Agree,Agree,Agree,Agree,Agree,Neutral,Agree,,,,,,,,,"Sadly, none. I didn't realize these opportunities existed",,,,,Used self-guided Carpentry lesson material.,,,Yes.,9
USA,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,R,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,I had not been using tools like these.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Yes.,Strongly agree,Strongly agree,Agree,Neutral,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,,,,,,,,Yes.,10
USA,Industry,,,,,,,,,,Life Sciences,,,Social Sciences,Primatology ,3+,More than 1 year ago,,Git,,,,,R,,SQL,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Less than once per year.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,Became a workshop helper.,,,,,,,Participated in an in-person short course.,,Participated in a Meetup.,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Faculty,,,,,,,Engineering,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,Developing a data management and analysis plan.,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Less than once per year.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Yes.,Agree,Agree,Agree,Agree,Agree,Agree,Agree,,,,,,,,,Just keeping in touch and reading on-line updates / news,,,,,Used self-guided Carpentry lesson material.,,,Yes.,8
Canada,Postdoc,,,,,,,,,,Life Sciences,,,,,2,More than 1 year ago,,,,,,Python,R,,,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Strongly agree,Agree,Neutral,Agree,Agree,Agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,I don't remember.,8
USA,Faculty,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,,,,,,,,Yes.,10
Canada,Postdoc,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,No.,Neutral,Agree,Agree,Neutral,Agree,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,No.,6
USA,Postdoc,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,,,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,Yes.,Agree,Agree,Strongly disagree,Neutral,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,8
Canada,Industry,,,,,Computer Science,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Less than once per year.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Agree,Strongly agree,Strongly agree,Agree,Strongly agree,,,,,,,Participated in a Twitter chat.,,,,,,,,,,Yes.,10
Brazil,Graduate Student,,Agricultural or Environmental Sciences,,,,Earth Sciences,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,,,,Unix Shell,,,Improving data management and project organization.,,,,,,,Using version control to collaborate online (in public or private repositories).,,,Less than once per year.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Yes.,Strongly agree,Strongly agree,Neutral,Neutral,Agree,Neutral,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,,,,,,,I had not been using tools like these.,I have not been using tools like these.,I'm more confident now.,,,,,I am not using the tools I learned.,,No.,Disagree,Disagree,Disagree,Disagree,Disagree,Disagree,Agree,,,,,,,,,,,,,,,,,Yes.,5
USA,Faculty,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,No.,Agree,Agree,Neutral,Disagree,Agree,Agree,Disagree,,,,,,,,,,Participated in an in-person short course.,,,,,,,Yes.,10
USA,Faculty,,,,,,,,,,,,,Social Sciences,,1,More than 1 year ago,,Git,,,,Python,R,,,Unix Shell,,,,,,,,,,,,,Daily.,Daily.,I'm equally confident now.,,,,,,I think my level of expertise was already high,No.,Neutral,Agree,Neutral,Neutral,Neutral,Neutral,Neutral,,,,,,,,,,,,,,,,,Yes.,7
Australia,,Unemployed,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,R,,SQL,,,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,Several times per year.,Weekly.,I'm more confident now.,,,,,,,No.,Neutral,Agree,Neutral,Strongly disagree,Agree,Neutral,Agree,,,,,,,,,,,,,,,,,Yes.,9
USA,Academic Research Staff,,,Biomedical/Health Sciences,,,,,,,,,,,,2,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Less than once per year.,Less than once per year.,I'm more confident now.,,,,,I am not using the tools I learned.,,No.,Neutral,Agree,Neutral,Disagree,Agree,Disagree,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,10
Canada,Graduate Student,,,Biomedical/Health Sciences,,,,,,,,,,,,3+,0-6 months ago,,,,,,,R,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,I had not been using tools like these.,Several times per year.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,Not sure.,Agree,Strongly agree,Agree,Neutral,Neutral,Neutral,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,7
USA,Postdoc,,,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,R,,,,,,,,"Using databases, scripts and queries to manage large data sets.",,,,,,,,Weekly.,Weekly.,I'm equally confident now.,,,,,,,No.,Neutral,Strongly agree,Neutral,Neutral,Neutral,Neutral,Neutral,,,,,,,,,,,,,,,,,Yes.,8
USA,Other Academic Staff,,Agricultural or Environmental Sciences,,,,Earth Sciences,,,,,,,,Education,2,More than 1 year ago,,Git,,,,Python,R,,SQL,Unix Shell,,,,,,,,Reusing code.,,,,,Daily.,Weekly.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,Neutral,Neutral,Agree,Neutral,Agree,Neutral,Neutral,,,,,,,,,,Participated in an in-person short course.,Participated in an online short course.,Participated in a Meetup.,Participated in a semester long course.,,,,Yes.,10
England,Graduate Student,,,,,,Earth Sciences,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Several times per year.,Several times per year.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Neutral,Agree,Agree,Neutral,Agree,Agree,Agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,,Government Employee,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,,R,,,,,,Improving data management and project organization.,,,,,Reusing code.,,,,,Several times per year.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,,,,,,,,,,,,,,,,,,,,,,,,,
UK,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Weekly.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,Not sure.,Agree,Agree,Agree,Disagree,Agree,Neutral,Agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,7
USA,Industry,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,,,,,,,,,,I don't remember.,,,,,,,,,,,,Several times per year.,Less than once per year.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,Strongly disagree,Disagree,Disagree,Strongly disagree,Strongly disagree,Strongly disagree,Disagree,,,,,,,,,None,,,,,,,,No.,0
Canada,Industry,,,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,R,,,Unix Shell,,,,,,,,,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm equally confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,No.,Strongly agree,Agree,Agree,Agree,Agree,Agree,Agree,,,,,,,,,None,,,,,,,None,Yes.,9
USA,Graduate Student,,,Biomedical/Health Sciences,,,,,,,,,,,,1,6 months - 1 year ago,,Git,,,,,R,,SQL,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Strongly agree,Agree,Agree,Agree,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,10
USA,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,Life Sciences,,,,,2,0-6 months ago,,Git,,,,Python,R,,,Unix Shell,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,,,Monthly.,Daily.,I'm more confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Agree,Agree,Neutral,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,8
USA,Academic Research Staff,,,,,,,,,,,,Physical Sciences,,,2,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,I had not been using tools like these.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Agree,Agree,Disagree,Neutral,Agree,Strongly agree,Subscribed to the newsletter.,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,,,Yes.,10
USA,Postdoc,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,Not sure.,Neutral,Strongly agree,Strongly agree,Agree,Strongly agree,Strongly agree,Strongly agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,8
,Graduate Student,,,,,,,,,,,,,,Educational Psychology,2,0-6 months ago,,Git,,,,Python,,,,,,,,,,,,,,,,I haven't actively apply those to my job yet.,I had not been using tools like these.,I have not been using tools like these.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,Neutral,Agree,Neutral,Neutral,Neutral,Neutral,Neutral,,,,,,,,,,,,,,,,,Yes.,6
USA,Faculty,,,,,,,,,,,,,,Neuroscience,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,,,,,,"None. The class was way to advanced for me, as I didn't know what a string was before the course. I had to take python classes via code academy and R classes via datacamp before I actually was able to program. ",Less than once per year.,Weekly.,I'm less confident now.,,,,The tools I learned have not helped me with my work.,,"I didn't learn the tools via the carpentry workshop. I was trying to learn really hard since I needed to use programming for my job, but the carpentry workshop was overwhelming and not designed for beginners. ",No.,Strongly disagree,Strongly agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,,none,,Participated in an online short course.,,Participated in a semester long course.,,,,No.,0
USA,Faculty,,Agricultural or Environmental Sciences,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,R,,SQL,,,,,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Several times per year.,I'm more confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Neutral,Agree,Neutral,Agree,Agree,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,,,,none of the above,Yes.,6
,Faculty,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,Using version control to collaborate online (in public or private repositories).,,,Weekly.,Daily.,I'm equally confident now.,,,They are improving my ability to manage data.,,,,No.,Agree,Neutral,Neutral,Agree,Neutral,Neutral,Agree,,,,,,,,,,Participated in an in-person short course.,,,Participated in a semester long course.,,,,Yes.,7
Canada,Academic Research Staff,Consultant,,,,,,,,,,,Physical Sciences,,Medical biophysics,1,More than 1 year ago,,Git,,,,Python,,,SQL,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,,,I had not been using tools like these.,Weekly.,I'm equally confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,The workshop gave me an intro but I learned them later.,No.,Neutral,,Neutral,Disagree,Agree,Neutral,Neutral,,,,,,,,,n/a,,,,Participated in a semester long course.,,Used non-Carpentry self-guided material.,,No.,6
Canada,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,0-6 months ago,,Git,,,,,R,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,Sharing code or data publicly on places like GitHub or FigShare.,,I had not been using tools like these.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,,,,,,No.,Agree,Agree,Agree,Agree,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,6
USA,Other Academic Staff,,,,,,,,,Library Sciences,,,,,,1,6 months - 1 year ago,,Git,,,,Python,,,SQL,,,,Improving data management and project organization.,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Graduate Student,,,,,,,,,,,,Physical Sciences,,,1,0-6 months ago,,Git,MATLAB,,,Python,,,SQL,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Several times per year.,Several times per year.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Yes.,Agree,Strongly agree,Strongly agree,Neutral,Strongly agree,Agree,Agree,,,,,,,,,None but I would like to receive the newsletter ,,,,,Used self-guided Carpentry lesson material.,,,Yes.,10
USA,,Staff,,,,,,,,,,Mathematics or Statistics,,,,1,More than 1 year ago,,Git,,,,,,,,Unix Shell,I don't remember.,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Less than once per year.,Less than once per year.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,Neutral,Agree,Neutral,Disagree,Neutral,Neutral,Neutral,,,,,,,,,none. didn't know about most of these options.,,,,,,,none. didn't know about these opportunities.,No.,7
USA,Faculty,,,,,,,,,Library Sciences,,,,,,1,More than 1 year ago,,Git,,,,,R,,,Unix Shell,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,,,Several times per year.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Neutral,Agree,Neutral,Neutral,Agree,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,No.,6
USA,Graduate Student,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,,R,,,Unix Shell,,,,,,,,,,,,,Daily.,Daily.,I'm more confident now.,,,,,I am not using the tools I learned.,,No.,Neutral,Strongly agree,Neutral,Strongly disagree,Disagree,Disagree,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,7
USA,Faculty,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,,,,SQL,,I don't remember.,,,,,,,,,,,,Weekly.,Weekly.,I'm equally confident now.,,,,,,,No.,Disagree,Agree,Disagree,Disagree,Disagree,Disagree,Disagree,,,,,,,,,,Participated in an in-person short course.,,,,,,,No.,5
,Graduate Student,,,Biomedical/Health Sciences,,,,,,,,,,,,3+,More than 1 year ago,,Git,,,,,,,,,,,,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,,,Using version control to manage code.,,,,Daily.,Daily.,I'm equally confident now.,,,They are improving my ability to manage data.,,,,Not sure.,Neutral,Agree,Neutral,Neutral,Neutral,Neutral,Agree,Subscribed to the newsletter.,,,,,,,,,Participated in an in-person short course.,,,,,,,Yes.,7
Sweden,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Yes.,Agree,Strongly agree,Agree,Agree,Agree,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,,,Yes.,10
USA,Other Academic Staff,Adjunct Instructor ,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,,,,,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",,,Reusing code.,,,,,I had not been using tools like these.,Several times per year.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Strongly agree,Agree,Agree,Neutral,Agree,Agree,Agree,,,,,,,,,,,,,Participated in a semester long course.,,,,I don't remember.,7
USA,Industry,,,,,,,,,,,,,,Data Science,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,I had not been using tools like these.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,,,,,,,,Yes.,10
Canada,,Bioinformatician,,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Daily.,Daily.,I'm equally confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Agree,Agree,Agree,Neutral,Agree,Neutral,Agree,,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,,,Yes.,8
Canada,Academic Research Staff,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,MATLAB,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Weekly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Strongly agree,Strongly agree,Strongly agree,Agree,Agree,Agree,Agree,,,,,,,,,,Participated in an in-person short course.,,,,,,,Yes.,10
USA,Faculty,,,,,,,,,Library Sciences,,,,,,1,6 months - 1 year ago,,,,,OpenRefine,,R,Spreadsheets,,,,,,,,,,,,,,,I had not been using tools like these.,I have not been using tools like these.,I'm less confident now.,,,,The tools I learned have not helped me with my work.,,,No.,Disagree,Agree,Disagree,Disagree,Disagree,Disagree,Neutral,,,,,,,,,,,,,,,,,Yes.,6
USA,Other Academic Staff,Librarian,,Biomedical/Health Sciences,,,,,,Library Sciences,,,,,,2,6 months - 1 year ago,,Git,,,OpenRefine,Python,R,Spreadsheets,SQL,,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,,,,,,,I had not been using tools like these.,Less than once per year.,I'm equally confident now.,,,They are improving my ability to manage data.,,,,No.,Neutral,Agree,Neutral,Neutral,Neutral,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,10
Canada,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,Improving data management and project organization.,,,,,,,Using version control to collaborate online (in public or private repositories).,,,I had not been using tools like these.,Less than once per year.,I'm more confident now.,,,,,I am not using the tools I learned.,,No.,Neutral,Agree,Disagree,Strongly disagree,Agree,Disagree,Agree,Subscribed to the newsletter.,,,,,,,,,,,Participated in a Meetup.,,,Used non-Carpentry self-guided material.,,Yes.,9
Italy,Graduate Student,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,,,,,Python,,,,,,,,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Less than once per year.,I'm more confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Disagree,Agree,Neutral,Neutral,Agree,Strongly disagree,Neutral,,,,,,,,,,,,,,,,,Yes.,6
USA,Postdoc,,,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,Transforming step-by-step workflows into scripts or functions.,,Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,No.,Agree,Agree,Agree,Disagree,Agree,Neutral,Agree,Subscribed to the newsletter.,,,,,,,,,,Participated in an online short course.,Participated in a Meetup.,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
UK,Other Academic Staff,,,,,,Earth Sciences,,,,,,Physical Sciences,,,1,6 months - 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,Improving the reproduciblility of results,No.,Strongly agree,Strongly agree,Strongly agree,Neutral,Strongly agree,Strongly agree,Strongly agree,Subscribed to the newsletter.,,Became a workshop helper.,,,,,,,Participated in an in-person short course.,,Participated in a Meetup.,,Used self-guided Carpentry lesson material.,,,Yes.,9
USA,Graduate Student,,,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,I had not been using tools like these.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,No.,Neutral,Strongly agree,Neutral,Neutral,Neutral,Neutral,Agree,,,,,,,,,,,Participated in an online short course.,,,,Used non-Carpentry self-guided material.,,I don't remember.,6
USA,,Government Employee,,Biomedical/Health Sciences,,,,Engineering,,,,,,,,1,More than 1 year ago,,Git,,,,,R,,SQL,Unix Shell,,,,,,,,Reusing code.,,Using version control to collaborate online (in public or private repositories).,,,Weekly.,Weekly.,I'm more confident now.,,,They are improving my ability to manage data.,The tools I learned have not helped me with my work.,,,No.,Agree,Agree,Neutral,Disagree,Agree,Agree,Neutral,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,8
USA,Faculty,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UK,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Weekly.,Weekly.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,Not sure.,Agree,Agree,Agree,Agree,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,9
USA,Postdoc,,,,,,,,,,Life Sciences,,,,,2,More than 1 year ago,,,,,,,R,,,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Agree,Neutral,Neutral,Neutral,Agree,Agree,Agree,,,,,,,,,,Participated in an in-person short course.,Participated in an online short course.,,,,,,Yes.,9
USA,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,R,,SQL,Unix Shell,,,,,,,,,,,,,Daily.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,,,,,,,,,,,,,,,,,,,,,,,,,
UK,Industry,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,,,,,,,,,,I don't remember.,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,,,Several times per year.,Several times per year.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,No.,Neutral,Agree,Agree,Disagree,Agree,Agree,Agree,,,,,,,,,,,,,,,,,No.,10
USA,Industry,,Agricultural or Environmental Sciences,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,R,,SQL,,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,,Reusing code.,,,,,Daily.,Daily.,I'm more confident now.,,,They are improving my ability to manage data.,,,,Not sure.,Strongly agree,Strongly agree,Strongly agree,Agree,Agree,Neutral,Neutral,,,,,,,,,,,,,,,,,,
USA,Academic Research Staff,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,Python,,,,,,,Improving data management and project organization.,,,,,,,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,No.,Neutral,Agree,Agree,Disagree,Agree,Agree,Agree,,,,,,,,,,,Participated in an online short course.,,,,Used non-Carpentry self-guided material.,,Yes.,7
South Africa,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,0-6 months ago,,,,,OpenRefine,Python,R,,,,,,,,"Using databases, scripts and queries to manage large data sets.",,,,,,,,I had not been using tools like these.,I have not been using tools like these.,I'm less confident now.,,They are improving my ability to analyze data.,,,,,Not sure.,,,,,,,,,,,,,,,,,,,,,,,,,
Canada,Industry,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,Cloud Computing,,,,,,,,,,I don't remember.,,,Developing a data management and analysis plan.,,,,,,,,,I had not been using tools like these.,I have not been using tools like these.,I'm more confident now.,,,,,I am not using the tools I learned.,,Not sure.,Agree,Agree,Neutral,Neutral,Disagree,Disagree,Neutral,Subscribed to the newsletter.,,,,,,,,,Participated in an in-person short course.,,,,,,,Yes.,8
UK,,PhD Student,,,,Computer Science,,,,,,,,,,3+,6 months - 1 year ago,Cloud Computing,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Several times per year.,I'm more confident now.,,,They are improving my ability to manage data.,,,,Not sure.,Agree,Strongly agree,Neutral,Neutral,Agree,Agree,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,9
Sweden,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Weekly.,Daily.,I'm equally confident now.,,,They are improving my ability to manage data.,,,,No.,,,,,,,,,,,,,,,,,,,,,,,,,
Canada,Graduate Student,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,,R,,,Unix Shell,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,No.,Agree,Strongly agree,Agree,Agree,Agree,Agree,Neutral,,,,,,,,,,,,,,,,,Yes.,7
USA,,Research Staff,,,,,,,,,,,,Social Sciences,Public Health,2,6 months - 1 year ago,Cloud Computing,,,,,,R,,,,,SAS,Improving data management and project organization.,,,,,Reusing code.,,,,,I had not been using tools like these.,Several times per year.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Agree,Strongly agree,Strongly agree,Subscribed to the newsletter.,,,,,,,,,Participated in an in-person short course.,,,,Used self-guided Carpentry lesson material.,,,Yes.,10
USA,Academic Research Staff,,,,,,Earth Sciences,,,,,,,,,1,6 months - 1 year ago,,,,,,Python,,,,,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Other Academic Staff,Institutional Data Analyst,,,,,,,,,,,,,Higher Education,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,,,,,,,Weekly.,Weekly.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,,,,,,,,,,Yes.,7
USA,Graduate Student,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Other Academic Staff,,,,,,Earth Sciences,,,Library Sciences,,,,,,1,More than 1 year ago,,,,,OpenRefine,Python,R,Spreadsheets,SQL,,,,,,,,,,,,,,Several times per year.,Several times per year.,I'm more confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,The tools I learned have not helped me with my work.,,,No.,Neutral,Agree,Neutral,Neutral,Neutral,Neutral,Agree,,,,,,,,,,,,,,,,,Yes.,9
USA,Other Academic Staff,Librarian,,,,,,,,Library Sciences,,,,,,1,More than 1 year ago,,Git,,,,,R,,,Unix Shell,,,,,,,,,,,,Many of these I was already doing.,Weekly.,Weekly.,I'm more confident now.,,,,,I am not using the tools I learned.,,No.,Neutral,Agree,Agree,Disagree,Agree,Neutral,Strongly agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,I don't remember.,8
Canada,Graduate Student,,,,,,,,,,,,,Social Sciences,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,Several times per year.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Agree,Agree,Strongly agree,Strongly agree,,,,,,,,,,,,,,,,,Yes.,10
Canada,Industry,,,,,Computer Science,,Engineering,,,,Mathematics or Statistics,,,,1,More than 1 year ago,,Git,,,,,,,,Unix Shell,,,,,,,,,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Neutral,Agree,Neutral,Disagree,Neutral,Disagree,Disagree,,,,,,,,,None,,Participated in an online short course.,Participated in a Meetup.,,,,,No.,5
USA,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,,,,SQL,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Several times per year.,Weekly.,I'm more confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Strongly agree,Agree,Neutral,Strongly disagree,Agree,Neutral,Strongly agree,,,,,,,,,none,Participated in an in-person short course.,,,Participated in a semester long course.,,,,Yes.,10
Switzerland,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,R,,,,,,Improving data management and project organization.,,,,,,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,No.,Agree,Agree,Agree,Neutral,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,7
USA,Industry,,,,,Computer Science,,,,,,,,,,1,More than 1 year ago,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
,Industry,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,More than 1 year ago,,,,,,,R,,,,,,,,"Using databases, scripts and queries to manage large data sets.",,,,,,,,I had not been using tools like these.,I have not been using tools like these.,I'm more confident now.,,,,,I am not using the tools I learned.,,No.,Neutral,Agree,Neutral,Disagree,Disagree,Disagree,Disagree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,10
USA,Faculty,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Strongly agree,Strongly agree,Strongly agree,Neutral,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,,,,,,,,Yes.,10
Canada,Faculty,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,R,,SQL,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Monthly.,Daily.,I'm more confident now.,,,,,,Helping me be aware of basic functions in each language,Yes.,Agree,Strongly agree,Strongly agree,Agree,Neutral,Neutral,Agree,Subscribed to the newsletter.,,,,,,,,,Participated in an in-person short course.,Participated in an online short course.,Participated in a Meetup.,Participated in a semester long course.,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Academic Research Staff,,,,,,,,,,,Mathematics or Statistics,,,,1,More than 1 year ago,,Git,,,,,R,,,Unix Shell,,,Improving data management and project organization.,,,,,,,,,,Daily.,Daily.,I'm equally confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Neutral,Agree,Agree,Disagree,Agree,Neutral,Neutral,,,,,,,,,,,,,,,,,I don't remember.,7
USA,Postdoc,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,More than 1 year ago,Cloud Computing,Git,,,,,R,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,I had not been using tools like these.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Agree,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,,,,,,,,Yes.,10
South Africa,Postdoc,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Not sure.,Agree,Strongly agree,Neutral,Neutral,Agree,Neutral,Agree,,,,,,,,,,,Participated in an online short course.,,,,,,I don't remember.,8
UK,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,,,,,Unix Shell,,,,,,Transforming step-by-step workflows into scripts or functions.,,,,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,No.,Agree,Strongly agree,Neutral,Neutral,Agree,Agree,Neutral,,,,,,,,,,,,,,,,,Yes.,9
USA,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,R,,SQL,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Agree,Agree,Disagree,Agree,Neutral,Agree,,,,,,,,,,,,,,,,,Yes.,8
USA,Postdoc,,,,,,,,Humanities,,,,,,,2,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,,,,,,,,,,Less than once per year.,Monthly.,I'm more confident now.,,,They are improving my ability to manage data.,,,,Not sure.,Disagree,Agree,Disagree,Disagree,Disagree,Disagree,Neutral,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Graduate Student,,,,,,,Engineering,,,,,Physical Sciences,,,1,More than 1 year ago,,,,,,Python,,,,,,,Improving data management and project organization.,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Weekly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Yes.,Strongly agree,Agree,Agree,Agree,Agree,Strongly agree,Agree,,,,,,,,,,,,,,,,,Yes.,9
Brazil,Postdoc,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,,,,,,,,Yes.,9
Canada,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,R,,SQL,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Less than once per year.,Several times per year.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Agree,Agree,Agree,Neutral,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,10
USA,Other Academic Staff,,,,,,,,Humanities,Library Sciences,,,,,,1,6 months - 1 year ago,,Git,,,,Python,,,,Unix Shell,,bash,,,"Using databases, scripts and queries to manage large data sets.",,,,,,,,I had not been using tools like these.,Less than once per year.,I'm equally confident now.,,,,,I am not using the tools I learned.,,Not sure.,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Academic Research Staff,,,,,,,,,,,,,Social Sciences,,2,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,Daily.,Daily.,I'm more confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Strongly agree,Agree,Agree,Agree,Agree,Agree,,,,,Joined a committee.,,,,"Participated in some video conf calls, tried to bring SC to my campus",,,Participated in a Meetup.,,,Used non-Carpentry self-guided material.,,No.,7
Canada,Postdoc,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,,,,,Python,,,SQL,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",,,,,,,,Daily.,Daily.,I'm equally confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Neutral,Agree,Neutral,Neutral,Neutral,Neutral,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,8
Canada,Industry,,,,,,,,,,,,,,Media,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,,,,,,,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Neutral,Agree,Neutral,Agree,Agree,Agree,Neutral,Subscribed to the newsletter.,,,,,,,,,,Participated in an online short course.,Participated in a Meetup.,,,,,Yes.,10
USA,Academic Research Staff,,,Biomedical/Health Sciences,,,,,,,,,,,,1,0-6 months ago,,,,,,,R,,,,,,,,,,,,,,,,Less than once per year.,I have not been using tools like these.,I'm more confident now.,,,,,I am not using the tools I learned.,,No.,Agree,Neutral,Disagree,Disagree,Disagree,Disagree,Neutral,,,,,,,,,,,,,,,,,No.,3
USA,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,R,,,,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,I had not been using tools like these.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Neutral,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,,,,,,,,Yes.,10
USA,Postdoc,,,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,I had not been using tools like these.,Daily.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,Neutral,Strongly agree,Neutral,Neutral,Neutral,Neutral,Neutral,Subscribed to the newsletter.,,,,,,,,,,Participated in an online short course.,,,,Used non-Carpentry self-guided material.,,No.,7
,Industry,,,,,Computer Science,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,,,,,Using version control to manage code.,,,,Several times per year.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,No.,Agree,Agree,Neutral,Neutral,Agree,Neutral,Neutral,,,,,,,,,,,,,,,,,I don't remember.,5
,Postdoc,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,,R,,SQL,Unix Shell,,,,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Monthly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Agree,Agree,Agree,Neutral,Agree,Agree,,,Became a workshop helper.,,,,,,,Participated in an in-person short course.,,,,,,,No.,8
Poland,,Programmer,,,,,Earth Sciences,,,,,Mathematics or Statistics,,,,2,0-6 months ago,,Git,,,,Python,,,,Unix Shell,,,,,,,,,Using version control to manage code.,,,,Several times per year.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,,,,,,No.,Agree,Agree,Agree,Agree,Agree,Neutral,Agree,,,,,,,,,,,Participated in an online short course.,,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Postdoc,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,Sharing code or data publicly on places like GitHub or FigShare.,,I had not been using tools like these.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,,,,,,,,,,,
USA,Faculty,,,,,,,,,,Life Sciences,,,,,2,6 months - 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,,Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Several times per year.,I'm more confident now.,,,They are improving my ability to manage data.,,,,No.,Agree,Agree,Neutral,Disagree,Agree,Neutral,Agree,Subscribed to the newsletter.,,,,,,,,,Participated in an in-person short course.,,,,,,,Yes.,7
USA,Postdoc,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,,,,,,R,,SQL,,,,,,,,,,,,,,Daily.,Daily.,I'm equally confident now.,,,,,,due to my field I am forced to use R workshop helped but I would be much more effecient with a better language,No.,Neutral,Neutral,Neutral,Strongly disagree,Neutral,Neutral,Neutral,,,,,,,,,none,,,,,,,n/a,No.,7
USA,Postdoc,,,Biomedical/Health Sciences,,,,,,,,,,,,1,6 months - 1 year ago,,,,,OpenRefine,,R,Spreadsheets,,,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,,,,,,,Daily.,Daily.,I'm equally confident now.,,,They are improving my ability to manage data.,,,,No.,Agree,Strongly agree,Neutral,Strongly disagree,Agree,Agree,Neutral,,,,,,,,,No involvement,,,,,,,None,Yes.,8
USA,Industry,,Agricultural or Environmental Sciences,,,Computer Science,,,,,Life Sciences,,,,Ag biotech microbial bioinformatics,2,More than 1 year ago,,Git,,,,Python,R,,SQL,Unix Shell,,,Improving data management and project organization.,,,,,,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Weekly.,I'm equally confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,Not sure.,Strongly agree,Strongly agree,Agree,Agree,Agree,Agree,Agree,,,,,,,,,"Sent students and mentees to SWC workshops, used tutorials to teach myself and others",Participated in an in-person short course.,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
,Faculty,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,,R,,SQL,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Weekly.,Daily.,I'm equally confident now.,,,,,,"knowledge, some ""add on"", some first exposure",Not sure.,Neutral,Strongly disagree,Neutral,Neutral,Neutral,Neutral,Neutral,,,,,,,,,,Participated in an in-person short course.,,,,,,,Yes.,10
South Africa,Industry,,,,,Computer Science,,,,,,,,,,1,More than 1 year ago,,,,,,,R,,,,,,,,,,,,,,,,Daily.,Daily.,I'm more confident now.,,,,,I am not using the tools I learned.,,No.,Neutral,Neutral,Neutral,Neutral,Neutral,Neutral,Agree,,,,,,,,,,,,,,,,,Yes.,9
USA,Graduate Student,,,,,Computer Science,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,,Transforming step-by-step workflows into scripts or functions.,,,,,,,Weekly.,Daily.,I'm more confident now.,,,They are improving my ability to manage data.,,I am not using the tools I learned.,,No.,Agree,Strongly agree,Agree,Disagree,Agree,Agree,Agree,,,,,,,,,,,,,,,,,No.,6
USA,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Several times per year.,Monthly.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,Not sure.,Agree,Agree,Neutral,Disagree,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,7
UK,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,No.,Strongly disagree,Strongly disagree,Strongly disagree,Neutral,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,,,,,,,,,,Yes.,9
Sweden,Academic Research Staff,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Monthly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,,,The tools I learned have not helped me with my work.,,,No.,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Faculty,,,,,,Earth Sciences,,,,Life Sciences,,,,ecology,1,More than 1 year ago,,Git,,,,,R,,SQL,,,using shell in mac,Improving data management and project organization.,Developing a data management and analysis plan.,,,,Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Monthly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Yes.,Agree,Neutral,Agree,Disagree,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,9
Canada,Graduate Student,,,,,Computer Science,,,,,,,,,,1,More than 1 year ago,,Git,MATLAB,,,Python,R,,SQL,Unix Shell,,,,,,,,,,,,Nothing,Daily.,Daily.,I'm equally confident now.,,,,,,,No.,Strongly disagree,Disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,,,,,,,,,,No.,
Costa Rica,,IT Staff,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,0-6 months ago,,Git,,,,,R,,SQL,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,Sharing code or data publicly on places like GitHub or FigShare.,,Monthly.,Monthly.,I'm more confident now.,They are improving my overall efficiency.,,,,,,No.,Agree,Agree,Neutral,Neutral,Agree,Agree,Neutral,,,,,,,,,,,,,,,,,I don't remember.,9
,Academic Research Staff,,Agricultural or Environmental Sciences,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,R,,,,,,,Developing a data management and analysis plan.,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Neutral,Agree,Neutral,Agree,Agree,Agree,,,,,,,,,,,,,,,,,No.,5
USA,Industry,,,,,,,Engineering,,,,Mathematics or Statistics,,,Finance,2,More than 1 year ago,,Git,,,,Python,R,,SQL,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,,,Less than once per year.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Not sure.,Agree,Agree,Agree,Agree,Neutral,Neutral,Strongly agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,8
UK,Graduate Student,,,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Not sure.,Agree,Agree,Neutral,Agree,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,8
,Other Academic Staff,,,,,Computer Science,,Engineering,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,I had not been using tools like these.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,No.,Agree,Agree,Neutral,Neutral,Neutral,Neutral,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
USA,Other Academic Staff,,,,,,,,,Library Sciences,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Several times per year.,I'm equally confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Neutral,Neutral,Disagree,Neutral,Neutral,Agree,,,,,,,,,Sponsored a library carpentry workshop,,,,,,,,Yes.,10
Scotland,Graduate Student,,,,,,,,,,,,Physical Sciences,,,1,6 months - 1 year ago,,Git,,,,Python,R,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,I had not been using tools like these.,Several times per year.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,Not sure.,Agree,Agree,Agree,Agree,Agree,Agree,Agree,,,,,,,,,,,Participated in an online short course.,,,,,,Yes.,8
USA,Graduate Student,,,,,,,Engineering,,,,,,,,2,More than 1 year ago,,Git,,,OpenRefine,,R,Spreadsheets,SQL,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
Norway,Graduate Student,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,,R,,,,I don't remember.,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Monthly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Agree,Strongly agree,Strongly agree,Agree,Strongly agree,Agree,,,,,,,,,,,,,,,,,Yes.,8
France,Postdoc,,,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,1,6 months - 1 year ago,,Git,,,,Python,,,,,,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Several times per year.,Several times per year.,I'm more confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Agree,Agree,Agree,Agree,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,9
USA,Faculty,,,,,,,Engineering,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Weekly.,I'm equally confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,No.,Agree,Agree,Neutral,Neutral,Agree,Neutral,Neutral,,,Became a workshop helper.,,,,,,,Participated in an in-person short course.,,,,Used self-guided Carpentry lesson material.,,,Yes.,7
,Faculty,,Agricultural or Environmental Sciences,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UK,Industry,,,,,Computer Science,,Engineering,,,,,,,,1,More than 1 year ago,,Git,,,,,,,,Unix Shell,I don't remember.,,,,,,,,,,,,Daily.,Daily.,I'm equally confident now.,,,,,,,No.,Disagree,Neutral,Neutral,Disagree,Disagree,Neutral,Neutral,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,No.,4
England,Industry,,,,,,,Engineering,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,Not sure.,Agree,Agree,Agree,Neutral,Agree,Agree,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,9
UK,Postdoc,,,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,,,,,,,,none,Less than once per year.,I have not been using tools like these.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,Neutral,Agree,Neutral,Neutral,Neutral,Neutral,Neutral,,,,,,,,,,,,,,,,,Yes.,10
,Graduate Student,,,,,Computer Science,,,,,,,,,,1,More than 1 year ago,,,,,,Python,,,,,,,,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Daily.,Daily.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,Not sure.,Agree,Agree,Agree,Neutral,Agree,Neutral,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,7
England,Postdoc,,Agricultural or Environmental Sciences,,,,,Engineering,,,,,Physical Sciences,,,1,More than 1 year ago,,,,,,Python,R,,,,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Daily.,Daily.,I'm equally confident now.,,They are improving my ability to analyze data.,,,,,No.,,,,,,,,,,,,,,,,,,,,,,,,,
,Graduate Student,,,,,,,Engineering,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
UK,Graduate Student,,,Biomedical/Health Sciences,,,,Engineering,,,,,,,,1,6 months - 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,,,Transforming step-by-step workflows into scripts or functions.,,,,,,,Daily.,Daily.,I'm equally confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Neutral,Agree,Neutral,Neutral,Neutral,Neutral,Neutral,,,,,,,,,,,,,,,,,I don't remember.,6
UK,Graduate Student,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,Developing a data management and analysis plan.,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,Less than once per year.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Neutral,Agree,Agree,Neutral,Agree,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,Participated in an in-person short course.,Participated in an online short course.,,Participated in a semester long course.,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,,,,,,2,More than 1 year ago,,,,,,,R,,,,,,,,,,,Reusing code.,,,,,I had not been using tools like these.,Daily.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,Not sure.,Agree,Agree,Neutral,Strongly disagree,Disagree,Disagree,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,I don't remember.,5
Switzerland,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,0-6 months ago,,,,,OpenRefine,,R,Spreadsheets,SQL,,,,,,,,,,,,,,Monthly.,Monthly.,I'm equally confident now.,,,,,I am not using the tools I learned.,,Not sure.,Neutral,Neutral,Neutral,Neutral,Neutral,Neutral,Neutral,,,,,,,,,,Participated in an in-person short course.,,,,,,,No.,3
Denmark,Graduate Student,,,,,,,,,,Life Sciences,,,,,2,6 months - 1 year ago,,Git,,,OpenRefine,Python,,,,,,,,,,,,,,,,,Weekly.,Daily.,I'm more confident now.,,,,,I am not using the tools I learned.,,No.,Neutral,Agree,Neutral,Neutral,Neutral,Neutral,Neutral,,,,,,,,,,,,,,,,,Yes.,7
USA,Graduate Student,,,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,Python,,,,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Agree,Strongly agree,Neutral,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,Have not been involved,,Participated in an online short course.,,,,Used non-Carpentry self-guided material.,,Yes.,10
Australia,Academic Research Staff,,,,,Computer Science,,,,,,,,Social Sciences,Policy,1,More than 1 year ago,,Git,,,,,R,,SQL,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
South Africa,Graduate Student,,,,,,,,,,,,Physical Sciences,,,1,0-6 months ago,,,,,,Python,,,,,,,,,,,,,,,,"None, because the workshop did not reach the Unix or Git sections which were the sections I was hoping to learn from",Daily.,Daily.,I'm equally confident now.,,,,,,I did not learn anything new because the workshop was sold to me as being more advanced than it actually was,No.,Neutral,Agree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,,None,,Participated in an online short course.,,,,Used non-Carpentry self-guided material.,,No.,5
Australia,Industry,,,,,,Earth Sciences,,,,,Mathematics or Statistics,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Monthly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,,,,,,No.,Agree,Agree,Neutral,Neutral,Agree,Neutral,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,,,,,Yes.,8
,Postdoc,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,Make,Improving data management and project organization.,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Yes.,Agree,Agree,Agree,Neutral,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,9
Scotland,Graduate Student,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Less than once per year.,Several times per year.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,No.,Neutral,Neutral,Disagree,Strongly disagree,Neutral,Neutral,Neutral,,,,,,,,,,,,,,,,,Yes.,7
UK,Postdoc,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,Mercurial,,Python,,,SQL,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Agree,Agree,Neutral,Neutral,Strongly agree,Agree,Neutral,Subscribed to the newsletter.,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,I don't remember.,7
,Graduate Student,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,,,,,,,,,,,,,,I had not been using tools like these.,I have not been using tools like these.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,,,,,,,,,,,,,,,,,,,,,,,,,
UK,Graduate Student,,,,,,,Engineering,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,No.,Neutral,Agree,Agree,Neutral,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,10
UK,Academic Research Staff,,,,,,Earth Sciences,Engineering,,,,Mathematics or Statistics,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Less than once per year.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,The tools I learned have not helped me with my work.,,"I am in management role, helping staff use these tools instead of doing it myself",Not sure.,Agree,Strongly agree,Agree,Disagree,Strongly agree,Agree,Strongly agree,,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,,,Yes.,10
,Graduate Student,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,,,,MPI,,,,,,,Using version control to manage code.,,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Agree,Strongly agree,Neutral,Neutral,Agree,Neutral,Neutral,,,,,,,,,,,,,,,,,Yes.,9
,Academic Research Staff,,,,,,,Engineering,,,,,,,,1,More than 1 year ago,,,,,,Python,,,,,,,,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,I had not been using tools like these.,Several times per year.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,No.,Agree,Agree,Agree,Disagree,Agree,Neutral,Agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,8
UK,Undergraduate Student,,,,,,,,,,,Mathematics or Statistics,,,,1,More than 1 year ago,,Git,,,,,,,,Unix Shell,,GAP,,,,,,,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,I had not been using tools like these.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Yes.,Agree,Strongly agree,Neutral,Neutral,Strongly agree,Agree,Neutral,,,,,,,,,,,,,,,,,Yes.,10
UK,Academic Research Staff,,,,,,,,,,Life Sciences,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,Unit testing,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Not sure.,Agree,Strongly agree,Strongly agree,Disagree,Strongly agree,Strongly agree,Disagree,,,,,,,,,,,,,,,,,Yes.,9
UK,Faculty,Clinical Scientist,,Biomedical/Health Sciences,,,,,,,,,,,,2,More than 1 year ago,,Git,,,,Python,R,,SQL,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,,,Monthly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Neutral,Agree,Agree,Agree,Agree,Agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,9
UK,Graduate Student,,,,,,Earth Sciences,,,,,,,,Ecology,1,More than 1 year ago,,Git,,,,Python,,,,,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,,,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,They help me share my code with others,Not sure.,Agree,Agree,Agree,Disagree,Strongly agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,7
The Netherlands,Postdoc,,Agricultural or Environmental Sciences,,,,,,,,Life Sciences,,,,,1,0-6 months ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,,,,,,,I had not been using tools like these.,Less than once per year.,I'm more confident now.,,,,,I am not using the tools I learned.,"not yet, lack of time",No.,Disagree,Agree,Neutral,Neutral,Neutral,Neutral,Neutral,,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,,,Yes.,10
,Graduate Student,,Agricultural or Environmental Sciences,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Neutral,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,,Participated in an online short course.,,,,,,Yes.,10
USA,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,Cloud Computing,Git,,,,,R,,,,I don't remember.,"Regex, more",Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,,,,,Less than once per year.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Agree,Agree,Agree,Agree,Agree,Agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,No.,9
Switzerland,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,0-6 months ago,,,,,OpenRefine,,R,Spreadsheets,SQL,,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Weekly.,Weekly.,I'm equally confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Neutral,Agree,Strongly agree,Neutral,Agree,Agree,Neutral,,,,,,,,,,,,,,,,,No.,7
South Africa,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,More than 1 year ago,Cloud Computing,Git,,,,Python,,,,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",,,Reusing code.,,,,,Several times per year.,Daily.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,Not sure.,Neutral,Disagree,Neutral,Neutral,Agree,Neutral,Agree,,,,,,,,,None,Participated in an in-person short course.,,,,,,,No.,5
UK,Graduate Student,,,,,,,,,,Life Sciences,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,Sharing code or data publicly on places like GitHub or FigShare.,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,Not sure.,,,,,,,,,,,,,,,,,,,,,,,,,
South Africa,Faculty,,,,,,,,,,Life Sciences,,,,,2,6 months - 1 year ago,,,,,,,R,Spreadsheets,,Unix Shell,,,,,"Using databases, scripts and queries to manage large data sets.",,,Reusing code.,,,,,Less than once per year.,Weekly.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,No.,Neutral,Strongly agree,Agree,Disagree,Agree,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,,Participated in an online short course.,,,,Used non-Carpentry self-guided material.,,I don't remember.,8
UK,Academic Research Staff,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,Mercurial,,Python,,,,Unix Shell,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,,Reusing code.,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Strongly agree,Agree,Strongly agree,Strongly agree,Strongly agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,10
Canada,Graduate Student,,,,,,,,,,Life Sciences,,,,,2,0-6 months ago,,Git,,,,Python,R,,,,,,Improving data management and project organization.,Developing a data management and analysis plan.,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,,,Several times per year.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Strongly agree,Strongly agree,Neutral,Agree,Agree,Agree,Strongly agree,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,10
,Academic Research Staff,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,R,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,,,Daily.,Daily.,I'm equally confident now.,They are improving my overall efficiency.,,,,,,Yes.,Agree,Agree,Agree,Neutral,Neutral,Agree,Neutral,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,10
USA,Graduate Student,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,,,,,Python,,,,Unix Shell,,,Improving data management and project organization.,,,,,,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,No.,Agree,Strongly agree,Agree,Disagree,Agree,Agree,Agree,,,,,,,,,"None, but I would very much like to teach a session!",,,,,,,None,Yes.,9
UK,Postdoc,,,Biomedical/Health Sciences,,,,,,,Life Sciences,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,,,,,,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,Using version control to collaborate online (in public or private repositories).,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
France,Academic Research Staff,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,6 months - 1 year ago,,,,,OpenRefine,,R,,SQL,,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",,,,,,,,Daily.,Daily.,I'm equally confident now.,,,,,,not using more as I did already use these,No.,Neutral,Agree,Neutral,Neutral,Neutral,Neutral,Neutral,,,,,,,,,,Participated in an in-person short course.,,,,,,,Yes.,7
Canada,Postdoc,,,,,,,,,,Life Sciences,,,,,2,More than 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,,,,,,I didn't change my behaviors (already did many of these),Daily.,Daily.,I'm equally confident now.,,,,,I am not using the tools I learned.,"I have not used Python yet, and I already knew the other tools covered in the course",No.,,,,,,,,,,,,,,,,,,,,,,,,,
Australia,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,R,,,,I don't remember.,,Improving data management and project organization.,,,,,,,,,,Daily.,Daily.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,Strongly disagree,Neutral,Strongly disagree,Strongly disagree,Disagree,Strongly disagree,Neutral,,,,,,,,,,,,,,,,,Yes.,10
USA,Postdoc,,,,,,,,,,Life Sciences,,,Social Sciences,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,,Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Strongly agree,Neutral,Agree,,,,,,,,,Joined the instructor mailing list ,,,,,,,,Yes.,10
UK,Graduate Student,PhD Student,,,,Computer Science,,,,,,Mathematics or Statistics,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,,,,,,,"Using databases, scripts and queries to manage large data sets.",,,,Using version control to manage code.,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
USA,Undergraduate Student,,,,,Computer Science,,,,,,Mathematics or Statistics,,,,2,More than 1 year ago,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
Australia,Postdoc,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,,,,Weekly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Agree,Neutral,Neutral,Agree,Agree,Agree,,,,,,,,,,,,,,,,,Yes.,10
Australia,Academic Research Staff,,,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,,,,,,R,,,,,,,,,,,,,,,,Daily.,Daily.,I'm equally confident now.,,,,,I am not using the tools I learned.,,No.,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,Strongly disagree,,,,,,,,,,,,,,,,,No.,5
UK,Graduate Student,,,,,,,,,,,,Physical Sciences,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,,,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,,,Using version control to manage code.,,,,Weekly.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,They are improving my ability to manage data.,,,,No.,Neutral,Agree,Agree,Disagree,Strongly agree,Agree,Neutral,,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,10
The Netherlands,Graduate Student,PhD Student,,,,,Earth Sciences,,,,,,,,and meteorology,1,More than 1 year ago,Cloud Computing,Git,,,OpenRefine,Python,R,Spreadsheets,SQL,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,Using version control to collaborate online (in public or private repositories).,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,,,,,,Not sure.,Agree,Agree,Agree,Agree,Agree,Agree,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,Used non-Carpentry self-guided material.,,Yes.,7
UK,Graduate Student,,,,,Computer Science,,,,,,,,,,2,6 months - 1 year ago,,Git,,,,Python,,,,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,,,Daily.,Weekly.,I'm more confident now.,,,They are improving my ability to manage data.,,,,Yes.,Agree,Strongly agree,Agree,Agree,Agree,Agree,Strongly agree,Subscribed to the newsletter.,,Became a workshop helper.,,,Joined a mentoring group.,,,,,Participated in an online short course.,Participated in a Meetup.,,,,,Yes.,10
Norway,Other Academic Staff,Unemployed,,Biomedical/Health Sciences,,,,,,,,Mathematics or Statistics,,,,1,More than 1 year ago,,Git,,,,,,,,Unix Shell,,,,,,,,,Using version control to manage code.,,,,Daily.,Daily.,I'm more confident now.,,,They are improving my ability to manage data.,,,,Not sure.,Neutral,Agree,Agree,Neutral,Neutral,Agree,Neutral,Subscribed to the newsletter.,,,,,,,,"I was registered as a workshop helper, but i guess we did not have your workshops in Bergen since that time",Participated in an in-person short course.,Participated in an online short course.,Participated in a Meetup.,,,Used non-Carpentry self-guided material.,,Yes.,6
Sweden,Undergraduate Student,,,,,,,,Humanities,,,,,,,1,6 months - 1 year ago,,Git,,,,,,,,Unix Shell,,Fsl,,,,,,Reusing code.,,,,,Less than once per year.,Several times per year.,I'm more confident now.,,,,,,I recognize some script,No.,Agree,Agree,Disagree,Disagree,Neutral,Disagree,Agree,Subscribed to the newsletter.,,,,,,,,,,,,,,,,No.,6
Switzerland,Graduate Student,,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,0-6 months ago,,,,,OpenRefine,,R,,SQL,,,,Improving data management and project organization.,,,,,,,,,,Weekly.,Weekly.,I'm equally confident now.,,,,The tools I learned have not helped me with my work.,,,No.,Neutral,Neutral,Neutral,Neutral,Neutral,Neutral,Neutral,,,,,,,,,,,,,,,,,,
Poland,Graduate Student,,,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,Git,,,,Python,,,SQL,Unix Shell,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,Using version control to manage code.,,,,Several times per year.,Daily.,I'm equally confident now.,,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Strongly agree,Agree,Agree,Neutral,Disagree,Disagree,Neutral,,,,Became a Carpentry instructor.,Joined a committee.,Joined a mentoring group.,,,,,,Participated in a Meetup.,,,,,Yes.,7
Australia,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,Python,R,,,Unix Shell,,,Improving data management and project organization.,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",Reusing code.,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Several times per year.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Yes.,Agree,Agree,Agree,Agree,Agree,Agree,Agree,Subscribed to the newsletter.,,,,,,,,Participated in a COMBINE chat regarding carpentry workshop organisations,,Participated in an online short course.,Participated in a Meetup.,,,,,Yes.,8
UK,Academic Research Staff,,,Biomedical/Health Sciences,,,,,,,Life Sciences,,,,,1,More than 1 year ago,,Git,,,,,R,,,Unix Shell,I don't remember.,,Improving data management and project organization.,,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,,Reusing code.,Using version control to manage code.,,Sharing code or data publicly on places like GitHub or FigShare.,,Daily.,Daily.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,,,,,,,,,,,,,,,,,,,,,,,,,
Germany,Graduate Student,,,Biomedical/Health Sciences,,,,,,,,,,,,1,More than 1 year ago,,,,,,Python,R,,,Unix Shell,,,Improving data management and project organization.,Developing a data management and analysis plan.,"Using databases, scripts and queries to manage large data sets.",Transforming step-by-step workflows into scripts or functions.,,Reusing code.,,,,,Weekly.,Daily.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,Yes.,Agree,Agree,Agree,Agree,Agree,Agree,Agree,,,,,,,Participated in a Twitter chat.,,,,,,,Used self-guided Carpentry lesson material.,,,Yes.,9
South Africa,Academic Research Staff,,,,,,,,Humanities,,,,,,,1,More than 1 year ago,,Git,,,,Python,R,,,,,,,,,,"Using programming languages like R or Python, or the command line to automate repetitive tasks.",,,Using version control to collaborate online (in public or private repositories).,,,I had not been using tools like these.,Several times per year.,I'm more confident now.,,They are improving my ability to analyze data.,,,,,Yes.,Agree,Agree,Agree,Agree,Agree,Disagree,Neutral,,,,,,Joined a mentoring group.,,,,,,,,,Used non-Carpentry self-guided material.,Learning together with a group with similar interests,No.,5
Switzerland,Graduate Student,,,,,,,,,,Life Sciences,,,,,1,0-6 months ago,,,,,,,R,Spreadsheets,SQL,,,,Improving data management and project organization.,,,Transforming step-by-step workflows into scripts or functions.,,,,,,,Weekly.,Weekly.,I'm more confident now.,They are improving my overall efficiency.,They are improving my ability to analyze data.,They are improving my ability to manage data.,,,,Not sure.,Agree,Agree,Strongly agree,Disagree,Strongly agree,Agree,Strongly agree,Subscribed to the newsletter.,,,,,,,,,,,,,Used self-guided Carpentry lesson material.,Used non-Carpentry self-guided material.,,Yes.,10
USA,Postdoc,,Agricultural or Environmental Sciences,,,,Earth Sciences,,,,,,,,,1,More than 1 year ago,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,
New Zealand,,Social Entrepreneur,Agricultural or Environmental Sciences,,,,,,,,,,,,,1,More than 1 year ago,,Git,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,