Timestamp,1. How old are you?,2. What is your gender?,3. Where are you located?,4. Please list the highest academic degree you have received or are working toward it.,5. What is the subject of this degree?,"6. What domain are you currently working on? (Please use terminology that would be comprehensive to a well-informed layperson, e.g., ""cosmology"" rather than ""N-brane multiverse approximations to all-encompassing initial value problems"")",7. Which of the following terms describe you (check all that apply),"8. Is your R package maintained in a public repository (e.g., GitHub)? If so, what is the URL?",9. Have you developed any software in the last five years?,Q10-work-time,11. When was the last time you personally edited program source code?,12. How large is your development team?,Q13,Q14,Q15-10y,Q15-5y,Q15-lastyear,Q16-self-study,Q16-from-peers,Q16-education-institution,Q16-work,Q17-high-school,Q17-undergrad,Q17-grad,Q17-work15y,Q17-work11y,Q17-work6y,Q17-work5y,Q18-planning,Q18-reading,Q18-coding,Q18-quality,Q18-packaging,Q18-documenting,19. How do you decide what to do next when you are developing software?,Q20-swreq,Q20-swdesign,Q20-swconstruc,Q20-swver,Q20-swtesting,Q20-swmaint,Q20-swprodmngt,Q20-swprojmngt,Q21-swreq,Q21-swdesign,Q21-swconstruc,Q21-swver,Q21-swtesting,Q21-swmaint,Q21-swprodmngt,Q21-swprojmngt,"22. What are the three most pressing problems, challenges, issues, irritations, or other ""pain points"" you encounter when developing scientific software for your own research or for others?",23. What percentage of your total working time in a year do you spend using software for research purposes?,24. How important is using software for your research?,"25. Rank the time spend in the following activities when you are using scientific software. [Administering computers and software (e.g., installing packages or doing backups)]","25. Rank the time spend in the following activities when you are using scientific software. [Running programs interactively (e.g., simulations, visualization tools, spreadsheets)]","25. Rank the time spend in the following activities when you are using scientific software. [Setting up programs to run in batch mode (e.g., editing job files).]",25. Rank the time spend in the following activities when you are using scientific software. [Preparing or reformatting data.],26. What are the three most important R packages you use in your research?,"27. Besides of R, which are the other programming languages do you use for developing scientific software?","28. If you want to, feel free to place any comments about this research. ","29. If you want to receive the results of this survey, or if you want to participate in a follow up study, please leave your email address." 11/27/2017 19:10:35,30 -- 40,Male,North America,Doctorate's,Psychology,Quantitative Psychology,"Adacemic Researcher (professor, post-doc, etc), Clinician, Teacher",,Yes,10%,Three months ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Important,Important,Not at all important,Not important,Somewhat important,Somewhat important,Important,Important,Very important,Occasionally,Every time,Almost every time,Almost every time,Almost every time,Occasionally,I fix the next high-priority bug assigned to me.,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,10%,Somewhat important,Occasionally,Occasionally,Occasionally,Occasionally,"psych, lavaan, knitr",,, 11/27/2017 19:11:27,40 -- 50,Male,Oceania,Doctorate's,Biostatistics,"Survey sampling, statistical theory, and genomics","Adacemic Researcher (professor, post-doc, etc)",http://r-forge.r-project.org/projects/r-survey/,Yes,10%,One day ago,1 developer ( I work alone),Very important,Important,More time,More time,Same amount of time,Important,Important,Important,Not at all important,Somewhat important,Important,Important,Important,Important,Somewhat important,Somewhat important,Almost every time,Occasionally,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Not important,Important,Somewhat important,Important,Important,Important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,50%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"survey, Matrix, DBI","C/C++, Java, JavaScript",, 11/27/2017 19:24:50,40 -- 50,Male,Oceania,Doctorate's,Statistics,meta-research,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,1 developer ( I work alone),Very important,Important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,,Somewhat important,Important,Very important,Important,Important,Important,Never,Seldom,Almost every time,Almost every time,Seldom,Seldom,I decide what I want to work on next,,,,,,,,,,,,,,,,,,,,,,,,,,, 11/27/2017 19:25:03,30 -- 40,Male,North America,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/NonpModelCheck/index.html,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Very important,Important,Very important,Important,Very important,Not at all important,Very important,Important,Very important,Seldom,Almost every time,Every time,Seldom,Seldom,Seldom,I decide what I want to work on next,Important,Important,Important,Important,Very important,Somewhat important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,Bugs,60%,Very Important,Occasionally,Occasionally,Almost every time,Almost every time,"glm, nlm, NonpModelCheck",C/C++,, 11/27/2017 19:27:25,18 -- 30,Female,Europe,Master's,Mathematics,natural language processing,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Software Engineer/Programmer",https://github.com/MI2DataLab/factorMerger,Yes,20%,Three months ago,2--5 developers,Important,Somewhat important,,,,Important,Important,Somewhat important,Important,Not at all important,Not at all important,Very important,,,,Very important,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I consult the software specification and choose the next piece to implement.,Important,Very important,Important,Very important,Important,Important,Important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,"making your software robust for different environments, maintaining software, maintaining backward compatibility",60%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"dplyr, ggplot2, reshape2","Python, C/C++",,ag.sitko@gmail.com 11/27/2017 19:32:20,40 -- 50,Male,Europe,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://CRAN.R-project.org/package=zoo,Yes,20%,One day ago,5--10 developers,Very important,Important,Much more time,More time,More time,Very important,Very important,Not important,Not important,Not important,Important,Very important,Not important,Important,Important,Important,Almost every time,Every time,Every time,Almost every time,Every time,Every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"Coding is more ""fun"" than documentation and writing academic papers about software.",80%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"stats, MASS, partykit",C/C++,, 11/27/2017 19:37:25,40 -- 50,Male,Europe,Doctorate's,computer science,machine learning,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/rmarko/CORElearn,Yes,10%,One day ago,2--5 developers,Important,Important,More time,More time,Same amount of time,Very important,Somewhat important,Important,Not important,Very important,Very important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Seldom,Almost every time,Occasionally,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Not important,Important,Important,Important,Somewhat important,Important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,"lack of time, poor documentation of scientific software, poor support for debuging C/C++ extensions in R",10%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,"CORElearn, semiArtificial, ExplainPrediction","Python, C/C++, Java",there are some grammatical errors in questions; R community and environment are rather specific and the results may not be general enough, 11/27/2017 19:38:55,30 -- 40,Male,Europe,Doctorate's,Numerical methods,numerical methods,"Adacemic Researcher (professor, post-doc, etc), Engineer",,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,More time,More time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Every time,Every time,Every time,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Somewhat important,Important,Very important,Very important,Very important,Very important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,My pain point is with non-scientific software: Writing interactive user interfaces.,20%,Very Important,Occasionally,Seldom,Occasionally,Almost every time,,"Python, C/C++, Fortran, Shell Script",,ali.baharev@gmail.com 11/27/2017 19:47:48,18 -- 30,Female,Europe,Doctorate's,Biostatistics,Survival analysis,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/SemiMarkov/index.html,Yes,50%,One day ago,2--5 developers,Very important,Very important,More time,Same amount of time,Same amount of time,Very important,Very important,Important,Somewhat important,Not at all important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Every time,Every time,Almost every time,Every time,Every time,I consult with my colleagues.,Somewhat important,Somewhat important,Very important,Very important,Very important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,,60%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"frailtypack, FamEvent, sim1000G",Fortran,, 11/27/2017 19:53:29,30 -- 40,Male,Africa,Doctorate's,Computational Mathematics and Artificial Intelligence,Education,"Adacemic Researcher (professor, post-doc, etc), Engineer, Teacher",,Yes,10%,Three months ago,1 developer ( I work alone),Very important,Important,Less time,Less time,Same amount of time,Very important,Somewhat important,Important,Not important,Important,Important,Important,Not important,Not important,Very important,Very important,Almost every time,Occasionally,Every time,Almost every time,Almost every time,Seldom,I decide what I want to work on next,Not important,Not important,Very important,Important,Important,Somewhat important,Not important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Novice understanding,Vague understanding,Understand for the most part,Vague understanding,,30%,Very Important,Almost every time,Every time,Every time,Every time,"caret, FactoMineR, ggplot2",Scala,,kingodilon@gmail.com 11/27/2017 19:55:39,30 -- 40,Male,Europe,Doctorate's,Computer Science,computational statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/clustrd/index.html,Yes,10%,One week ago,2--5 developers,Important,Important,Much less time,Less time,Same amount of time,Very important,Not important,Important,Important,Not important,Very important,Very important,Important,Very important,Somewhat important,Somewhat important,Occasionally,Almost every time,Occasionally,Almost every time,Seldom,Occasionally,I consult with my colleagues.,Somewhat important,Important,Somewhat important,Somewhat important,Very important,Very important,Important,Important,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Novice understanding,Understand for the most part,Vague understanding,"writing documentation, providing support to users, fixing bugs",100%,Very Important,Seldom,Almost every time,Occasionally,Every time,"ggplot2, tidyr, psych",,,amarkos@gmail.com 11/27/2017 19:59:29,50 -- 60,Male,Oceania,Doctorate's,physics,statistics,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/RobinHankin/hyper2.git,Yes,60%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Important,Important,Not important,Somewhat important,Not at all important,Not at all important,Not at all important,Not important,Important,Very important,Very important,Seldom,Almost every time,Almost every time,Almost every time,Almost every time,Every time,I decide what I want to work on next,Not important,Not important,Somewhat important,Important,Important,Very important,Important,Not important,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,documentation appropriate for developers which remains useful years after being written,50%,Very Important,Occasionally,Almost every time,Occasionally,Seldom,stats base methods,C/C++,,hankin.robin@gmail.com 11/27/2017 19:59:37,40 -- 50,Male,Europe,Doctorate's,Medical Statistics,Environmental epidemiology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One month ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,More time,Very important,Somewhat important,Somewhat important,Important,Not at all important,Not important,Not important,Not important,Somewhat important,Very important,Very important,Almost every time,Every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Very important,Very important,Very important,Important,Important,Important,Very important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,"Time, prioritizing, cleaning",20%,Very Important,Occasionally,Occasionally,Seldom,Occasionally,"nlme, mgcv, dlnm",,, 11/27/2017 20:01:27,30 -- 40,Male,North America,Master's,Forestry,,Industrial Research Scientist,https://github.com/AndyPL22/ForestTools,Yes,60%,One week ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Somewhat important,Important,Not important,Not at all important,Important,Very important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,No idea what it means,No idea what it means,No idea what it means,Novice understanding,Novice understanding,Vague understanding,Novice understanding,Not having a software development background (i.e.: learning on the fly),70%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,sp raster rgdal,Python,, 11/27/2017 20:01:33,30 -- 40,Male,Europe,Doctorate's,"Pure Mathematics (Topology, Knot Theory)",Data Science in Industry (after finishing my PhD in Knot Theory),Data Scientist.,https://www.github.com/ansgarwenzel/quhomology,Yes,20%,Three months ago,2--5 developers,Not at all important,Not at all important,Much more time,More time,Same amount of time,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Very important,Not at all important,Not at all important,Somewhat important,Important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Seldom,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"turning theoretical results into code, trying to get old weird code to work, not being a good enough programmer",20%,Somewhat important,Occasionally,Seldom,Seldom,Occasionally,NA,"Python, C/C++",,ansgar.wenzel@gmail.com 11/27/2017 20:05:47,18 -- 30,Female,North America,Master's,Bayesian statistics,biostatistics and machine learning,Government Research Scientist,https://github.com/AlexiaJM/LEGIT,Yes,40%,One week ago,1 developer ( I work alone),Important,Important,Much more time,Much more time,More time,Very important,Not at all important,Important,Not at all important,Not at all important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Occasionally,Every time,Occasionally,Occasionally,Every time,I decide what I want to work on next,Somewhat important,Important,Not important,Somewhat important,Very important,Very important,Somewhat important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,"changing functions for which others functions rely on, debugging when algorithm is parallelized, documentation takes a lot of time ",20%,Very Important,Occasionally,Occasionally,Every time,Almost every time,"LEGIT, lavaan, foreach","Python, Shell Script",There are some typos., 11/27/2017 20:05:50,18 -- 30,Male,South America,Master's,Remote Sensing and Time Series,Data Science,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Software Engineer/Programmer, Consultant",https://github.com/aloy/qqplotr,Yes,60%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Important,Almost every time,Every time,Every time,Almost every time,Seldom,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Very important,Very important,Important,Very important,Very important,Somewhat important,Novice understanding,Vague understanding,Understand for the most part,Novice understanding,Vague understanding,Novice understanding,Understand for the most part,Expert-level understanding,"(1) Imagining it will be simple to solve a problem, but then it turns out to be very hard; (2) Tracking bugs; (3) Integration between different languages.",50%,Somewhat important,Almost every time,Every time,Occasionally,Every time,"caret, tidyverse, magrittr",Python,"Questions that were graded from 'Never' ----> 'Always' (or something similar) should have the option to mark as 'Non-applicable'. E.g., I've never taken a work training in coding, so instead of marking it as 'Non-applicable' I chose 'Not important at all', which is obviously not the case.",almeida.xan@gmail.com 11/27/2017 20:06:27,18 -- 30,Male,North America,Doctorate's,Plant Breeding and Genetics,Genetics,"Adacemic Researcher (professor, post-doc, etc), Industrial Research Scientist",https://cran.r-project.org/web/checks/check_results_alenxav_at_gmail.com.html,Yes,30%,One week ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Very important,Important,Not at all important,Not important,Very important,Very important,Very important,Very important,Very important,Almost every time,Every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Very important,Important,Somewhat important,Important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,"Debug, Debug, Debug",30%,Important,Seldom,Occasionally,Almost every time,Occasionally,Rcpp RcppEigen Matrix,"Python, C/C++, Fortran, Shell Script",N/A,xaviera@purdue.edu 11/27/2017 20:07:12,over 60,Male,North America,Doctorate's,Physics,Astrophysics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/FITSio/index.html ,Yes,10%,One day ago,1 developer ( I work alone),Very important,Important,More time,More time,More time,Very important,Not important,Somewhat important,Not at all important,Not at all important,Important,Important,Important,Important,Important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Not important,Very important,Very important,Very important,Very important,Important,Not at all important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Lack of time,80%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"Base, FITSio, orthopolynom","C/C++, Fortran, Shell Script",, 11/27/2017 20:07:42,30 -- 40,Male,North America,Doctorate's,Political Science,Statistical Methods for Social Science Research,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/DeclareDesign/randomizr,Yes,20%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,More time,Very important,Very important,Not important,Not important,Not at all important,Not at all important,Important,Important,Important,Important,Important,Almost every time,Every time,Every time,Almost every time,Every time,Every time,I decide what I want to work on next,,,,,,,,,,,,,,,,,,,,,,,,,,, 11/27/2017 20:08:44,30 -- 40,Female,North America,Doctorate's,evolutionary genetics,antibiotic resistance,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/acgerstein/diskImageR,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Important,Important,Somewhat important,Not important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Seldom,Every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Very important,Somewhat important,Somewhat important,No idea what it means,No idea what it means,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,No idea what it means,porting from mac to windows,30%,Very Important,Never,Occasionally,Occasionally,Occasionally,,"Java, Shell Script",,acgerstein@gmail.com 11/27/2017 20:12:08,30 -- 40,Male,North America,Doctorate's,Biomedical and Biotechnological Sciences,Genomics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/dami82/,Yes,60%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Important,Not at all important,Not at all important,Important,Important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Every time,Almost every time,Almost every time,Occasionally,Almost every time,I consult with my colleagues.,Very important,Very important,Important,Very important,Important,Very important,Important,Important,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,Expert-level understanding,Novice understanding,Vague understanding,1) keep code organized 2) parallelization issues 3) documenting R packages,70%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"limma, NMF, TCGAretriever","Python, Shell Script",,damiano.fantini@gmail.com 11/27/2017 20:15:00,18 -- 30,Male,North America,Doctorate's,Statistics,Mathematical Statistics,Graduate Student,,Yes,30%,Three months ago,2--5 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,,Important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Almost every time,Every time,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Not important,Not important,Not important,Important,Important,Important,Not important,Not at all important,Vague understanding,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Debugging the C or other source codes,40%,Somewhat important,Never,Almost every time,Occasionally,Seldom,"np, EDR, nnls",C/C++,, 11/27/2017 20:21:40,30 -- 40,Male,North America,Doctorate's,Public policy,"data science, applied to any field that will have me","Adacemic Researcher (professor, post-doc, etc)",https://github.com/howardjp/waterfall,Yes,20%,One week ago,2--5 developers,Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Not important,Not at all important,Very important,Very important,Somewhat important,Very important,Important,Somewhat important,Not important,Seldom,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Not important,Somewhat important,Very important,Not at all important,Very important,Important,Important,Not important,Understand for the most part,Novice understanding,Expert-level understanding,No idea what it means,Understand for the most part,Expert-level understanding,Expert-level understanding,Vague understanding,generalizing corner cases,80%,Very Important,Almost every time,Every time,Occasionally,Every time,"ggplot2, readr, knitr","C/C++, Java, Shell Script",,jh@jameshoward.us 11/27/2017 20:23:15,40 -- 50,Male,Europe,Doctorate's,Political Science,Immigration and integration policy (using text mining),"Adacemic Researcher (professor, post-doc, etc)",https://www.github.com/PolMine/polmineR,Yes,20%,One day ago,2--5 developers,Very important,Important,Much more time,Much more time,More time,Very important,Important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Very important,Occasionally,Every time,Every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,lack of time; technical ability of users; balance between generic and specific solutions,20%,Important,Occasionally,Almost every time,Occasionally,Almost every time,data.table; rcqp; topicmodels,"Python, C/C++",,andreas.blaette@uni-due.de 11/27/2017 20:27:36,30 -- 40,Male,Europe,Doctorate's,Statistics,"Regularization methods, data analysis","Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One week ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not at all important,Not important,Somewhat important,Somewhat important,,Somewhat important,Very important,Important,Occasionally,Almost every time,Almost every time,Occasionally,Almost every time,Occasionally,I fix the next high-priority bug assigned to me.,Important,Important,Important,Important,Important,Very important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,"Good documentation, clever and clear code, links betwenn different software programms",20%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"mgcv, penalized, glmnet",C/C++,, 11/27/2017 20:31:09,30 -- 40,Male,Europe,Doctorate's,Statistics,robust statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/sscor/index.html,Yes,20%,Three months ago,2--5 developers,Important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Important,Very important,Not at all important,Not important,Important,Very important,Not at all important,Not at all important,Not at all important,Important,Almost every time,Seldom,Every time,Seldom,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Important,Important,Important,Not important,Not important,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,No idea what it means,Vague understanding,"efficient algorithms, understandable documentation, error free software",30%,Important,Seldom,Almost every time,Occasionally,Seldom,"robustbase, mvtnorm, rrcov",C/C++,, 11/27/2017 20:31:12,30 -- 40,Male,Oceania,Doctorate's,physics,Optics and spectroscopy at the nanoscale,"Adacemic Researcher (professor, post-doc, etc)",http://nano-optics.github.io,Yes,30%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Important,Important,Important,Somewhat important,Somewhat important,Important,Very important,,,Important,Important,Almost every time,Occasionally,Occasionally,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,Not important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Novice understanding,Vague understanding,"changes in OS, broken dependencies, too many languages",30%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"ggplot2, RcppArmadillo, knitr",C/C++,proofread for typos & some questions are too vague,baptiste.auguie@gmail.com 11/27/2017 20:42:05,30 -- 40,,Europe,Doctorate's,Medical Sciences,Medical Sciences,"Clinician, Software Engineer/Programmer",https://cran.r-project.org/web/packages/mthapower/mthapower.pdf,Yes,10%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Very important,Important,Important,Very important,Very important,,,,Very important,Almost every time,Every time,Almost every time,Every time,Occasionally,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Important,Important,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,,90%,Very Important,Occasionally,Almost every time,Almost every time,Every time,"ggplot, survival, caret","Python, JavaScript, Scala",,mariauror@gmail.com 11/27/2017 20:43:06,50 -- 60,Male,North America,Doctorate's,Zoology,statistics and biology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/lme4/lme4,Yes,10%,One week ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,Not at all important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Almost every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Important,Very important,Somewhat important,Very important,Very important,Important,Somewhat important,Novice understanding,Understand for the most part,Expert-level understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,80%,Very Important,Occasionally,Every time,Every time,Every time,"lme4, ggplot2, glmmTMB",Python,, 11/27/2017 20:59:52,30 -- 40,Male,North America,Master's,Economics,Data Science,Government Research Scientist,https://www.github.com/Chicago/RSocrata,Yes,30%,One day ago,2--5 developers,Important,Somewhat important,Much more time,Much more time,More time,Important,Important,Important,Important,Not at all important,Somewhat important,Important,Not at all important,Not at all important,Important,Important,Almost every time,Occasionally,Every time,Occasionally,Occasionally,Occasionally,I consult with my colleagues.,Very important,Very important,Not important,Somewhat important,Important,Somewhat important,Important,Not important,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Cross-platform compatibility and dependency management across different OSes,70%,Very Important,Occasionally,Almost every time,Almost every time,Seldom,"lme4, randomForest, httr",Python,, 11/27/2017 21:00:05,over 60,Male,Oceania,Doctorate's,Statistics (compled 1971),Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,40%,One day ago,1 developer ( I work alone),Very important,Somewhat important,More time,More time,Same amount of time,Very important,Very important,Not important,Not important,Not at all important,Not at all important,Very important,Very important,Very important,Very important,Very important,Every time,Every time,Every time,Every time,Almost every time,Every time,I decide what I want to work on next,Important,Very important,Very important,Somewhat important,Important,Important,Very important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,The lack of backward compatibility in some developing external software products on which I need to rely,50%,Very Important,Almost every time,Almost every time,Occasionally,Every time,"stats, graphics, tidyverse",C/C++,"Since you are conducting a voluntary response survey over the internet, you may need to get help from a professional statistician to avoid the pitfalls of this kind of respondent-driven sampling.", 11/27/2017 21:00:59,40 -- 50,Male,Oceania,Doctorate's,Ecology and Epidemiology of Plant Pathogens,Integrated crop disease mangement for broadacre summer crops,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/ropensci/GSODR,Yes,40%,One day ago,2--5 developers,Very important,Very important,More time,More time,More time,Very important,Very important,Not important,Important,Not at all important,Important,Important,Very important,Very important,Very important,Very important,Almost every time,Every time,Every time,Every time,Almost every time,Every time,I decide what I want to work on next,,,Very important,Very important,Very important,Very important,Important,Important,No idea what it means,No idea what it means,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,"Thorough testing (even with unit tests bugs still get through), typos and grammar errors in documentation, time to maintain all the packages that I've written and keep them up-to-date",50%,Very Important,Almost every time,Almost every time,Occasionally,Almost every time,"ggplot2, raster, readr","Python, Shell Script",,adamhsparks@gmail.com 11/27/2017 21:01:26,40 -- 50,Male,North America,Doctorate's,Physics,Infectious Disease Epidemiology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/ahgroup/DSAIDE,Yes,10%,One day ago,1 developer ( I work alone),Not important,Not important,More time,More time,More time,Very important,Somewhat important,Not important,Somewhat important,Important,Somewhat important,Important,Important,Important,Important,Important,Occasionally,Occasionally,Occasionally,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Important,Somewhat important,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Lack of formal reward system (doesn't count a lot in an academic career compared to grants and papers),70%,Very Important,Seldom,Almost every time,Almost every time,Occasionally,"can't limit it to 3. the whole tidyverse, mlr, caret, deSolve, adpativetau ",,, 11/27/2017 21:06:47,30 -- 40,Male,South America,Master's,Bioinformatics,Ecology,"Software Engineer/Programmer, System Administrator",https://github.com/andrechalom/pse,Yes,80%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Important,Somewhat important,Very important,Somewhat important,,,Important,Very important,Every time,Occasionally,Every time,Occasionally,Almost every time,Almost every time,I consult the software specification and choose the next piece to implement.,Somewhat important,Important,Very important,Very important,Very important,Important,Important,Somewhat important,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,,20%,Important,Every time,Seldom,Every time,Occasionally,"sads, pse, bbmle",,,andrechalom@gmail.com 11/27/2017 21:09:08,30 -- 40,Male,North America,Doctorate's,Chemical and Biomolecular Engineering,Pharmacology,"Clinician, Industrial Research Scientist, Software Engineer/Programmer, System Administrator",https://github.com/billdenney/pknca,Yes,10%,One day ago,1 developer ( I work alone),Important,Important,Much more time,Much more time,More time,Very important,Important,Not at all important,Somewhat important,Very important,Important,Not important,Not at all important,Somewhat important,Important,Important,Almost every time,Seldom,Every time,Every time,Occasionally,Every time,I decide what I want to work on next,Very important,Not at all important,Very important,Not at all important,Very important,Very important,Somewhat important,Not at all important,Novice understanding,Vague understanding,Understand for the most part,No idea what it means,Expert-level understanding,Expert-level understanding,Expert-level understanding,Vague understanding,General time pressures (not enough time to do everything that I'd like to do); conflicting feature set requests; scope bloat (the goal to add features continuing to expand),60%,Very Important,Seldom,Almost every time,Seldom,Every time,tidyverse; PKNCA; rio,"Fortran, Shell Script",, 11/27/2017 21:27:01,18 -- 30,Male,Europe,Doctorate's,Biostatistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/denisagniel/tcgsaseq,Yes,40%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Very important,Not important,Important,,Very important,,,Very important,Very important,Occasionally,Occasionally,Every time,Occasionally,Every time,Every time,I decide what I want to work on next,,Important,Somewhat important,Important,Very important,Very important,Somewhat important,,No idea what it means,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,speed organization,70%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,Rcpp ggplot2,C/C++,, 11/27/2017 21:28:10,30 -- 40,Male,North America,Doctorate's,Zoology,speech acoustics,"Software Engineer/Programmer, Teacher",https://github.com/cran/dissUtils/tree/master/R,Yes,80%,One day ago,1 developer ( I work alone),Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Not important,Important,Not at all important,Somewhat important,Very important,Very important,Not at all important,Not at all important,Very important,Very important,Every time,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Important,Very important,Very important,Important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,"Poorly documented APIs, complicated package dependencies, cross-platform incompatibility",80%,Very Important,Occasionally,Occasionally,Occasionally,Almost every time,"lme4, ecodist, tuneR","Python, C/C++",, 11/27/2017 21:34:16,40 -- 50,Male,North America,Doctorate's,cognitive psychology,cognitive neruoscience,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/bbuchsbaum/neuroim,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,More time,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Important,Very important,Very important,Very important,Important,Expert-level understanding,Novice understanding,Expert-level understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,"finding like-minded, similarly skilled, colleagues to help",30%,Very Important,Seldom,Almost every time,Almost every time,Occasionally,"dplyr, neuroim,testthat","JavaScript, Scala","""neuroim"" is to be replaced by ""neuroim2"", which is in development and has more tests and code coverage.", 11/27/2017 21:35:22,18 -- 30,Male,North America,Bachelor's,Mathematics and Economics,finance,"Software Engineer/Programmer, quantitative analyst",https://r-forge.r-project.org/R/?group_id=790,Yes,70%,One day ago,5--10 developers,Very important,Very important,Less time,Same amount of time,Same amount of time,Very important,Not important,Somewhat important,Not at all important,Important,Somewhat important,,,,,Very important,Almost every time,Almost every time,Every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Very important,Important,Somewhat important,Somewhat important,Important,Not important,Not important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Vague understanding,"poor documentation, different coding styles, controlling scope",90%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,"ggplot2, reshape2, randomForest","Python, C#",, 11/27/2017 21:40:04,40 -- 50,Male,North America,Doctorate's,Computational Physics,Computational Finance,"Adacemic Researcher (professor, post-doc, etc), Industrial Research Scientist",https://cran.r-project.org/web/packages/PortfolioAnalytics/index.html,Yes,40%,One day ago,5--10 developers,Very important,Very important,Much more time,Much more time,More time,Very important,Very important,Important,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I consult with my colleagues.,Important,Very important,Important,Important,Very important,Very important,Important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,"data management, testing, implementing advanced methods",60%,Very Important,Seldom,Occasionally,Almost every time,Almost every time,"xts, blotter, PerformanceAnalytics","Python, C/C++, Java, C#","You asked about one package specifically,but my team and I maintain almost 20 packages that are on public repositories.",brian@braverock.com 11/27/2017 21:41:51,30 -- 40,Male,North America,Doctorate's,Statistics,"Data Science, Statistics, Business Analytics","Adacemic Researcher (professor, post-doc, etc)",https://github.com/bprice2652/gfmR,Yes,40%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,Same amount of time,Very important,Very important,Very important,Somewhat important,Not at all important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Occasionally,Every time,Every time,Every time,Every time,Almost every time,I decide what I want to work on next,Very important,Important,Important,Very important,Very important,Very important,Very important,Very important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"Scalability, Use Cases, System Verification",80%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,,"Python, C/C++, Matlab",, 11/27/2017 21:42:25,18 -- 30,Male,North America,Doctorate's,Cancer Research,cancer immunology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/pRF/index.html,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Almost every time,Seldom,Occasionally,Occasionally,I decide what I want to work on next,Very important,Important,Important,Somewhat important,Very important,Very important,Somewhat important,Not at all important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,No idea what it means,Understand for the most part,Understand for the most part,No idea what it means,,80%,Very Important,Occasionally,Every time,Almost every time,Almost every time,"dplyr,limma,caret",Shell Script,,ankur.chakravarthy.10@ucl.ac.uk 11/27/2017 21:46:18,40 -- 50,Male,Oceania,Doctorate's,Computer Science,Diagnoisng and Monitoring eye disease,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/turpinandrew/OPI,Yes,10%,One day ago,1 developer ( I work alone),Very important,Very important,More time,Same amount of time,Same amount of time,Important,Important,Not important,Not important,,Somewhat important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Occasionally,Every time,Occasionally,Seldom,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Very important,Important,Important,Important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Development happens in a hurry with little time for testing and verification.,20%,Very Important,Occasionally,Every time,Almost every time,Occasionally,parallel,"Python, C/C++, Java, JavaScript, Shell Script",, 11/27/2017 21:47:44,40 -- 50,Male,Oceania,Doctorate's,Science,Ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/green-striped-gecko?tab=repositories,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Not important,Somewhat important,Not important,Not important,Important,Very important,Important,Important,Important,Occasionally,Every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Not important,Not important,Somewhat important,Important,Important,Important,Important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,"run time (simulations can take a long time) parallelisation find the right degree of user friendlyness",30%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"knitr, dartR, adegenet","Python, C/C++, Perl, Matlab",, 11/27/2017 21:47:57,30 -- 40,Male,Oceania,Doctorate's,Statistics and Marine Science (50:50),Coastal marine water quality,"Adacemic Researcher (professor, post-doc, etc), Industrial Research Scientist, Software Engineer/Programmer, Teacher, Consultant",https://github.com/blasee/fetchR,Yes,10%,One week ago,2--5 developers,Very important,Very important,Much more time,Much more time,More time,Very important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Somewhat important,Very important,Every time,Every time,Every time,Almost every time,Occasionally,Almost every time,I consult the software specification and choose the next piece to implement.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Making sure the software is accessible to researchers who aren't familiar with R. Designing a user-friendly package / UI.,100%,Very Important,Seldom,Almost every time,Seldom,Every time,"tidyverse, clifro, fetchR",Shell Script,Just in case it's relevant to your study: I also created / authored / maintain the clifro R package (as well as fetchR). The relevant field only let me add in one link. I have also developed a shiny app for fetchR that is hosted online here: http://windfetch.cer.auckland.ac.nz/.,blake.seers@gmail.com 11/27/2017 21:49:53,30 -- 40,Male,Asia,Doctorate's,Bioinformatics,Computational approaches to dissect tumor-immune interaction,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,1 developer ( I work alone),Very important,Not important,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 11/27/2017 21:51:20,18 -- 30,Male,South America,Bachelor's,Mechatronic Engineering ,"Machine Vision, Embedded Systems","Engineer, Software Engineer/Programmer",https://github.com/SICSresearch/IRTpp,Yes,60%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Important,Not at all important,Not at all important,Very important,,,,,,Almost every time,Seldom,Almost every time,Occasionally,Almost every time,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Important,Important,Very important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,"Documentation, Explaining to others what the code does, Optimization",50%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"rcpp, LatentREGpp, mirt","C/C++, Java, Shell Script, Matlab, Octave",,caasuarezbo@unal.edu.co 11/27/2017 22:02:13,18 -- 30,Male,North America,Doctorate's,Marine Biology,Marine ecology / fisheries / oceanography,Graduate Student,https://github.com/brianstock/MixSIAR,Yes,50%,One day ago,2--5 developers,Very important,Important,More time,More time,Same amount of time,Very important,Very important,Important,Not at all important,Not at all important,Very important,Very important,,,,Very important,Seldom,Occasionally,Almost every time,Occasionally,Occasionally,Almost every time,I consult with my colleagues.,Important,Important,Very important,Very important,Important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,"Unclear best way to get credit in academia (e.g. publication); I feel very comfortable writing code for myself but only moderately so at the next level of writing code for others (e.g. unit testing, maintenance, management); Not enough time",50%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"MixSIAR, randomForest, mgcv","Shell Script, MATLAB",,b1stock@ucsd.edu 11/27/2017 22:07:52,30 -- 40,Male,North America,Doctorate's,Population Biology,Ecology & Environment,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/ropensci,Yes,30%,One day ago,2--5 developers,Very important,Very important,More time,More time,More time,Important,Important,Important,Important,Not at all important,Somewhat important,Important,Important,Important,Important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,fragile / breaking dependencies,30%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"dplyr, purrr, devtools","Python, C/C++, JavaScript",, 11/27/2017 22:11:38,40 -- 50,Male,North America,Doctorate's,statistics,statistical ecology,Government Research Scientist,https://github.com/rbchan/unmarked,Yes,10%,Three months ago,2--5 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Not at all important,Not important,Not at all important,Not at all important,Not important,Not important,Somewhat important,Important,Very important,Seldom,Occasionally,Every time,Every time,Occasionally,Almost every time,I decide what I want to work on next,Not at all important,Not at all important,Somewhat important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,No idea what it means,No idea what it means,Vague understanding,No idea what it means,Vague understanding,Vague understanding,No idea what it means,No idea what it means,,80%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"raster, gdistance, sp",none of those,, 11/27/2017 22:12:26,30 -- 40,Male,Oceania,Doctorate's,Statistics,queueing,Graduate Student,https://github.com/AnthonyEbert/queuecomputer,Yes,60%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,Much more time,More time,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Very important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Every time,Every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Not important,Very important,Very important,Important,Very important,Important,Somewhat important,Vague understanding,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Vague understanding,Understand for the most part,Vague understanding,,100%,Very Important,Occasionally,Every time,Almost every time,Every time,"dplyr, ggplot2, queuecomputer","Python, C/C++",,anthonyebert@gmail.com 11/27/2017 22:20:09,30 -- 40,Male,North America,Doctorate's,Bioinformatics,"Pharmacogenomics, Biomarker Discovery, Drug Repurposing, Deep learning","Adacemic Researcher (professor, post-doc, etc)",https://www.pmgenomics.ca/bhklab/software,Yes,30%,One month ago,2--5 developers,Very important,Very important,More time,Same amount of time,Same amount of time,Important,Somewhat important,Not important,Not important,Somewhat important,Important,Very important,Not important,Not important,Not important,Very important,Almost every time,Occasionally,Seldom,Almost every time,Every time,Every time,I consult the software specification and choose the next piece to implement.,Somewhat important,Important,Somewhat important,Somewhat important,Very important,Important,Not important,Somewhat important,Vague understanding,Novice understanding,Vague understanding,No idea what it means,Understand for the most part,Novice understanding,Expert-level understanding,Novice understanding,"Maintenance with evolving software dependencies, new frameworks replacing older ones",40%,Very Important,Seldom,Occasionally,Occasionally,Every time,"Biobase, PharmacoGx, Hmisc","Python, C/C++","Great survey, we need more funding for developing scientific software",benjamin.haibe.kains@utoronto.ca 11/27/2017 22:20:59,40 -- 50,Male,North America,Master's,M.A. Old Testament Studies,"Business Analytics, Software Development","Engineer, Software Engineer/Programmer, System Administrator",https://github.com/ezgraphs/rtrie,Yes,60%,One day ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Very important,Very important,Important,Important,Not at all important,Not at all important,Not at all important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Almost every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Very important,Not important,Understand for the most part,Expert-level understanding,Expert-level understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,,10%,Not important,Occasionally,Almost every time,Occasionally,Almost every time,"dplyr, ggplot2, shiny","Python, Java, Shell Script","I am atypical for an R developer. I am a Software Architect in the telecommunication industry for my day job. I also consult as a Data Analyst/Data Scientist and do R development and analysis. My undergraduate degree was in Music Therapy and my Masters was in Old Testament from a Seminary. I did a bit of Computer Science coursework and in an MSIS program but never completed any degrees. I did obtain a number of industry certifications over the years (Oracle, Java, IBM) and also have taken tech courses from statistics.com, Coursera and Edx. Giving this explanation because I probably don't fit the expected profile and it helps explain some of my answers.",ezgraphs@gmail.com 11/27/2017 22:23:31,18 -- 30,Male,South America,Master's,Economics,Public Finance,Government Research Scientist,https://github.com/Figuera/ElastH,Yes,20%,One week ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Important,Very important,Important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Almost every time,Almost every time,Occasionally,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Important,Somewhat important,Important,Important,Very important,Very important,Very important,Understand for the most part,Vague understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Documentation; Dependencies; Configuration,40%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,KFAS; tidyverse; testthat,"C/C++, Ruby",Valeu,apoema.asa@gmail.com 11/27/2017 22:26:08,40 -- 50,Male,Oceania,Doctorate's,Mathematics,Applied Statistics,Statistical consultant,https://cran.r-project.org/web/packages/PolyPatEx/index.html,Yes,80%,One day ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Occasionally,Seldom,Almost every time,I consult the software specification and choose the next piece to implement.,Very important,Very important,Important,Important,Important,Important,Important,Important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,,60%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"dplyr, ggplot2, asreml (linear mixed modelling software - commercial program, with an R interface package).",,, 11/27/2017 22:31:57,40 -- 50,Male,North America,Doctorate's,Fisheries,Marine Biology,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",,Yes,30%,Six months ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not important,Not important,Not important,Very important,Important,Almost every time,Seldom,Every time,Almost every time,Seldom,Almost every time,I decide what I want to work on next,Somewhat important,Not important,Important,Very important,Very important,Important,Not important,Not important,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Not understanding R well enough. Poor programming and math background. ,90%,Very Important,Seldom,Every time,Occasionally,Every time,I can't remember the names.,,, 11/27/2017 22:33:30,18 -- 30,Male,North America,Doctorate's,Psychology,Industrial-Organizational psychology -- More specifically my work could be describes as using statistical models for hiring the best employees,"Graduate Student, Industrial Research Scientist",https://github.com/allengoebl/iopsych,Yes,80%,One week ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Very important,Important,Not at all important,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Important,Very important,Almost every time,Every time,Every time,Almost every time,Occasionally,Occasionally,I try to work on substantive methological problems. Often solutions for these sorts of problems need to released as software in order for them to be accessible to other researchers and practioners,Somewhat important,Somewhat important,Somewhat important,Very important,Important,Somewhat important,Not important,Not important,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,(1) Publishing norms make it hard to get the same credit for writing a software package that you would for a publication. Software packages are often not cited by researchers using them. (2) Publishing norms make it hard to collaborate on software projects because people are concerned with how credit will be allocated. (3) Many scientists tend to write fairly small pieces of code meant for their personnel use and have trouble contributing maintainable code to a project.,20%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"dplyr, ggplot, psych ",JavaScript,"I work on a development team at a corporation in addition to writing software for academic research. In general it has been be experience that maintainability and architecture type issues are less important for scientific programming because scientific programs tend to be dense and modular. For example, an innovative statistical method might take a year to develop, but might represent less than 50 lines of R code. ",goebl005@umn.edu 11/27/2017 22:37:30,30 -- 40,Male,North America,Doctorate's,Ecology,Global Change Ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/cran/bossMaps,Yes,30%,One week ago,2--5 developers,Important,Somewhat important,Much more time,Much more time,Same amount of time,Very important,Important,Somewhat important,Important,Somewhat important,Somewhat important,Very important,Not important,Not important,Important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Very important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,60%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"dplyr, sf, spbayes","Python, Julia",, 11/27/2017 22:53:07,40 -- 50,Male,North America,Doctorate's,Atmospheric Science,climatology,Government Research Scientist,,Yes,10%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not important,Not important,Somewhat important,Important,Important,Important,Important,Important,Almost every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Somewhat important,Not important,Somewhat important,Not important,Somewhat important,Somewhat important,Somewhat important,Important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,,70%,Very Important,Almost every time,Every time,Every time,Every time,,"Python, Shell Script",, 11/27/2017 22:55:14,30 -- 40,Male,Europe,Doctorate's,political psychology,social psychology and psychometric,"Adacemic Researcher (professor, post-doc, etc), Teacher",,Yes,30%,One week ago,2--5 developers,Important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Not important,Not important,Important,Not important,Not important,Not important,Somewhat important,Important,Important,Occasionally,Occasionally,Seldom,Never,Seldom,Seldom,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,"software management, time",80%,Important,Occasionally,Occasionally,Occasionally,Almost every time,"pequod, lavaan, Rmarkdown","Java, JavaScript",,alberto.mirisola@gmail.com 11/27/2017 22:55:31,40 -- 50,Male,North America,Doctorate's,Biostatistics,Statistical genetics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/syounkin/RVsharing,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Important,Very important,Very important,Not important,Somewhat important,Very important,Very important,Very important,Important,Important,Very important,Almost every time,Occasionally,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Vague understanding,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,"Structuring complex software, computational inefficiency, undetected errors",50%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"RVsharing, VariantAnnotation, kinship2","C/C++, Perl",,Alexandre.bureau@msp.ulaval.ca 11/27/2017 23:04:01,18 -- 30,Male,North America,Master's,Information management ,Financial time series analysis,Software Engineer/Programmer,,Yes,30%,One day ago,2--5 developers,Important,Very important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Important,Not important,Not important,Important,,,,Important,Occasionally,Almost every time,Almost every time,Occasionally,Never,Occasionally,I consult with my colleagues.,Important,Somewhat important,Somewhat important,Important,Somewhat important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Inheriting legacy code from my predecessor who coded the majority of the package I know maintain,40%,Important,Seldom,Seldom,Occasionally,Almost every time,,"Shell Script, SAS",,Brian.salzer@gmail.com 11/27/2017 23:55:14,18 -- 30,Male,Oceania,Doctorate's,Conservation and Ecology,Ecosystem risk assessment,Graduate Student,https://github.com/red-list-ecosystem/redlistr,Yes,20%,One week ago,2--5 developers,Important,Very important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Every time,Almost every time,Occasionally,Almost every time,Every time,I decide what I want to work on next,Important,Important,Important,Very important,Very important,Very important,Somewhat important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,,50%,Very Important,Occasionally,Occasionally,Almost every time,Never,"raster, sp, tidyverse",Python,"Thanks for doing this research! It will be great to find out more about how others work on developing software, since I usually work alone in this (sometimes with my supervisor).",calvinkflee@gmail.com 11/27/2017 23:58:10,40 -- 50,Male,North America,Doctorate's,Forest Ecology and Management,Forest ecology,Government Research Scientist,http://github.com/bpbond/luxlogr,Yes,20%,One day ago,2--5 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Somewhat important,Somewhat important,Important,Not important,Very important,Very important,Somewhat important,Not important,Somewhat important,Somewhat important,Important,Almost every time,Almost every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Somewhat important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Reproducibility; clarity; performance,50%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,dplyr; ggplot2; ncdf4,"C/C++, Shell Script",, 11/28/2017 0:07:26,50 -- 60,Male,Oceania,Doctorate's,Statistics,Spatial statistics,"Adacemic Researcher (professor, post-doc, etc)",http://github.com/spatstat/spatstat.html,Yes,30%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Very important,Very important,Almost every time,Every time,Every time,Every time,Almost every time,,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Important,Very important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,(1) Time pressure to fix bugs in popular code. (2) Time pressure and substantial effort required to comply with new demands from software repositories like CRAN. (3) Plagiarism of online help files.,20%,Very Important,Occasionally,Every time,Occasionally,Occasionally,"spatstat, Matrix, mgcv","C/C++, Shell Script","(1) The questions about software engineering did not really touch on the main issue for me, which is how to ensure that the software is 'correct' with regard to mathematical calculation and statistical methodology. (2) As a researcher in statistics, one of my main research outputs is software which implements new methodologies that I develop. I have written over 200,000 lines of code. However, in Australia, the research funding agencies do not allow funding to be used for software development. Consequently, all my software development must be justified by its role in supporting a research publication (and the journals increasingly demand that software be supplied with the paper). There is immense pressure to do no more than is necessary for a 'proof of concept' software, but I have found that the most interesting and challenging research problems only emerge when the software is developed to full maturity. Journals which publish descriptions of software, such as the Journal of Statistical Software, have been very important in justifying my activity.",adrian.baddeley@curtin.edu.au 11/28/2017 0:10:36,30 -- 40,Male,Europe,Doctorate's,Biology,Ecosystem Modelling,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/multirich/index.html,Yes,50%,One day ago,1 developer ( I work alone),Very important,Very important,More time,More time,More time,Very important,Not important,Not important,Not important,Not at all important,Not important,Important,,,,Very important,Occasionally,Every time,Every time,Every time,Almost every time,Every time,I decide what I want to work on next,Important,Very important,Very important,Very important,Important,Important,Important,Important,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"1. ArcGIS does not provide access to all versions of the software for testing purposes (I don't develop exclusively in R), 2. non-backwards compatibility in software (again, this is about ArcGIS, not R), 3. figuring out the balance between figuring out if something has already been done and doing it myself.",20%,Very Important,Seldom,Occasionally,Almost every time,Every time,"1. Matrix 2. & 3. Difficult to answer, because so many have so many dependencies that I don't use directly, but are used across many packages",Python,"Currently living in US, working at state government in GIS", 11/28/2017 0:37:56,18 -- 30,Female,Asia,Master's,Statistics,Statistics,Graduate Student,,Yes,70%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,Much more time,More time,Very important,Very important,Important,Somewhat important,Somewhat important,Important,Very important,,,,,Almost every time,Every time,Every time,Almost every time,Occasionally,Almost every time,I consult the software specification and choose the next piece to implement.,Important,Important,Very important,Very important,Important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,,90%,Very Important,Seldom,Every time,Almost every time,Almost every time,,"Python, C/C++, Fortran",, 11/28/2017 0:45:43,50 -- 60,Female,North America,Master's,Biology,Chronobiology: identifying periodicities in biological data ,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://cran.r-project.org/web/packages/CATkit/index.html,Yes,60%,One day ago,1 developer ( I work alone),Very important,Very important,More time,More time,Same amount of time,Very important,Not important,Important,Not at all important,Important,Very important,Somewhat important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Important,Important,Important,Very important,Somewhat important,Somewhat important,Somewhat important,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Getting people to try new software or new processes for analysis,20%,Very Important,Seldom,Occasionally,Almost every time,Every time,"rtf, season, stats,","C#, JavaScript, SQL, Visual Basic, ",, 11/28/2017 0:46:15,18 -- 30,Male,Asia,Doctorate's,Statistics,Statistical machine learning,Graduate Student,,Yes,10%,One day ago,1 developer ( I work alone),Important,Important,Much more time,Much more time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Very important,Somewhat important,Very important,Very important,Very important,Very important,Occasionally,Every time,Every time,Almost every time,Almost every time,Occasionally,I decide what I want to work on next,Very important,Somewhat important,Important,Important,Important,Very important,Somewhat important,Somewhat important,Understand for the most part,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,No idea what it means,No idea what it means,debug,10%,Important,Seldom,Every time,Seldom,Almost every time,"LiblineaR, ggplot2, Rcpp","Python, C/C++","Great job, hopefully it can attach importance to statistical software.",bendaimath@gmail.com 11/28/2017 0:47:05,30 -- 40,Male,North America,Doctorate's,Economics,Health Economics,"Adacemic Researcher (professor, post-doc, etc), Clinician",https://github.com/gsk3/taRifx,Yes,10%,One day ago,1 developer ( I work alone),Important,Not important,Much more time,Much more time,Much more time,Very important,Not important,Not at all important,Not at all important,Very important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Very important,Very important,Very important,Very important,Very important,Important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,,20%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,,"Python, C/C++",,abfriedman@gmail.com 11/28/2017 1:12:54,18 -- 30,Male,North America,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,1 developer ( I work alone),Important,Important,Much more time,Much more time,More time,Important,Important,Somewhat important,Important,Not at all important,Not at all important,Important,Important,,,,Almost every time,Occasionally,Almost every time,Seldom,Seldom,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,,,,,,,,,,,,,,,,,,,,,,,,,"Python, C#",, 11/28/2017 1:14:00,over 60,Male,North America,Doctorate's,biostatistics,data science,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, Teacher",https://github.com/byandell/qtlhot,Yes,50%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,More time,Very important,Very important,Not important,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Very important,Somewhat important,Almost every time,Every time,Seldom,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Important,Somewhat important,Vague understanding,Vague understanding,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,handling dynamic distributed data; web deployment; scaling up to map/reduce,70%,Very Important,Seldom,Almost every time,Seldom,Occasionally,"dplyr, ggplot2, qtl2","C/C++, Shell Script","fun to be in the ""flow""; like sharing challenges with colleagues",brian.yandell@wisc.edu 11/28/2017 1:56:30,30 -- 40,Male,Asia,Doctorate's,Bioinformatic,Protein Protein Interaction prediction,"Adacemic Researcher (professor, post-doc, etc)",,Yes,80%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,,,Very important,Important,Important,Important,Somewhat important,Important,Very important,Not important,Not important,Not important,Very important,Every time,Every time,Every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Very important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,80%,Very Important,,,,,"ggplot, xml, devtools","Python, C/C++, Java, C#, JavaScript",,khorsand@yahoo.com 11/28/2017 2:29:02,30 -- 40,Female,Europe,Doctorate's,Statistics,Statistics for cancer research,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,Three months ago,1 developer ( I work alone),Important,Somewhat important,Much more time,Same amount of time,Less time,Important,Very important,Not at all important,Not at all important,Somewhat important,Somewhat important,Somewhat important,,,Important,Very important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Very important,Very important,Important,Important,Important,Somewhat important,Not important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Vert fast version changes of softwares m'y sort dépends on,60%,Very Important,Almost every time,Almost every time,Almost every time,Seldom,Limma survival ggplot2,"C/C++, Java, Shell Script",,alice.cleynen@umontpellier.fr 11/28/2017 2:47:04,30 -- 40,Female,Europe,Doctorate's,Statistics,Applied Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,2--5 developers,Very important,Important,More time,Same amount of time,Same amount of time,Very important,Very important,Important,Not at all important,Not at all important,Somewhat important,Very important,Important,Important,Important,Important,Every time,Every time,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Somewhat important,Important,Very important,Somewhat important,Very important,Somewhat important,Not important,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,software design,30%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,,,, 11/28/2017 3:04:08,18 -- 30,Male,Europe,Master's,Political Science,Strategic Voting,Graduate Student,https://github.com/benjaminschlegel/glm.predict,Yes,10%,One day ago,1 developer ( I work alone),Important,Important,More time,More time,Same amount of time,Very important,Not important,Important,Not at all important,Somewhat important,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Occasionally,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Important,Very important,Important,Not important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,"Thinking about how to write correct code, finding a bug if something doesn't work how I expected, finding out why CRAN check gives an error when the normal didn't",50%,Very Important,Occasionally,Almost every time,Seldom,Occasionally,"data.table, ggplot2, haven","JavaScript, PHP",,kontakt@benjaminschlegel.ch 11/28/2017 3:06:13,18 -- 30,Male,Europe,Master's,Psychology,Emotions and mood; Psychometrics,Graduate Student,https://github.com/amutak/cosinor2,Yes,10%,Three months ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Somewhat important,Important,Very important,Not at all important,Very important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Every time,Every time,Almost every time,Occasionally,I decide what I want to work on next,Very important,Important,Very important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,Vague understanding,Vague understanding,"Incompatibility of certain functions, lack of quality debugging modules and bad instructions for documenting software",60%,Very Important,Seldom,Almost every time,Never,Almost every time,"lavaan, mirt, psych",,"The question about the percentage of time spent on developing software can be broken down in time periods. I usually develop software during summer, when I have no other obligations. I do very little software development during the rest of the year.",mutak94@gmail.com 11/28/2017 3:06:13,18 -- 30,Male,Europe,Master's,Psychology,Emotions and mood; Psychometrics,Graduate Student,https://github.com/amutak/cosinor2,Yes,10%,Three months ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Somewhat important,Important,Very important,Not at all important,Very important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Every time,Every time,Almost every time,Occasionally,I decide what I want to work on next,Very important,Important,Very important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,Vague understanding,Vague understanding,"Incompatibility of certain functions, lack of quality debugging modules and bad instructions for documenting software",60%,Very Important,Seldom,Almost every time,Never,Almost every time,"lavaan, mirt, psych",,"The question about the percentage of time spent on developing software can be broken down in time periods. I usually develop software during summer, when I have no other obligations. I do very little software development during the rest of the year.",mutak94@gmail.com 11/28/2017 3:14:21,30 -- 40,Male,Europe,Doctorate's,Mathematical Models and Methods of Forecasting Nonstationary Systems,"computational chemistry, mass spectrometry","Industrial Research Scientist, Software Engineer/Programmer",http://aparamon.msk.ru/svn/study/R-packages/mar1s/,Yes,80%,One day ago,5--10 developers,Very important,Somewhat important,More time,Same amount of time,,Very important,Important,Somewhat important,Somewhat important,Important,Important,Very important,Somewhat important,Very important,Important,Important,Almost every time,Every time,Almost every time,Almost every time,Occasionally,Occasionally,My supervisor tells me what to do.,Somewhat important,Not important,Important,Somewhat important,Very important,Important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,"Building on Windows, proprietary data formats, low performance",30%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"cmrutils, h5, rgl",Python,,paramon@acdlabs.ru 11/28/2017 3:14:43,40 -- 50,Male,Europe,Doctorate's,Mathematics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One week ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,More time,Very important,Not important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Important,Very important,Very important,Very important,Seldom,Occasionally,Almost every time,Almost every time,Occasionally,Seldom,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Novice understanding,Vague understanding,Understand for the most part,Vague understanding,Understand for the most part,Novice understanding,Novice understanding,No idea what it means,Lack of time,50%,Very Important,Seldom,Every time,Almost every time,Almost every time,"GWRM, nloptr, OptimalCutpoints",,, 11/28/2017 3:22:10,18 -- 30,Male,Europe,Master's,Applied Statistics,Pharmaceutical industry,"Graduate Student, Software Engineer/Programmer",https://github.com/toni-1991/Delta,Yes,100%,One day ago,1 developer ( I work alone),Not at all important,Important,Much more time,More time,Same amount of time,Very important,Important,Important,Important,Somewhat important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Every time,Every time,Seldom,Never,Never,My supervisor tells me what to do.,Very important,Important,Important,Very important,Important,Very important,Important,Important,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,No idea what it means,,80%,Very Important,Never,Seldom,Occasionally,Almost every time,,SAS,"I work as Statistical programmer using SAS. I produce code for output generations and database construction for a medication approval, but normaly I do not develoup code for my own use",toni.1991@hotmail.com 11/28/2017 3:34:40,50 -- 60,Male,Europe,Doctorate's,statistics,statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/WikipediaR/index.html ,Yes,10%,One week ago,1 developer ( I work alone),Important,Important,Much more time,Much more time,More time,Very important,Very important,Somewhat important,Not important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Occasionally,Every time,Almost every time,Every time,Every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,,,,,,,,,,,,,,,,,,, 11/28/2017 3:42:19,30 -- 40,Male,Europe,Doctorate's,Statistics ,Statistics ,Statistician ,,Yes,40%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Seldom,Seldom,Almost every time,Occasionally,Almost every time,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Important,Important,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Creating make file ,30%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"BDgraph, igraph, Matrix",C/C++,,A.mohammadi@uva.nl 11/28/2017 3:45:21,30 -- 40,Male,Europe,Doctorate's,Computer science,Machine learning,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/CMF/index.html,Yes,10%,One week ago,2--5 developers,Very important,Somewhat important,More time,Same amount of time,Same amount of time,Important,Important,Important,Not at all important,Important,Important,Somewhat important,Not at all important,Important,Very important,Important,Occasionally,Seldom,Occasionally,Seldom,Occasionally,Almost every time,I decide what I want to work on next,Not important,Not at all important,Somewhat important,Not important,Important,Somewhat important,Not at all important,Important,Vague understanding,Novice understanding,Understand for the most part,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,"Motivation, time allocation",20%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,,Python,, 11/28/2017 3:46:06,30 -- 40,Male,Europe,Doctorate's,Economics / stats,Information engineering,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, System Administrator, Teacher",,Yes,30%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,Much more time,Very important,Important,Somewhat important,Somewhat important,Very important,Somewhat important,Very important,Not at all important,Not important,Very important,Very important,Almost every time,Almost every time,Occasionally,Almost every time,Almost every time,Every time,Scrum like,Important,Important,Very important,Very important,Very important,Important,Very important,Very important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,"Legacy code, communication, software development attitude of peers",30%,Very Important,Seldom,Occasionally,Almost every time,Almost every time,"Data.table, timeseriesdb, mass","Python, C/C++, JavaScript, Go, Fortran, Shell Script","Great survey and topic, URL field didn't work properly tho",Bannert@kof.ethz.ch 11/28/2017 3:46:14,30 -- 40,Female,Europe,Doctorate's,Bioinformatics,B cells,"Adacemic Researcher (professor, post-doc, etc)",,Yes,50%,One day ago,1 developer ( I work alone),Very important,Very important,Much less time,Less time,Same amount of time,Important,Important,Somewhat important,Not at all important,Not important,Important,Important,Not at all important,Not at all important,Important,Important,Seldom,Seldom,Almost every time,Almost every time,Seldom,Seldom,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Important,Important,Somewhat important,Not important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"Different operating systems, not enough power, make software understandable",80%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,"Biostrings, ShortRead, foreach",Python,,bettina.budeus@uni-due.de 11/28/2017 3:48:08,over 60,Male,Europe,Doctorate's,electrochemistry,many different,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,1 developer ( I work alone),Important,Important,,,,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Not important,Important,Important,Important,Somewhat important,Somewhat important,Almost every time,Almost every time,Almost every time,Occasionally,Seldom,Almost every time,I decide what I want to work on next,Not important,Somewhat important,Very important,Important,Important,Important,Somewhat important,Not important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,"Finding a suitable program structure and data structure, refactoring, optimizing",10%,Important,Almost every time,Almost every time,Occasionally,Occasionally,,"C/C++, Shell Script",, 11/28/2017 3:49:35,18 -- 30,Male,Asia,Bachelor's,Mechanical Engineering,Manufacturing Technology,"Engineer, Industrial Research Scientist, Manager/Supervisor, Software Engineer/Programmer, System Administrator",https://github.com/alexsanjoseph/compareDF,Yes,90%,One day ago,5--10 developers,Very important,Important,More time,More time,More time,Very important,Important,Somewhat important,Somewhat important,Important,Somewhat important,,Somewhat important,,Very important,Very important,Almost every time,Every time,Every time,Every time,Almost every time,Seldom,I consult the software specification and choose the next piece to implement.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,"Lack of documentation, Lack of access to data, Absence of data when it exits",10%,Somewhat important,Occasionally,Seldom,Almost every time,Every time,"tidyverse,compareDf,timelinerR","Python, JavaScript, Shell Script","Looks interesting, would like to know how the research went",alexsanjoseph@gmail.com 11/28/2017 3:50:42,30 -- 40,Male,Europe,Doctorate's,statistics,statistics,Industrial Research Scientist,https://github.com/google/CausalImpact,Yes,30%,One day ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Somewhat important,Important,Somewhat important,Very important,Important,Very important,Not important,Somewhat important,Somewhat important,Important,Almost every time,Almost every time,Every time,Almost every time,Seldom,Occasionally,I consult with my colleagues.,Very important,Somewhat important,Important,Not important,Very important,Important,Somewhat important,Important,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,Expert-level understanding,Understand for the most part,Novice understanding,Vague understanding,"Boilerplate code: even in statistical software, the vast majority is for checks and data preparation; this speeds down development.",30%,Very Important,Occasionally,Occasionally,Almost every time,Every time,"dplyr, ggplot, bsts",C/C++,,alhauser@google.com 11/28/2017 4:02:56,40 -- 50,Male,Europe,Doctorate's,Sociology,"Research methodology, Qualitative Comparative Analysis","Adacemic Researcher (professor, post-doc, etc)",https://github.com/dusadrian/venn,Yes,60%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Important,Somewhat important,Somewhat important,Not important,Somewhat important,Important,Very important,Occasionally,Every time,Every time,Every time,Almost every time,Every time,I decide what I want to work on next,Not important,Somewhat important,Important,Very important,Very important,Important,Somewhat important,Not important,Vague understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Vague understanding,"1. Adding a graphical user interface (e.g. package QCA), 2. Bug fixing, 3. Developing new functionality without breaking the old code (thus keep it backwards compatible)",60%,Very Important,Occasionally,Almost every time,Occasionally,Every time,"QCA, venn, SetMethods","C/C++, JavaScript","Nice quiz, I have received it for the venn package but my main R contribution (and the one that I use most in my research field), is called QCA.",dusa.adrian@unibuc.ro 11/28/2017 4:04:57,18 -- 30,Male,Asia,Master's,Economics,Ecommerce,Consultant,https://github.com/rsquaredacademy/olsrr,Yes,40%,One week ago,1 developer ( I work alone),Very important,Important,Much more time,More time,More time,Important,Very important,Somewhat important,Somewhat important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Very important,Very important,Very important,Very important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,1. I am not a researcher and as such do not have access to research journals/papers and important books for gaining theoretical understanding of techniques/concepts 2. Structuring the documentations and tutorials 3. Testing my code,40%,Very Important,Occasionally,Every time,Seldom,Every time,"dplyr, ggplot2 and rmarkdown","Python, C/C++",,hebbali.aravind@gmail.com 11/28/2017 4:05:25,18 -- 30,Male,Europe,Doctorate's,Drivers of fungal community composition in Corsican forests: role of perturbations and vegetation composition,Ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/adrientaudiere/cati,Yes,10%,Three months ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,More time,Very important,Important,Important,Somewhat important,Somewhat important,Not important,Not important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Almost every time,Almost every time,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Very important,Somewhat important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,"Rewriting dirty code, Write good examples and helps",10%,Very Important,Seldom,Every time,Almost every time,Occasionally,"ggplot2, phyloseq, vegan",,,adrien.taudiere@zaclys.net 11/28/2017 4:05:58,18 -- 30,Female,Europe,Master's,statistics,psychometrics,Graduate Student,https://github.com/drabinova/difNLR,Yes,30%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not important,Not at all important,Not important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Every time,I fix the next high-priority bug assigned to me.,Important,Important,Important,Important,Important,Very important,Not important,Not important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,30%,Very Important,Almost every time,Almost every time,Seldom,Occasionally,"ggplot2, shiny, stats",,,adela.drabinova@gmail.com 11/28/2017 4:06:36,40 -- 50,Male,Europe,Doctorate's,Plant Ecology,statistical ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/biometry/bipartite,Yes,10%,One month ago,1 developer ( I work alone),Somewhat important,Not important,Much more time,More time,More time,Very important,Important,Not at all important,Not at all important,Not important,Not at all important,Somewhat important,Not important,Not important,Important,Very important,Occasionally,Occasionally,Never,Seldom,Seldom,Never,I decide what I want to work on next,Not important,Not important,Very important,Important,Important,Important,Important,Not important,No idea what it means,No idea what it means,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,demonstrating meaningfulness (or lack of) for new/existing functionality,50%,Very Important,Occasionally,Seldom,Occasionally,Occasionally,"randomForest/ranger, bipartite, spdep",C/C++,,carsten.dormann@biom.uni-freiburg.de 11/28/2017 4:13:28,30 -- 40,Female,Europe,Doctorate's,Epistemic Game Theory,Bioinformatics,"Adacemic Researcher (professor, post-doc, etc)",https://CRAN.R-project.org/package=EpistemicGameTheory,Yes,50%,One day ago,2--5 developers,Very important,Important,Much less time,Less time,Same amount of time,Very important,Important,Important,Important,Important,Important,Important,Very important,Very important,Important,Important,Every time,Almost every time,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Planning and designing the algorithm,40%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"EpistemicGameTheory, lpSolve, Seqinr","Python, Java",, 11/28/2017 4:18:59,18 -- 30,Male,Europe,Doctorate's,Environmental Engineering,"River restoration, river ecology",,,Yes,10%,One month ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Not important,Somewhat important,Important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Seldom,Never,Almost every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Somewhat important,Very important,Very important,Very important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,,70%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,,"C#, Fortran",, 11/28/2017 4:25:47,40 -- 50,Male,Europe,Master's,MBA,"Data science, R programming",Software Engineer/Programmer,https://github.com/andrie/surveydata,Yes,70%,One day ago,1 developer ( I work alone),Somewhat important,Important,,,,Very important,Important,Somewhat important,Important,Important,Important,Somewhat important,Not important,Somewhat important,Very important,Very important,Almost every time,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,"The constantly changing landscape of technologies you need to understand, just to remain current in today world of computer science. Technology is moving so fast, I spend a lot of time learning new things, only to feel that I'm still falling behind. For example Hadoop (mapreduce to spark), deep learning (tensorflow and keras).",10%,,Almost every time,Almost every time,Occasionally,Almost every time,Just three? Impossible to answer. Tidyverse. Shiny. Keras.,Python,Good luck.,apdevries@gmail.com 11/28/2017 4:29:33,18 -- 30,Male,Europe,Doctorate's,Ecology,Theoretical Ecology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,40%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not important,Not important,Somewhat important,Very important,Not at all important,Not important,Very important,Very important,Almost every time,Almost every time,Every time,Occasionally,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Important,Important,Somewhat important,Important,Not important,Not at all important,Not important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,No idea what it means,No idea what it means,Moving between R and C code,70%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"lme4, rEDM, nlme","C/C++, Shell Script",, 11/28/2017 4:32:39,30 -- 40,Male,Europe,Doctorate's,Psychology,Psychology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/AngelosPsy/condir,Yes,50%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Less time,More time,More time,Very important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Very important,Very important,Almost every time,Every time,Almost every time,Almost every time,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Very important,Very important,Very important,Very important,Very important,Important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"Making the software cross-platform ready, Slow processors, Dependencies",60%,Very Important,Occasionally,Occasionally,Occasionally,Almost every time,"dplyr, foreign, BayesFactor","Python, Presentation (neurobs.com)",Nice study. I look forward to the results.,amkrypotos@gmail.com 11/28/2017 4:34:10,40 -- 50,Male,Europe,Doctorate's,"Computer Science, Steganography",Steganography,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Important,Not important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Occasionally,Almost every time,Every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Important,Somewhat important,Very important,Important,Important,Not important,Not important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,"No time for it, almost",50%,Important,Seldom,Almost every time,Every time,Occasionally,"base, e1071, swb","Python, C/C++, Lua, Shell Script, sed",interesting,andreas.westfeld@htw-dresden.de 11/28/2017 4:46:05,30 -- 40,Male,Europe,Doctorate's,Cognitive science,Acoustics,Graduate Student,https://github.com/tatters/soundgen,Yes,40%,One day ago,1 developer ( I work alone),Important,Not important,More time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Never,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Very important,Somewhat important,Important,Important,Important,Important,Somewhat important,Not important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"Debugging, documenting",40%,Important,Occasionally,Every time,Occasionally,Every time,"brms, ggplot2, lme4","Python, JavaScript",, 11/28/2017 4:50:33,40 -- 50,Male,Europe,Doctorate's,Predicting label rankings,machine learning,Industrial Research Scientist,https://cran.r-project.org/web/packages/labelrank/index.html ,Yes,70%,More than one year ago,1 developer ( I work alone),Very important,Somewhat important,Less time,Same amount of time,More time,Important,Important,Important,Not important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,Almost every time,My supervisor tells me what to do.,Somewhat important,Not important,Important,Important,Important,Somewhat important,Important,Somewhat important,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Understand for the most part,Vague understanding,timing,70%,Important,Occasionally,Almost every time,Seldom,Seldom,"data.table, ggplot2, caret",Python,,aiguzhinov@mac.com 11/28/2017 4:56:06,30 -- 40,Female,Europe,Doctorate's,Biostatistics,"Clinico-genomic model, genomic data, reduction dimension, pharmacometrics","Adacemic Researcher (professor, post-doc, etc), Teacher",,Yes,50%,One month ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Important,Not important,Somewhat important,Somewhat important,Important,Important,Important,Somewhat important,Somewhat important,Important,Somewhat important,Almost every time,Almost every time,Every time,Almost every time,Every time,Every time,I fix the next high-priority bug assigned to me.,Very important,Somewhat important,Important,Very important,Very important,Very important,Very important,Somewhat important,Understand for the most part,Understand for the most part,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,the time to develop it and to check it,40%,Important,Almost every time,Almost every time,Occasionally,Every time,"nlme, nls, lme",Python,,caroline.bazzoli@univ-grenoble-alpes.fr 11/28/2017 5:15:38,30 -- 40,Male,Europe,Doctorate's,Molecular Biology,Human Microbiome,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",,Yes,20%,Three months ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,Much more time,Much more time,Important,Somewhat important,Not at all important,Important,Not at all important,Not at all important,Somewhat important,Important,Important,Very important,Very important,Almost every time,Every time,Almost every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Important,Very important,Very important,Very important,Somewhat important,Important,Very important,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Adaptation to standards,20%,Very Important,Seldom,Almost every time,Every time,Every time,"vegan, ggplot2, phyloseq","Python, Shell Script",, 11/28/2017 5:15:42,40 -- 50,Male,Europe,Doctorate's,Determine the complexities of some bases with the help of lines' arrangements.,Mathematics,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/cran/Pstat,No,0%,One month ago,1 developer ( I work alone),Somewhat important,Not important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Not important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Occasionally,Occasionally,Almost every time,Almost every time,Seldom,Occasionally,I consult with my colleagues.,Important,Somewhat important,Very important,Very important,Very important,Very important,Important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,30%,Somewhat important,Occasionally,Occasionally,Seldom,Occasionally,,Python,, 11/28/2017 5:16:32,18 -- 30,Male,Europe,Master's,Mechanical engineer,Food microbiology,Graduate Student,,Yes,50%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,Much more time,More time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Every time,Occasionally,Every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Novice understanding,"Code documentation, updates of external R packages, uploading work to CRAN/shinyapps",80%,Very Important,Seldom,Almost every time,Every time,Almost every time,"bioinactivation, tidyverse, FME","Python, Matlab",,garre.alberto@gmail.com 11/28/2017 5:17:22,50 -- 60,Male,Europe,Doctorate's,ecology,ecology,Government Research Scientist,https://cran.r-project.org/web/packages/rkt/index.htm,Yes,10%,One week ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Not important,Important,Very important,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Almost every time,Every time,Every time,Every time,Every time,Every time,I follow research need,Not important,Not important,Very important,Very important,Very important,Very important,Not important,Not at all important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Novice understanding,"finding bugs, preparing iphone apps for itunes, tuird party software not well docuemnted",10%,Somewhat important,Seldom,Every time,Almost every time,Almost every time,rkt vegan rijoia,"C#, Fortran",,a.marchetto@ise.cnr.it 11/28/2017 5:17:34,18 -- 30,Male,Europe,Doctorate's,Economics,Global Value Chains (International Trade),"Adacemic Researcher (professor, post-doc, etc), UN",https://github.com/bquast/wiod,Yes,10%,One month ago,2--5 developers,Very important,Very important,,More time,More time,Very important,Somewhat important,Not at all important,Not at all important,Somewhat important,Not important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Seldom,Occasionally,Occasionally,Seldom,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,,,,Important,Important,,Very important,,,,,,,,,,,10%,Very Important,Almost every time,Occasionally,Seldom,Every time,"decompr, wiod, rnn","Python, JavaScript, Rust, Shell Script","wiod belongs to the decompr packag, my biggest package is rnn (Recurrent Neural Networks)",bquast@gmail.com 11/28/2017 5:21:05,18 -- 30,Female,Europe,Doctorate's,Nature conservation,Effects of climate change on biodiversity,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/NEff/index.html,Yes,40%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Very important,Every time,Occasionally,Almost every time,Every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Somewhat important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,Novice understanding,Literature review on what is already there,50%,Very Important,Occasionally,Almost every time,Every time,Every time,"lme4, ggplot2, raster (and related)","Python, C/C++, JavaScript",,annegret.grimm@ufz.de 11/28/2017 5:28:19,30 -- 40,Male,Europe,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://r-forge.r-project.org/projects/blockmodeling/,Yes,10%,One month ago,1 developer ( I work alone),Important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Important,Not important,Not at all important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Very important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Seldom,Seldom,I decide what I want to work on next,Not at all important,Not at all important,Important,Important,Important,Somewhat important,Not important,Not at all important,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,"Lack of time, lack of comments/documnetation in old code, insufficient knowladge of programming ",30%,Very Important,Occasionally,Almost every time,Seldom,Almost every time,"blockmodeling, foreach, mixer","C/C++, Fortran",,aleszib@gmail.com 11/28/2017 5:40:05,30 -- 40,Male,Europe,Doctorate's,Evolutionary Genetics,Evolutionary Genetics,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",,Yes,20%,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Somewhat important,Somewhat important,Not important,Somewhat important,Not important,Very important,Important,Somewhat important,Seldom,Occasionally,Almost every time,Seldom,Occasionally,Seldom,I decide what I want to work on next,Not important,Somewhat important,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Not at all important,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,No idea what it means,No idea what it means,"* The programming language is never perfect, and one has to make compromise (development time vs performance). * Profiling/optimizing code that is not running fast enough (pure engineering issue) * Not enough time for robust programming (most of the code is one-shot and may not be reused). ",40%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"parallel, compiler","C/C++, Shell Script",,a.lerouzic@gmail.com 11/28/2017 5:41:29,40 -- 50,Male,Europe,Doctorate's,educational science,educational measurement,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One day ago,2--5 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Important,,,,,,,,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Not important,Not important,Somewhat important,Important,Important,Important,Somewhat important,Somewhat important,,,,,,,,,,30%,Important,Seldom,Almost every time,Almost every time,Almost every time,,C/C++,, 11/28/2017 5:43:55,30 -- 40,Male,Europe,Doctorate's,Ecology,Biogeography,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/Farewe/virtualspecies,Yes,10%,One month ago,1 developer ( I work alone),Somewhat important,Important,Much more time,More time,Same amount of time,Very important,Not important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Very important,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Very important,Important,Somewhat important,Very important,Important,Important,Not important,Not important,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,1. Developing scientific software is not recognized as a scientific achievement in my institution; 2. Lack of time that I can dedicate to developing scientific software; 3. The fact that other software that are less robust in terms of methodology may be more famous.,40%,Very Important,Never,Every time,Every time,Every time,raster biomod2 ggplot2,,,leroy.boris@gmail.com 11/28/2017 5:42:34,40 -- 50,Male,Europe,Doctorate's,Statistics,Applied and methodological statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/,Yes,10%,One week ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Important,Very important,Not at all important,Not important,Somewhat important,Somewhat important,Not important,Not important,Not important,Important,Very important,Seldom,Occasionally,Every time,Seldom,Seldom,Almost every time,I decide what I want to work on next,Important,Not important,Very important,Important,Important,Important,Somewhat important,Not important,No idea what it means,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,,10%,Very Important,Seldom,Almost every time,Occasionally,Every time,"lme4, lsmeans, nlme",C/C++,, 11/28/2017 5:45:32,30 -- 40,Male,Europe,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One year ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Not important,Somewhat important,Important,Important,Important,Important,Important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Not important,Somewhat important,Somewhat important,Somewhat important,Not important,Not important,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Understand for the most part,No idea what it means,No idea what it means,Bugs in available software.,10%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,"copula, VineCopula, HAC",C/C++,, 11/28/2017 5:53:58,40 -- 50,Male,Europe,Master's,Computer Science,computer vision,Software Engineer/Programmer,https://github.com/andy-bosyi/fasteraster,Yes,80%,One day ago,5--10 developers,Very important,Not important,Much more time,More time,Same amount of time,Important,Somewhat important,Very important,Important,Not important,Not important,Not important,Somewhat important,Important,Important,Somewhat important,Almost every time,Occasionally,Every time,Occasionally,Occasionally,Almost every time,I consult with my colleagues.,Important,Very important,Somewhat important,Somewhat important,Somewhat important,Important,Very important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,"communication, risk management, no product owner",30%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"rcpp, rpl, fasteraster","Python, C/C++, Shell Script",,andy@bosyi.com 11/28/2017 5:58:25,30 -- 40,Male,Europe,Doctorate's,Biology,Evolutionary genetics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/anpefi/msap,Yes,50%,One week ago,1 developer ( I work alone),Important,Important,More time,More time,Same amount of time,Very important,Important,Not at all important,Somewhat important,Somewhat important,Not at all important,Important,Not important,Somewhat important,Important,Very important,Occasionally,Almost every time,Every time,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Very important,Important,Somewhat important,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,No idea what it means,"hurry, change of objectives and lack of time",80%,Very Important,Occasionally,Almost every time,Every time,Almost every time,"dplyr, ade4, ape","Python, C/C++, Java, Shell Script",,andres.perez.figueroa@gmail.com 11/28/2017 6:01:04,50 -- 60,Male,Europe,Doctorate's,Classification Methods in Business,Multivariate Statistics and Data Analysis,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages,Yes,20%,One week ago,1 developer ( I work alone),Very important,Important,Much more time,More time,More time,Very important,Somewhat important,Somewhat important,Not important,Not at all important,Somewhat important,Important,Very important,Very important,Very important,Very important,Occasionally,Every time,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Very important,Very important,Important,Very important,Important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Debuging; Writng documentation; Checking corner points,50%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,Rcpp; car; ggplot2,C/C++,, 11/28/2017 6:02:49,18 -- 30,Male,Europe,Doctorate's,Biostatistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",https://CRAN.R-project.org/package=MRQoL,Yes,90%,More than one year ago,2--5 developers,Very important,Very important,,,,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not important,Every time,Every time,Never,Seldom,Every time,Every time,My supervisor tells me what to do.,Very important,Very important,Very important,Very important,Important,Very important,Important,Very important,Understand for the most part,No idea what it means,Vague understanding,Vague understanding,Understand for the most part,No idea what it means,No idea what it means,Novice understanding,"Many steps to do, detecting errors (a little difficult somtimes), ",10%,Very Important,Almost every time,Occasionally,Never,Almost every time,"base, datasets and stats",,, 11/28/2017 6:08:45,30 -- 40,Male,Europe,Doctorate's,Political science,Conflict forecasting,"Industrial Research Scientist, Software Engineer/Programmer",https://github.com/andybega/spduration,Yes,80%,One day ago,1 developer ( I work alone),Very important,Important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Seldom,Almost every time,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Vague understanding,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,No idea what it means,"Lack of proper, formal software engineering training/education, rather than ""learn as you go"" knowledge. ",90%,Very Important,Almost every time,Every time,Every time,Every time,"tidyverse, rio, magrittr",Python,, 11/28/2017 6:20:53,18 -- 30,Male,Europe,Doctorate's,Agricultural sciences and biological engineering,Plant ecology,"Adacemic Researcher (professor, post-doc, etc), Engineer",https://github.com/archidart,Yes,20%,One day ago,2--5 developers,Important,Important,More time,More time,More time,Very important,Important,Important,Not important,Not important,Somewhat important,Somewhat important,Not important,Not important,Somewhat important,Very important,Almost every time,Every time,Every time,Almost every time,Occasionally,Occasionally,I consult with my colleagues.,Important,Important,Very important,Very important,Important,Very important,Important,Important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,,50%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"ggplot2, stats, and archiDART",,, 11/28/2017 6:32:07,18 -- 30,Male,Europe,Doctorate's,Statistical analysis of single-case experimental designs using randomization tests,"Single-case experimental designs, statistical analysis, randomization tests",Graduate Student,,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,Much more time,More time,Very important,Somewhat important,Not at all important,Not at all important,Not important,Important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Seldom,I decide what I want to work on next,Very important,Important,Important,Important,Important,Somewhat important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,"debugging code, adapting previous software to new projects, compatibility problems with dependent software packages",20%,Important,Seldom,Almost every time,Occasionally,Occasionally,"SCRT, SCVA, ggplot2",,, 11/28/2017 6:32:54,30 -- 40,Male,North America,Doctorate's,Archaeology,Pleistocene archaeology and Human evolution,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/benmarwick/gsloid,Yes,30%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,More time,More time,Very important,Very important,Somewhat important,Not important,Not important,Not important,Somewhat important,Not at all important,Not at all important,Very important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Important,Very important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Cryptic error messages,30%,Very Important,Almost every time,Every time,Every time,Every time,"tidyverse, knitr, rmarkdown",,,benmarwick@gmail.com 11/28/2017 6:36:14,30 -- 40,Female,Europe,Doctorate's,Cognitive neurosciences,Psychology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/mnreadR/index.html,Yes,30%,One week ago,1 developer ( I work alone),Very important,Important,More time,More time,Same amount of time,Very important,Important,Not important,Somewhat important,Not at all important,Not at all important,Important,,,Very important,Very important,Occasionally,Every time,Every time,Occasionally,Seldom,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Vague understanding,No idea what it means,,60%,Very Important,Seldom,Every time,Never,Occasionally,dplyr lme4 ggplot2 ,Matlab,,acalabre@umn.edu 11/28/2017 6:36:20,30 -- 40,Male,Europe,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One week ago,2--5 developers,Very important,Somewhat important,More time,More time,Same amount of time,Very important,Very important,Very important,Somewhat important,Not at all important,Somewhat important,Very important,Somewhat important,,,Somewhat important,Occasionally,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Very important,Important,Important,Important,Not important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"Error checks, sensible warning and error messages, writing help files that are informative ",30%,Very Important,Occasionally,Almost every time,Occasionally,Seldom,"Mclust, e1071, mixer ",C/C++,, 11/28/2017 6:48:06,30 -- 40,Male,Europe,Doctorate's,Public Health + Veterinary Sciences,Public health,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",https://github.com/brechtdv/prevalence,Yes,50%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Important,Not important,Important,Important,Very important,Not at all important,Not at all important,Not at all important,Very important,Seldom,Occasionally,Every time,Occasionally,Every time,Almost every time,I fix the next high-priority bug assigned to me.,Not important,Not important,Very important,Important,Somewhat important,Very important,Very important,Not at all important,No idea what it means,No idea what it means,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Finding time to work on the software; Documenting software; Maintaining R packages (as CRAN requirements evolve continuously),50%,Very Important,Seldom,Occasionally,Occasionally,Almost every time,base; utils; stats,"C/C++, JavaScript",The questions contained a lot of typos,brechtdv@gmail.com 11/28/2017 6:49:28,40 -- 50,Male,Europe,Doctorate's,Systems biology,Biomedicine,Industrial Research Scientist,https://github.com/aroneklund/squash,Yes,50%,One day ago,2--5 developers,Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Important,Not important,Important,Important,Important,,,,,,,,,,,I decide what I want to work on next,Important,Not important,Important,Important,Not important,Important,Somewhat important,Not important,No idea what it means,No idea what it means,Understand for the most part,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,,30%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,,"Shell Script, Perl",, 11/28/2017 6:55:10,18 -- 30,Male,Europe,Master's,Automation and IT,Automation and IT,"Engineer, Software Engineer/Programmer",https://github.com/asardaes/dtwclust,Yes,10%,One week ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Important,Somewhat important,Somewhat important,Important,Very important,,,,,Occasionally,Occasionally,Every time,Almost every time,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Important,Very important,Important,Somewhat important,Very important,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,"bad documentation of existing libraries, bugs in logic, poor performance due to poor language understanding",,Very Important,Seldom,Every time,Seldom,Almost every time,"Rcpp, foreach, proxy",C/C++,"You should include an option to answer ""does not apply"", if I left a question unanswered it is because of this.", 11/28/2017 7:07:27,30 -- 40,Male,Europe,Master's,Environmental Engineering,International Development,"Engineer, BI professional",https://github.com/mexindian/ShinyTester,Yes,80%,One day ago,1 developer ( I work alone),Very important,Very important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Important,Not important,Somewhat important,Important,Important,Very important,Occasionally,Seldom,Every time,Almost every time,Occasionally,Every time,I decide what I want to work on next,Somewhat important,Important,Important,Very important,Very important,Very important,Important,Somewhat important,No idea what it means,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Generalizing requirements, predicting human behavior, writing efficient yet human-readable code",70%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"dplyr, RODBC, purrr",Shell Script,,mexindian@gmail.com 11/28/2017 7:10:50,18 -- 30,Male,Asia,Bachelor's,,,Software Engineer/Programmer,,Yes,70%,One day ago,2--5 developers,Important,Important,Much less time,Less time,Same amount of time,Important,Important,Somewhat important,Somewhat important,Not important,Important,,,,,,Almost every time,Seldom,Every time,Occasionally,Seldom,Occasionally,I consult the software specification and choose the next piece to implement.,,,,,,,,,,,,,,,,,,40%,Very Important,Seldom,Every time,Almost every time,Occasionally,,"Python, Java, JavaScript",, 11/28/2017 7:17:19,30 -- 40,Male,Europe,Doctorate's,Geography,Remote Sensing,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://CRAN.R-project.org/package=RStoolbox,Yes,30%,One day ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Important,Not important,Somewhat important,Not important,Very important,,,,Important,Occasionally,Occasionally,Almost every time,Occasionally,Seldom,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Very important,Important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,efficient parallelization; disk I/O; portability to other OS,60%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"raster, Rcpp, ggplot2","Python, Shell Script, C++ for dummies, i.e. via Rcpp",,benjamin.leutner@uni-wuerzburg.de 11/28/2017 7:26:23,over 60,Male,South America,Doctorate's,Nuclear Technology,Nuclear Science and Technology,"Adacemic Researcher (professor, post-doc, etc), Engineer, Government Research Scientist",https://cran.r-project.org/web/packages/IAPWS95/index.html,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,Much less time,Same amount of time,Same amount of time,Very important,Important,Important,Important,Somewhat important,Somewhat important,Important,Very important,Important,Important,Somewhat important,Every time,Every time,Every time,Every time,Every time,Every time,I consult the software specification and choose the next piece to implement.,Important,Important,Very important,Very important,Very important,Very important,Very important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,Time; unknow errors; output layout,50%,Very Important,Occasionally,Almost every time,Never,Almost every time,ggplot2; shiny; XLConect,"Python, Fortran, Pascal",,bene46@msn.com 11/28/2017 7:43:49,30 -- 40,Male,Europe,Master's,Statistics,urban water managment,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/scheidan/adaptMCMC,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,,,,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Somewhat important,Not at all important,,Important,Very important,Every time,Occasionally,Occasionally,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Important,Important,Very important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Unclear specifications as problems usually evolve,50%,Very Important,Never,Almost every time,Almost every time,Occasionally,"ggplot, contrasts, coda","Python, Fortran, Julia",,andreas.scheidegger@eawag.ch 11/28/2017 7:49:12,30 -- 40,Male,South America,Doctorate's,Statistics,Econometrics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,1 developer ( I work alone),Not important,Not important,Less time,Same amount of time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Occasionally,Occasionally,Almost every time,Occasionally,Seldom,Almost every time,I fix the next high-priority bug assigned to me.,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Somewhat important,Important,No idea what it means,No idea what it means,No idea what it means,No idea what it means,Novice understanding,No idea what it means,Novice understanding,Novice understanding,"RAM memory, fast, documentation",30%,Important,Almost every time,Almost every time,Almost every time,Seldom,"ggplot2, Rcpp, parallel",Julia,, 11/28/2017 7:52:35,30 -- 40,Male,Asia,Doctorate's,Statistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,90%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,,,Very important,Very important,Very important,Somewhat important,Important,Important,Important,Important,Important,Important,Important,Occasionally,Seldom,Never,Seldom,Seldom,Seldom,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,70%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,,,, 11/28/2017 7:53:51,30 -- 40,Male,South America,Doctorate's,Forest monitoring,"Big data, remote sensing, forest monitoring","Engineer, Laboratory Technician, Software Engineer/Programmer",https://github.com/albhasan/rwtss,Yes,70%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,,Important,Not at all important,Not at all important,Somewhat important,Important,Very important,Very important,Very important,Very important,Seldom,Occasionally,Almost every time,Occasionally,Seldom,Occasionally,My supervisor tells me what to do.,Important,Important,Important,Important,Important,Important,Very important,Very important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Scope creep,90%,Very Important,Seldom,Occasionally,Occasionally,Every time,"sp, raster, tidyverse","Python, Lua, Shell Script",,albhasan@gmail.com 11/28/2017 7:59:16,40 -- 50,Female,Europe,Doctorate's,Terrestrial mammal biogeography,Biogeography,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/modEvA/index.html,Yes,10%,Three months ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I fix the next high-priority bug assigned to me.,Important,Important,Very important,Very important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,80%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"sp, fuzzySim, modEvA",,,barbosa@uevora.pt 11/28/2017 8:04:06,18 -- 30,Male,Europe,Master's,Statistics,"Consulting (Energy, Cosmetic, Education, ...)","Manager/Supervisor, Software Engineer/Programmer, Teacher",https://github.com/datastorm-open/visNetwork,Yes,50%,One day ago,5--10 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Important,Important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Every time,Every time,Every time,Every time,Almost every time,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,high-dimensional versioning fake issues,20%,Very Important,Occasionally,Every time,Occasionally,Every time,devtools data.table shiny ,"C/C++, JavaScript",A little bit too long...!,bthieurmel@gmail.com 11/28/2017 8:05:02,50 -- 60,Male,Europe,Doctorate's,Physics with Astrophysics,Health,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Important,Somewhat important,Important,Not important,Very important,Very important,Very important,Important,Important,Important,Important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Somewhat important,Not important,Important,Somewhat important,Important,Not important,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,,60%,Very Important,Almost every time,Every time,Seldom,Occasionally,"base, stats","Python, JavaScript, Fortran, Shell Script",, 11/28/2017 8:19:42,30 -- 40,Male,North America,Doctorate's,K-12 Educational Leadership,K-12 Education,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Manager/Supervisor, Software Engineer/Programmer",https://github.com/wbuchanan/regexPipes,Yes,10%,One week ago,2--5 developers,Important,Very important,Much more time,Much more time,More time,Very important,Very important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Very important,Almost every time,Every time,Every time,Occasionally,Every time,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,,10%,Very Important,Almost every time,Every time,Every time,Every time,,"Python, C/C++, Java, JavaScript, Shell Script, Stata","I'd expand the focus of the research study beyond just R. There are lots of people developing scientific software in Java, Python, Stata, Julia, SAS, and several other languages/programs as well.",william@williambuchanan.net 11/28/2017 8:21:53,40 -- 50,Male,South America,Doctorate's,Ecology,Ecologia de comunidades,"Adacemic Researcher (professor, post-doc, etc)",http://commecol.r-forge.r-project.org/,Yes,10%,One week ago,1 developer ( I work alone),Important,Somewhat important,Much more time,Much more time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Important,Not important,Important,Important,Important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Important,Important,Important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,write short codes; fast processing; availability of extended periods to write code.,70%,Very Important,Occasionally,Every time,Seldom,Occasionally,"vegan, stats, graphics",,, 11/28/2017 8:37:19,18 -- 30,Male,Europe,Doctorate's,Bioinformatics,Bioinformatics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/BaselAbujamous/clust,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,More time,More time,Same amount of time,Very important,Somewhat important,Important,Not important,Somewhat important,Very important,Somewhat important,,,Somewhat important,Important,Almost every time,Almost every time,Almost every time,Seldom,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Somewhat important,Important,Important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,,60%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,,"Python, C#, Perl",,basel.abujamous@plants.ox.ac.uk 11/28/2017 8:48:05,40 -- 50,Female,Europe,Doctorate's,Survey sampling,statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,1 developer ( I work alone),Important,Very important,More time,Same amount of time,Same amount of time,Very important,Very important,Very important,Somewhat important,Important,Important,Important,Important,Important,Important,Important,Every time,Almost every time,Occasionally,Every time,Every time,Every time,I decide what I want to work on next,Important,Important,Important,Important,Important,,Not at all important,Not at all important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,,10%,Very Important,Occasionally,Every time,Occasionally,Almost every time,,C/C++,, 11/28/2017 9:04:19,40 -- 50,Male,Europe,Doctorate's,Flux Balance Analysis,Data Science,"Adacemic Researcher (professor, post-doc, etc)",,Yes,70%,One day ago,21--50 developers,Important,Important,Much more time,More time,Same amount of time,Important,Important,Very important,Important,Somewhat important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Occasionally,Every time,Every time,Seldom,Seldom,Seldom,My supervisor tells me what to do.,Important,Important,,,,,,,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,,20%,Very Important,Occasionally,Occasionally,Almost every time,Occasionally,"Redland, rJava, SparkR",Java,,desouki@hhu.de 11/28/2017 9:09:02,40 -- 50,Male,Europe,Doctorate's,Population dynamics of eel in the Vilaine estuary,Fisheries,Engineer,http://stacomir.r-forge.r-project.org/,Yes,30%,One month ago,2--5 developers,Not important,Not important,Much more time,More time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not important,Somewhat important,Important,Very important,Very important,Occasionally,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Somewhat important,Important,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Expert-level understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"Failure in package dependency, code evolution in R, quick release of new R versions that I don't have time to test.",50%,Important,Occasionally,Almost every time,Occasionally,Almost every time,"sqldf, ggplot2 mgcv",Java,,cedric.briand00@gmail.com 11/28/2017 9:16:16,50 -- 60,Male,Europe,Doctorate's,Clinical research,Epistemology,"Adacemic Researcher (professor, post-doc, etc), Clinician, Manager/Supervisor",,No,0%,One week ago,5--10 developers,Important,Important,Much more time,More time,More time,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Important,Very important,Very important,Important,Important,Somewhat important,Occasionally,Occasionally,Occasionally,Seldom,Occasionally,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Very important,Important,Important,Important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,10%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,psy lme4 ,,, 11/28/2017 9:18:58,30 -- 40,Male,North America,Master's,Statistics,Laboratory Science,Industrial Research Scientist,https://github.com/nutterb/pixiedust,Yes,70%,One day ago,2--5 developers,Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Important,Important,Important,Important,Not important,Somewhat important,Important,Somewhat important,Somewhat important,Important,Important,Almost every time,Every time,Every time,Occasionally,Almost every time,Every time,I decide what I want to work on next,Very important,Very important,Important,Important,Important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,,70%,Very Important,Seldom,Almost every time,Occasionally,Seldom,"dplyr, lme4, rms","JavaScript, SQL",, 11/28/2017 9:21:33,30 -- 40,Male,Asia,Master's,Biodiversity,Ecology,Graduate Student,,Yes,10%,One year ago,1 developer ( I work alone),Important,Somewhat important,Much less time,More time,More time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Almost every time,Almost every time,Never,Seldom,Occasionally,I decide what I want to work on next,Important,Very important,Very important,Very important,Very important,Very important,Important,Important,No idea what it means,Novice understanding,Novice understanding,No idea what it means,Novice understanding,Understand for the most part,No idea what it means,No idea what it means,,50%,Very Important,Never,Almost every time,Occasionally,Every time,"rangemodeR, nlme4, raster, ggplot2, tidyverse",,this sounds very interesting. I would like to read your paper. , 11/28/2017 9:26:19,30 -- 40,Male,South America,Doctorate's,Bioinformatics,computational statistics,"Adacemic Researcher (professor, post-doc, etc)",https://CRAN.R-project.org/package=statGraph,Yes,20%,One day ago,11--20 developers,Important,Important,Much less time,Less time,Same amount of time,Somewhat important,Very important,Very important,Important,Not important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Every time,Almost every time,Almost every time,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Somewhat important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Maintanance; bugs; interface,70%,Very Important,Occasionally,Every time,Occasionally,Occasionally,igraph; statGraph; MASS,Python,, 11/28/2017 9:33:34,40 -- 50,Male,North America,Doctorate's,Applied Mathematics,Ecology of infectious disease,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/kingaa/pomp,Yes,10%,One week ago,2--5 developers,Very important,Very important,More time,Same amount of time,Same amount of time,Very important,Important,Not at all important,Somewhat important,Somewhat important,Not important,Very important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Every time,Every time,Almost every time,Every time,I decide what I want to work on next,Somewhat important,Very important,Very important,Very important,Very important,Very important,Important,Not important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,,70%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"pomp, plyr, ggplot2 ","C/C++, Shell Script",,kingaa@umich.edu 11/28/2017 9:48:01,18 -- 30,Female,Europe,Master's,Statistics,Biostatistics and epidemiology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One day ago,2--5 developers,Important,Important,More time,Same amount of time,Same amount of time,Very important,Important,Very important,Not at all important,Not important,Somewhat important,Very important,,,,Very important,Occasionally,Seldom,Almost every time,Occasionally,Seldom,Almost every time,I decide what I want to work on next,Somewhat important,Important,Very important,Important,Important,Very important,Important,Important,Vague understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,"Succesfully making people aware of my software, formal package requirements, testing",70%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,"ggplot2, survival, devtools",,The questions about when one learns to program doesn't make much sense when you only have a few years of professional experience. ,ahpe@sund.ku.dk 11/28/2017 9:57:06,40 -- 50,Male,North America,Doctorate's,Botany,Plant taxonomy / biodiversity / ecology and evolution,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/RADami/index.html,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not at all important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Very important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Very important,Very important,Important,Very important,Very important,Important,Important,Important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Making it general enough to be of use to others,30%,Very Important,Almost every time,Occasionally,Almost every time,Almost every time,"ape, phytools, vegan",Python,,ahipp@mortonarb.org 11/28/2017 9:58:01,30 -- 40,Male,South America,Doctorate's,Flow Cytometry Bioinformatics,Bioinformatics,Laboratory Technician,,Yes,10%,One day ago,2--5 developers,Important,Important,More time,More time,Same amount of time,Very important,Somewhat important,Not important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Every time,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,,,,,,,,,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,,30%,Very Important,Seldom,Occasionally,Seldom,Every time,,,, 11/28/2017 10:01:10,40 -- 50,Male,Europe,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/Airpino/HistDAWass,Yes,20%,,2--5 developers,Very important,Somewhat important,Same amount of time,More time,More time,Important,Important,Somewhat important,Not important,Very important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Not important,Occasionally,Almost every time,Almost every time,Seldom,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Not important,Important,Important,Very important,Important,Not important,Not at all important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,No idea what it means,Giving correct results; check performances of computation; error checking,70%,Very Important,Never,Almost every time,Seldom,Almost every time,ggplot; Rcpp; MASS,"Python, C/C++",NA,antonio.irpino@unicampania.it 11/28/2017 10:02:09,30 -- 40,Male,Europe,Doctorate's,Ecology and Evolutionary Biology,Ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/bradduthie/gmse/blob/master/README.md,Yes,20%,One week ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Every time,Every time,Almost every time,Every time,Every time,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Very important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,"Assessing user needs, specifying architecture, maintenance",40%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,"knitr, shiny, devtools",C/C++,,brad.duthie@gmail.com 11/28/2017 10:03:28,30 -- 40,Male,South America,Doctorate's,Numerical Optimization,Optimization,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Industrial Research Scientist, Software Engineer/Programmer",https://github.com/talassio/vetools,Yes,40%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Very important,Very important,Very important,Important,Important,Very important,Very important,Very important,Important,Seldom,Occasionally,Every time,Every time,Almost every time,Almost every time,I consult the software specification and choose the next piece to implement.,Not at all important,Important,Important,Important,Important,Very important,Very important,Important,No idea what it means,Vague understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,No idea what it means,"Problem set, configuring development environment, comunication",50%,Important,Seldom,Almost every time,Occasionally,Occasionally,"dplyr, sp, zoo",Shell Script,,talassio@gmail.com 11/28/2017 10:24:03,30 -- 40,Male,Europe,Master's,Economics,forecasting time series,"Adacemic Researcher (professor, post-doc, etc), Teacher",http://github.com/bdemeshev/sophisthse,Yes,20%,One day ago,2--5 developers,Very important,,,,,,,,,,,,,,,,,,,,,,I decide what I want to work on next,,,,,,,,,,,,,,,,,,,,,,,,,Python,"It was ok in the beginning, but at the end the questions are too long.", 11/28/2017 10:31:24,30 -- 40,Male,South America,Doctorate's,Machine Learning,multi-label classification and meta-learning,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, Teacher",https://github.com/rivolli/utiml,Yes,50%,One day ago,1 developer ( I work alone),Very important,Somewhat important,More time,More time,Same amount of time,Very important,Very important,Very important,Not important,Not at all important,Not at all important,Very important,Not at all important,Important,Important,Important,Seldom,Seldom,Almost every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Important,Very important,Very important,Very important,Somewhat important,Very important,Not important,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,"tests, validation and release",60%,Very Important,Occasionally,Every time,Every time,Almost every time,"utiml, mldr, ggplot","Java, JavaScript",I would like to read the conclusion from this research,rivolli@utfpr.edu.br 11/28/2017 10:40:28,30 -- 40,Male,Europe,Doctorate's,Small Area Estimation in Forest Inventories,Forest Inventories,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/AndreasChristianHill/forestinventory,Yes,0%,One month ago,2--5 developers,Very important,Important,Much more time,Same amount of time,Same amount of time,Very important,Somewhat important,Not important,Important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Important,Important,Very important,Important,Important,Not at all important,Vague understanding,Vague understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,To minimize complexity of methods into user friendly but flexible function calls,90%,Very Important,Almost every time,Almost every time,Never,Almost every time,"RPostgresql, plyr, ggplot2","SQL, PostGIS",Keep questions as short as possible,andreas.hill@usys.ethz.ch 11/28/2017 10:53:20,40 -- 50,Male,North America,Doctorate's,Statistics,,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,2--5 developers,Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,No,20%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,,"Python, C/C++, Swift",, 11/28/2017 10:55:28,40 -- 50,Male,Europe,Master's,Mathematics,educational science,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/package=betas,Yes,50%,One month ago,1 developer ( I work alone),Very important,Important,Much more time,Much more time,Same amount of time,Very important,Not important,Somewhat important,Very important,Not important,Not important,Somewhat important,Very important,Very important,Very important,Very important,Every time,Every time,Every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Very important,Important,Important,Important,Very important,Important,Very important,Not important,Expert-level understanding,Novice understanding,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,Expert-level understanding,No idea what it means,"APIs, cross-compatibility, installing/compiling scientific software",80%,Very Important,Occasionally,Every time,Every time,Every time,"base, lme4, lavaan",,, 11/28/2017 11:27:58,30 -- 40,Male,North America,Doctorate's,counseling psychology,research scientist,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One month ago,1 developer ( I work alone),Not important,Important,More time,More time,Same amount of time,Important,Important,Not important,Not at all important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Not important,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Vague understanding,No idea what it means,Novice understanding,Understand for the most part,No idea what it means,Understand for the most part,Understand for the most part,Novice understanding,"bugs, updates",50%,Very Important,Seldom,Almost every time,Seldom,Almost every time,"dplyr, lmer, compute.es/metafor","sas, sql",, 11/28/2017 11:29:54,30 -- 40,Male,North America,Doctorate's,Evolutionary biology,Evolutionary biology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/,Yes,10%,One month ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Not at all important,Not at all important,Not at all important,Somewhat important,Important,Not important,Important,Very important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Very important,Very important,Important,Important,Important,No idea what it means,No idea what it means,Novice understanding,Novice understanding,Novice understanding,Novice understanding,No idea what it means,No idea what it means,"Making it publicly available, and updating publicly available software",10%,Very Important,Seldom,Almost every time,Occasionally,Seldom,"phytools, geomorph, geiger",MATLAB,Some typos and misspellings in the questions., 11/28/2017 11:30:23,30 -- 40,Female,North America,Doctorate's,Genetics,identifying and interpreting gene-gene interactions,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Not important,Not important,Very important,Not important,Not important,Not important,Very important,Almost every time,Every time,Every time,Every time,Seldom,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"generalizability, ease of use for others, debugging",90%,Very Important,Seldom,Almost every time,Almost every time,Occasionally,"cape, igraph, biomart",,,anna.tyler@jax.org 11/28/2017 11:31:39,30 -- 40,Female,North America,Doctorate's,"Educational Research, Measurement, and Evalutation",Quantitative Methodology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/,Yes,0%,More than one year ago,2--5 developers,Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Very important,Very important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Almost every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Very important,Important,Very important,Very important,Very important,Important,Very important,Very important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Updating and maintaining,10%,Very Important,Occasionally,Every time,Every time,Almost every time,"mirt, base, ggplot2",,, 11/28/2017 11:37:08,30 -- 40,Male,North America,Master's,Mathematics & Statistics,travel,"Engineer, Manager/Supervisor, Software Engineer/Programmer, Data Scientist",https://github.com/boxuancui/DataExplorer,Yes,80%,One day ago,2--5 developers,Important,Important,Much more time,Much more time,More time,Very important,Somewhat important,Important,Important,Important,Very important,Very important,Very important,Very important,Very important,Very important,Every time,Seldom,Almost every time,Every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Expert-level understanding,Understand for the most part,Understand for the most part,Vague understanding,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,cross-platform development,100%,Very Important,Seldom,Almost every time,Occasionally,Every time,data.table ggplot2 shiny,"Python, JavaScript, Shell Script, SQL",,boxuancui@gmail.com 11/28/2017 11:48:19,30 -- 40,Male,Europe,Doctorate's,Marine biology,Molecular ecology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,1 developer ( I work alone),Important,Important,Much more time,More time,More time,Very important,Somewhat important,Not important,Not important,Not at all important,Somewhat important,Very important,Not at all important,Somewhat important,Very important,Very important,Almost every time,Seldom,Every time,Every time,Every time,Every time,I consult the software specification and choose the next piece to implement.,Somewhat important,Not at all important,Very important,Important,Somewhat important,Important,Important,Somewhat important,,,,,,,,,,,,,,,,,,, 11/28/2017 11:50:41,30 -- 40,Male,North America,Doctorate's,Ecology and Evolution,evolutionary biology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/carolinafishes/PhyInformR,Yes,20%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,Much more time,More time,Very important,Important,Not important,Not at all important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Very important,Every time,Every time,Every time,Every time,Occasionally,Every time,I decide what I want to work on next,Very important,Important,Very important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Understand for the most part,Understand for the most part,"Lack of documentation/annotation from others, cross-platform functionality, lack of upgrades on dependent packages ",70%,Very Important,Every time,Every time,Every time,Almost every time,"phytools, geiger, ape","Python, Java, Shell Script",, 11/28/2017 12:18:32,40 -- 50,Male,Europe,Doctorate's,statistics,statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/,Yes,10%,One day ago,2--5 developers,Somewhat important,Important,Much less time,Less time,Same amount of time,Important,Important,Somewhat important,Somewhat important,Not at all important,Somewhat important,Somewhat important,Not at all important,Important,Important,Important,Seldom,Occasionally,Occasionally,Occasionally,Occasionally,,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,it is difficult to implement statistical procedures involving different possible parameters to set,10%,Important,Occasionally,Almost every time,Occasionally,Seldom,copula; qrmtools; extRemes,,,alessandro.barbiero@unimi.it 11/28/2017 12:29:59,40 -- 50,Male,Europe,Doctorate's,Mathematics,Geoinformatics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/HSAR/index.html,Yes,10%,One week ago,1 developer ( I work alone),Important,Somewhat important,Less time,Same amount of time,Same amount of time,Important,Somewhat important,Not important,Not at all important,Somewhat important,Important,Somewhat important,Not important,Not important,Somewhat important,Important,Occasionally,Occasionally,Seldom,Never,Seldom,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Important,Very important,Important,Important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,,50%,Important,Seldom,Almost every time,Almost every time,Almost every time,"sp,spdep.","Python, C/C++, JavaScript",, 11/28/2017 12:49:36,30 -- 40,Male,North America,Doctorate's,Human and Molecular Genetics,Genetics,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://www.github.com/aaronwolen/biolink,Yes,30%,One day ago,1 developer ( I work alone),Very important,Not important,Much more time,More time,More time,Very important,Important,Not important,Not important,Not at all important,Not at all important,Very important,Not at all important,Important,Important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Not important,Important,Important,Very important,Important,Important,Important,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Writing documentation.,90%,Very Important,Occasionally,Every time,Seldom,Every time,"dplyr, ggplot2, RMarkdown","Python, Shell Script",,aaron@wolen.com 11/28/2017 13:04:15,50 -- 60,Male,North America,Doctorate's,Theoretical & Statistical Physics,Machine Learning,"Adacemic Researcher (professor, post-doc, etc), Engineer, Industrial Research Scientist",https://github.com/borisveytsman/ltxsparklines,Yes,50%,One day ago,5--10 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Very important,Every time,Every time,Every time,Almost every time,Occasionally,Every time,I decide what I want to work on next,Important,Important,Important,Important,Very important,Very important,Very important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,"lack time, lack of interoperability, lack of resources",90%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"dplyr, ggplot2, knitr","Python, C/C++, Fortran, Shell Script, Perl",,borisv@lk.net 11/28/2017 13:07:22,40 -- 50,Female,North America,Doctorate's,Statistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One month ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Important,Not important,Important,Somewhat important,Very important,Very important,Important,Important,Important,Seldom,Occasionally,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Very important,Important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,"lack of time, amount of work required to make software useable to others, little / no incentive for maintenance efforts",70%,Very Important,Seldom,Occasionally,Almost every time,Almost every time,,C/C++,,aszabo@mcw.edu 11/28/2017 13:10:27,40 -- 50,Male,North America,Bachelor's,Engineering-Physics,Actuarial science,"Software Engineer/Programmer, Actuary",https://github.com/PirateGrunt/raw,Yes,70%,One day ago,1 developer ( I work alone),Very important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Not at all important,Not at all important,Somewhat important,,Important,Important,Important,Very important,,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Very important,Very important,Important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,,90%,Very Important,Occasionally,Occasionally,Occasionally,Almost every time,"dplyr, gpplot2, tidyr","Python, JavaScript, Shell Script",,captain@pirateGrunt.com 11/28/2017 13:11:32,30 -- 40,Male,Europe,Doctorate's,Statistics,Small area estimation,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One day ago,2--5 developers,Very important,Important,Much less time,Same amount of time,More time,Important,Important,Somewhat important,Somewhat important,Not important,Not important,Somewhat important,Important,Important,Very important,Very important,Occasionally,Occasionally,Occasionally,Occasionally,Seldom,Never,I consult with my colleagues.,Somewhat important,Important,Important,Important,Important,Somewhat important,Somewhat important,Important,,,,,,,,,Not allocate the problem,30%,Very Important,Seldom,Almost every time,Almost every time,Occasionally,"base, MASS, nme",C/C++,, 11/28/2017 13:29:15,40 -- 50,Male,North America,Doctorate's,Population genetics of native plants,Genetics and genomics of plant pathogens,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Software Engineer/Programmer, System Administrator",https://github.com/knausb/vcfR,Yes,60%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,More time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Important,Not at all important,Somewhat important,Important,Important,Seldom,Almost every time,Occasionally,Occasionally,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Not important,Not important,Important,Important,Important,Important,Somewhat important,Not important,Vague understanding,Novice understanding,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,No idea what it means,"Performance, sanitizing user inputs, and writing documentation",90%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"vcfR, adegenet, poppr","C/C++, perl",,briank.lists@gmail.com 11/28/2017 13:31:03,over 60,Male,North America,Doctorate's,Astronomy,astrostatistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/astrolibR/index.html,Yes,20%,One day ago,2--5 developers,Very important,Important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Not important,Somewhat important,Not at all important,Not important,Important,Not important,Not important,Important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I consult with my colleagues.,Important,Somewhat important,Very important,Somewhat important,Very important,Important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Novice understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,,50%,Very Important,Never,Almost every time,Almost every time,Almost every time,"forecast, spatstat, doparallel",Shell Script,, 11/28/2017 13:41:24,30 -- 40,Male,North America,Doctorate's,Political Science,Political Economy,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/brentonk/games,Yes,20%,One day ago,1 developer ( I work alone),Important,Not important,Much more time,More time,More time,Important,Important,Somewhat important,Not important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Seldom,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Very important,Important,Important,Somewhat important,Vague understanding,Vague understanding,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,"designing APIs for end users, cross-platform compatibility, dependency management",30%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"dplyr, ggplot2, tidyr",C/C++,,brenton.kenkel@gmail.com 11/28/2017 13:41:34,18 -- 30,Female,North America,Doctorate's,Biostatistics,survival and longitudinal analysis ,Graduate Student,https://cran.r-project.org/web/packages/tdROC/index.html,Yes,10%,One year ago,2--5 developers,Somewhat important,Important,More time,More time,Same amount of time,Very important,Very important,Very important,Very important,Not at all important,Not important,Important,Important,Important,Important,Important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,My supervisor tells me what to do.,Important,Somewhat important,Important,Important,Important,Important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,,10%,Important,Occasionally,Almost every time,Almost every time,Occasionally,,,, 11/28/2017 13:42:37,30 -- 40,Female,Asia,Doctorate's,Computer science,Deep learning for historical document image analysis,"Adacemic Researcher (professor, post-doc, etc)", https://cran.r-project.org/web/packages/ProteinDescriptors/index.html ,Yes,70%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Less time,Same amount of time,Same amount of time,Very important,Not important,Very important,Important,Not at all important,Very important,Important,,,,,Every time,Every time,Every time,Every time,Occasionally,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Very important,Very important,Somewhat important,Somewhat important,Not important,Not important,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,No idea what it means,No idea what it means,Overperforming results,70%,Very Important,Almost every time,Every time,Seldom,Every time,,"Python, Java, matlab",,beratkurar@gmail.com 11/28/2017 13:48:42,30 -- 40,Male,North America,Doctorate's,Geology,Paleobiology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/paleobiodb/analysis_tools,Yes,20%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Not important,Important,Not important,Very important,,,,Very important,Almost every time,Seldom,Every time,Every time,Seldom,Every time,I decide what I want to work on next,Very important,Important,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Expert-level understanding,Novice understanding,Vague understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Expert-level understanding,"1. Poorly implemented community data standards (overly complex) and/or arbitrary design standards (e.g., R Tidyverse) 2. Lack of awareness of common tech solutions among academic programmers. In many cases, there are well-known solutions for programing problems, but amateur coders are unaware and develop suboptimal workarounds (e.g., many academic databases do not use standard API frameworks) 3. Difficulty conveying the importance or reasoning behind certain design decisions to non-programmers.",60%,,Almost every time,Almost every time,Almost every time,Almost every time,"RPostgreSQL, (sf or rgdal), (doParallel or foreach, etc.)","Shell Script, I do not use Python, JavaScript or C++ often, but they are heavily used in my lab group",I think some of your questions should have a Not Applicable option.,azaffos@email.arizona.edu 11/28/2017 14:09:30,40 -- 50,Male,North America,Doctorate's,Statistics,Statistics in Medical Research,"Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor",,Yes,0%,Three months ago,2--5 developers,Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Important,Important,Somewhat important,Somewhat important,Important,Important,Important,Important,Important,Almost every time,Almost every time,Every time,Almost every time,Every time,Almost every time,I consult with my colleagues.,Somewhat important,Important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,"Little time, constantly finding new ""improvements"", trying to make things ""perfect""",30%,Important,Never,Occasionally,Seldom,Almost every time,"survival, lme4, ggplot2",,, 11/28/2017 14:21:46,30 -- 40,Male,North America,Doctorate's,Educational measurement,Educational measurement,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,Six months ago,1 developer ( I work alone),Important,Important,,,,Very important,Somewhat important,Not at all important,Not at all important,Not important,Not important,Very important,Not important,Not important,Not important,Not important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,10%,Very Important,Every time,Every time,Every time,Almost every time,,,, 11/28/2017 14:28:47,30 -- 40,Male,North America,Doctorate's,Political Science,Policing,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://github.com/cdcrabtree/plotrr,Yes,10%,One day ago,2--5 developers,Somewhat important,Somewhat important,Much more time,Much more time,More time,Very important,Somewhat important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Almost every time,Almost every time,Almost every time,Seldom,Seldom,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"Honestly, just figuring out how to code functions",70%,Very Important,Seldom,Seldom,Seldom,Seldom,"rio, mlr, ggplot",,, 11/28/2017 14:32:07,18 -- 30,Male,North America,Master's,Statistics ,Statistics and machine learning,Graduate Student,https://cran.r-project.org/web/packages/AssayCorrector/index.html,Yes,10%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Very important,Not at all important,Not at all important,Very important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Almost every time,Almost every time,Never,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Not important,Important,Not at all important,Not at all important,Very important,Important,Not at all important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Working alone,70%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"ggplot2, keras, igraph","Python, C/C++, JavaScript, Mathematica",, 11/28/2017 14:33:24,18 -- 30,Male,North America,Doctorate's,Ecology and Evolution,Ecology and Evolution,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/macroecology/letsR,Yes,20%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Very important,Important,Somewhat important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Occasionally,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Important,Very important,Not important,Not important,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,"Defensive programming, model validation and speed of computation",50%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"letsR, ape, raster","C/C++, Java",,brunovilelasilva@hotmail.com 11/28/2017 14:48:41,18 -- 30,Male,North America,Doctorate's,Integrated Biosciences,Operational Logistics,"Industrial Research Scientist, Software Engineer/Programmer",http://www.github.com/cdeterman/gpuR,Yes,50%,One day ago,1 developer ( I work alone),Important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Almost every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Deciding on a framework/language that is agreeable to all involved,50%,Important,Occasionally,Almost every time,Occasionally,Every time,"Rcpp, devtools, dplyr","Python, C/C++",,cdetermanjr@gmail.com 11/28/2017 14:56:10,30 -- 40,Male,Europe,Doctorate's,Civil Engineering,,Industrial Research Scientist,https://github.com/bradleyjeck/epanetReader/,Yes,20%,One day ago,5--10 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Not important,Not important,Important,Not at all important,Not at all important,Somewhat important,Important,Almost every time,Occasionally,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Not important,Important,Not important,Very important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Vague understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,,50%,Very Important,Every time,Every time,Almost every time,Almost every time,"ggplot2, epanetReader, epanet2toolkit","Java, Fortran",,brad@bradeck.net 11/28/2017 14:58:22,40 -- 50,Male,North America,Doctorate's,Biology (ecology),ecology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/TipDatingBeast/index.html,Yes,10%,One week ago,2--5 developers,Important,Somewhat important,More time,Same amount of time,Same amount of time,Important,Somewhat important,Somewhat important,Important,Not at all important,Not at all important,Somewhat important,Not at all important,Somewhat important,Somewhat important,Somewhat important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,,20%,Important,Seldom,Occasionally,Seldom,Occasionally,"nlsTools, mCluster, TipDatingBeast",,,ckhatchikian@gmail.com 11/28/2017 14:58:38,50 -- 60,Male,North America,Bachelor's,Petroleum Engineering,Data Science and Artificial Intelligence,"Engineer, CTO",https://github.com/f0nzie/zFactor,Yes,50%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Very important,Somewhat important,Not important,Important,,Somewhat important,Somewhat important,Somewhat important,Very important,Occasionally,Almost every time,Almost every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Somewhat important,Very important,Important,Very important,Somewhat important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"documentation, research, package approval",90%,Very Important,Occasionally,Every time,Seldom,Almost every time,,"Python, C/C++, Java, Fortran, Shell Script, R",,alfonso.reyes@oilgainsanalytics.com 11/28/2017 15:20:18,over 60,Male,North America,Doctorate's,,,Teacher,,Yes,10%,One month ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,Not at all important,Important,Important,Very important,Very important,Very important,Very important,Every time,Every time,Every time,Every time,Almost every time,Every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Very important,Important,Vague understanding,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Time contracts with my other commitments,60%,Very Important,Occasionally,Almost every time,Occasionally,Every time,Psych Hmisc Lme4 SSDforR Lavaan boot ggplot2 RStudio ,"C/C++, Fortran, Foxpro Filemaker",, 11/28/2017 16:21:58,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 11/28/2017 16:24:16,30 -- 40,Male,North America,Doctorate's,Public policy,International nonprofit management and policy,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/andrewheiss/RcmdrPlugin.MPAStats,Yes,40%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Not important,Not important,Not important,Important,Very important,,,,,Occasionally,Occasionally,Almost every time,Seldom,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,"(1) Maintaining the software after I'm done with it so others can keep using it in the future, (2) maintaining documentation, and (3) … nothing else I can think of?",100%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"tidyverse (especially ggplot2, dplyr, and tidyr); rstan; countrycode","Python, Shell Script, Makefiles",,andrewheiss@gmail.com 11/28/2017 16:35:45,30 -- 40,Male,North America,Doctorate's,Ecology and Evolution,Understanding ecological impacts of climate change,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://github.com/caseyyoungflesh/MCMCvis,Yes,10%,One day ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,More time,Very important,Somewhat important,Not important,Somewhat important,Not important,Not important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Important,Somewhat important,Very important,Very important,Important,Important,Important,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Making software generalizable, fast, and able to handle fringe cases",10%,Somewhat important,Seldom,Occasionally,Occasionally,Occasionally,"dplyr, rjags, MCMCvis",Shell Script,Interesting topics,caseyyoungflesh@gmail.com 11/28/2017 16:56:31,30 -- 40,Male,North America,Master's,Statistics (multinormal mixture).,Statistics,Statistician,https://github.com/giguerch/,Yes,20%,One week ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Important,Not at all important,Somewhat important,Important,,Somewhat important,Somewhat important,Important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Portability Security uniformity,90%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,CUFF dplyr ggplot2,"Python, C/C++",, 11/28/2017 17:24:24,over 60,Male,North America,Doctorate's,Mathematical Statistics,Health Outcomes Research,"Adacemic Researcher (professor, post-doc, etc), Engineer, Government Research Scientist, Industrial Research Scientist",http://localcontrolstatistics.org,Yes,10%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Less time,Very important,Somewhat important,Not important,Somewhat important,Not at all important,Important,Very important,Very important,Important,Somewhat important,Somewhat important,Seldom,Almost every time,Occasionally,Every time,Almost every time,Every time,I decide what I want to work on next,Important,Somewhat important,Important,Very important,Important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Expert-level understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"Finding good code to support graphics, clustering and other types of support",50%,Very Important,Seldom,Almost every time,Occasionally,Every time,"lattice, party, ICEinfer","C/C++, Fortran, Shell Script",, 11/28/2017 17:29:08,40 -- 50,Male,Central America,Master's,Applied Mathematics and Biostatistics,Statistical modeling of dengue outbreaks,"Adacemic Researcher (professor, post-doc, etc)",https://r-forge.r-project.org/,Yes,10%,One week ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Very important,Very important,Somewhat important,Important,Important,Important,Important,Important,Very important,Almost every time,Every time,Almost every time,Almost every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Important,Important,Important,Important,Important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,60%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"nlme, ggplot2, DengueRT",,,sebrango@uniss.edu.cu 11/28/2017 17:40:15,50 -- 60,Male,North America,Doctorate's,"Communications, Information Theory,Signal Processing",,Software Engineer/Programmer,https://github.com/algutier1/rwirelesscom,Yes,30%,One day ago,11--20 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Important,Important,Not important,Important,Important,Important,Important,Important,Important,Almost every time,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,industry and university research and trends,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,Somewhat important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,,,,,,,,,"Python, Java, Shell Script, Scala",, 11/28/2017 17:41:52,30 -- 40,Male,Europe,Doctorate's,Quantitative Genetics,Dairy cow nutrition,"Engineer, advisor",,Yes,10%,One day ago,1 developer ( I work alone),Somewhat important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Important,Not important,Somewhat important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,currently I don't develop so much software,Important,Important,Important,Important,Important,Important,Important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,??,20%,Somewhat important,Occasionally,Occasionally,Occasionally,Occasionally,"knitr, hmisc, reshape","C/C++, mysql, other sql languages",, 11/28/2017 17:53:17,over 60,Male,North America,Doctorate's,statistics,statistics of evolution in natural populations (R package aster),"Adacemic Researcher (professor, post-doc, etc), Teacher",http://cran-r.project.org,Yes,100%,One month ago,1 developer ( I work alone),Very important,Very important,More time,More time,More time,Very important,Very important,Not at all important,Not at all important,Not important,Important,Very important,Very important,Very important,Very important,Very important,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Not at all important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,No idea what it means,educating users about the statistical theory behind the software,30%,Very Important,Occasionally,Every time,Every time,Every time,"aster, mcmc, rcdd","C/C++, Fortran, Shell Script","I maintain 12 CRAN packages, hope you aren't going to ask me to do this 12 times", 11/28/2017 18:01:47,40 -- 50,Male,North America,Doctorate's,Statistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/bcaffo/exactLoglinTest,Yes,10%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Not important,Not important,Very important,Very important,Somewhat important,Not important,Not important,Not important,Very important,Occasionally,Occasionally,Almost every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,"Funding for work, developers, project management",80%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"tidyverse, oro.nifti, gbm",Shell Script,, 11/28/2017 18:13:13,30 -- 40,Female,Europe,Doctorate's,Environmental Policy,Environmental Policy,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/aiorazabala/qmethod,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"People who want to collaborate, and in order to do that they want to impose endless new 'tools' that are supposed to be useful, but end up being a waste of time in learning, and don't see how they help",60%,Very Important,Seldom,Almost every time,Occasionally,Every time,"Basic, psych, qmethod",,, 11/28/2017 18:40:04,18 -- 30,Male,North America,Doctorate's,Statistics,Machine learning,Graduate Student,,Yes,40%,One day ago,1 developer ( I work alone),Important,Important,Less time,Same amount of time,Much more time,Very important,Very important,Very important,Very important,Not important,Somewhat important,Important,Important,Important,Very important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,My supervisor tells me what to do.,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,50%,Very Important,Almost every time,Almost every time,Occasionally,Occasionally,,"Python, C/C++, Fortran",, 11/28/2017 19:17:13,over 60,Male,North America,Master's,physics,radar,Engineer,https://cran.r-project.org,Yes,20%,One day ago,11--20 developers,Somewhat important,Somewhat important,,,,Very important,Important,Not at all important,Not at all important,Not important,Not important,Not important,Not important,Not important,Not important,Not important,Almost every time,Almost every time,Every time,Every time,Occasionally,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,,,,Expert-level understanding,Expert-level understanding,Expert-level understanding,,Expert-level understanding,Expert-level understanding,Expert-level understanding,Vague understanding,Being forced to use MATLAB instead of R or python,80%,Very Important,Seldom,Almost every time,Occasionally,Seldom,I wish I did,"Python, matlab",, 11/28/2017 20:12:46,30 -- 40,Male,North America,Doctorate's,geosciences,human-induced earthquakes,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Manager/Supervisor",,Yes,30%,One week ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,,,,,,,,,,,,,,,,,,I decide what I want to work on next,,,,,,,,,,,,,,,,,,30%,Very Important,Occasionally,Almost every time,Occasionally,Every time,"dplyr, tidyr, magrittr","Python, Shell Script",, 11/28/2017 20:38:50,40 -- 50,Male,North America,Doctorate's,Statistics,Oncology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,More time,More time,More time,Important,Somewhat important,Very important,Very important,Not important,Very important,Very important,Important,Important,Important,Important,Almost every time,Every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Not important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"time consuming, lack of support, testing",30%,Very Important,Occasionally,Almost every time,Almost every time,Occasionally,"parallel, rstan, sqldf","C/C++, JavaScript, Shell Script",, 11/28/2017 20:52:21,30 -- 40,Male,Europe,Doctorate's,Material Science,Deep Learning,Data Scientist ,https://github.com/dataPulverizer/bigReg,Yes,60%,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Very important,Very important,Every time,Every time,Every time,Almost every time,Occasionally,Every time,I consult the software specification and choose the next piece to implement.,Very important,Somewhat important,Very important,Important,Important,Somewhat important,Somewhat important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,,80%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"data.table, stats, ggplot2","C/C++, Chapel, Julia, D",,chibco@gmail.com 11/28/2017 20:59:30,18 -- 30,Male,Europe,Bachelor's,Molecular Biotechnology,bioinformatics,"Graduate Student, Software Engineer/Programmer",,Yes,60%,One day ago,1 developer ( I work alone),Important,Somewhat important,,,,Very important,Somewhat important,Not important,,Important,Important,,,,,,Occasionally,Occasionally,Almost every time,Seldom,Seldom,Seldom,I decide what I want to work on next,Not important,Not important,,,Somewhat important,Important,Somewhat important,Not important,,,Understand for the most part,,Understand for the most part,,,,,20%,Important,Seldom,Almost every time,Occasionally,Occasionally,"dplyr, ggplot, base","Python, C/C++, JavaScript, Shell Script",, 11/28/2017 21:01:09,30 -- 40,Male,North America,Doctorate's,Computational neuroscience,Neuroscience,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/cwatson/brainGraph,Yes,50%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Very important,Very important,Occasionally,Almost every time,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,1. Writing code that will work with different data types or project organization. 2. ,90%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"data.table, ggplot2, igraph","Python, Shell Script",,cgwatson@bu.edu 11/28/2017 21:01:44,18 -- 30,Male,North America,Master's,Actuarial science,Data science,Industrial Research Scientist,,Yes,60%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Important,Important,,Very important,Important,,,,,Occasionally,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Very important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,"Errounoues data, hardware requirement, creative algorithms",90%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,,"Python, C/C++",, 11/28/2017 21:10:15,18 -- 30,Male,North America,Doctorate's,Communication,Political Communication and Opinion Formation,Graduate Student,,Yes,10%,One week ago,1 developer ( I work alone),Not important,Not important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Not important,Important,Not at all important,Somewhat important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,My supervisor tells me what to do.,Important,Somewhat important,Important,Important,Very important,Not important,Important,Somewhat important,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Vague understanding,No idea what it means,No idea what it means,Novice understanding,packaging and ui,90%,Very Important,Seldom,Every time,Occasionally,Seldom,dplyr foreign stargazer,"Python, sql","The package I wrote is indeed scientific software, but doesn't have any resemblance to the work I do now.", 11/28/2017 21:17:22,50 -- 60,Male,Europe,Doctorate's,Quantification of summertime MID latitudes precepiptation based on Remote Sensing anderen numerical modeling,"Geoinformatics, remote Sensing anderen modeling with Focus on physical Geography especially ecology climatology and Data Mining ","Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor, Software Engineer/Programmer, System Administrator, Teacher",https://github.com/gisma,Yes,30%,One day ago,2--5 developers,Important,Important,More time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Not important,Important,Important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Somewhat important,Important,Very important,Very important,Important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,University Multi tasking syndrom ,30%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,Raster SF rgdal,"Python, JavaScript, Fortran, Shell Script, Netlogo",,Reudenbach@uni-marburg.de 11/28/2017 21:17:48,30 -- 40,Male,North America,Doctorate's,Statistics,car insurance,"Industrial Research Scientist, Manager/Supervisor",https://github.com/cran/spatialCovariance,No,0%,One day ago,11--20 developers,Not at all important,Not at all important,Much more time,More time,Same amount of time,Very important,Very important,Important,Somewhat important,Not at all important,Somewhat important,Important,Important,Important,Important,Very important,Every time,Every time,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,,,,,,,,,,,,,,,,,,,,,,,,,,, 11/28/2017 21:18:08,40 -- 50,Male,Europe,Doctorate's,Mathematics,Statistical classification,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,Very important,Important,Important,Somewhat important,Important,Somewhat important,Somewhat important,Seldom,Seldom,Every time,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Important,Very important,Important,Important,Important,Somewhat important,Important,Vague understanding,Vague understanding,Understand for the most part,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Vague understanding,It becomes more and more complicated to submit updated R packages. Lack of understanding of some deeper concepts of programming/developing. Mysterious errors.,10%,Important,Occasionally,Almost every time,Occasionally,Occasionally,"mclust, MASS, cluster",C/C++,, 11/28/2017 21:28:04,30 -- 40,Male,North America,Doctorate's,Veterinary Medicine (DVM),"Veterinary medicine, biostatistics","Clinician, Manager/Supervisor, Software Engineer/Programmer",https://cran.r-project.org/web/packages/referenceIntervals/index.html,Yes,10%,One week ago,1 developer ( I work alone),Somewhat important,Somewhat important,Less time,Same amount of time,Same amount of time,Important,Important,Very important,Important,Important,Very important,Very important,Somewhat important,Somewhat important,Very important,Not important,Almost every time,Almost every time,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Very important,Very important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,"Finding enough time, planning for platforms I don't have, other project specific problems when they arise",10%,Not important,Seldom,Occasionally,Never,Never,"None, currently.","Python, C/C++, Java, Swift, Perl",I taught Computer Science before becoming a Veterinarian. Your mileage may vary.,dan.finnegan@gmail.com 11/28/2017 21:29:14,30 -- 40,Male,North America,Doctorate's,biostatistics,genomics ,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,More time,More time,More time,Very important,Very important,Very important,Not at all important,Very important,Very important,Very important,,,,,Occasionally,Almost every time,Almost every time,Occasionally,Seldom,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Not important,Important,Not important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Vague understanding,Understand for the most part,Vague understanding,No idea what it means,"version control, modular construction",20%,Important,Never,Almost every time,Occasionally,Seldom,"dplyr, ggplot2, mgcv","Python, C/C++, JavaScript",, 11/28/2017 21:31:39,18 -- 30,Male,North America,Doctorate's,Civil Engineering,paleolimnology,Graduate Student,http://github.com/paleolimbot/prettymapr,Yes,40%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,Much more time,More time,Very important,Very important,Somewhat important,Not at all important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Not at all important,Not at all important,Important,Almost every time,Every time,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Somewhat important,Important,Important,Important,Important,Important,Important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,"repeating someone else's efforts by accident, other people's terrible API design, getting other people to use software for research",80%,Very Important,Seldom,Almost every time,Seldom,Almost every time,"dplyr, tidyr, stringr","Python, Java, JavaScript, PHP","I write papers using RMarkdown, so I would consider the act of writing papers for me as a software development activity, rather than a software use activity. ",dewey.dunnington@dal.ca 11/28/2017 21:37:08,18 -- 30,Male,North America,Bachelor's,Biological Sciences,"Limnology, ecological sciences, aquatic ecology",Undergraduate student,https://cran.r-project.org/web/packages/aptg/index.html,Yes,0%,Six months ago,1 developer ( I work alone),Not important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Almost every time,Every time,Every time,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Very important,Very important,Very important,Very important,Important,Very important,Very important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"Knowing the shortcuts (R), cleaning the code, debugging the code",50%,Very Important,Every time,Every time,Every time,Every time,"mvpart, vegan, dplyr",,"Just so you understande, I developped the R package aptg as an undergraduate trainee in a researcher's lab. The main aspect of my research now is not linked with that package.",c.chignac.benjamin@gmail.com 11/28/2017 21:37:24,30 -- 40,Male,North America,Doctorate's,Education / Psychometrics,Psychometrics and statistics in education,Industrial Research Scientist,https://github.com/danielcfurr/edstan,Yes,10%,Three months ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Almost every time,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Very important,Very important,Important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Vague understanding,Novice understanding,Novice understanding,Vague understanding,Designing software to work in a broad range of cases. Anticipating and coding against user error/misunderstanding. Packaging and submitting software to repository.,90%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,"stan, ggplot2, reshape2",Python,, 11/28/2017 21:42:21,30 -- 40,Male,North America,Doctorate's,Learning Sciences and Technology Design,Educational technology,Entrepreneur,,Yes,10%,One week ago,5--10 developers,Very important,Important,More time,More time,Same amount of time,Somewhat important,Somewhat important,Very important,Very important,Not at all important,Very important,Somewhat important,Very important,Important,Somewhat important,Somewhat important,Every time,Seldom,Seldom,Seldom,Seldom,Seldom,I decide what I want to work on next,Very important,Very important,Important,Not important,Important,Somewhat important,Not important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Availability of qualified developers to hire; working with business partners to define feature requirements; explaining to various stakeholders how our software works.,10%,Very Important,Seldom,Seldom,Never,Occasionally,,"Python, Java, JavaScript",, 11/28/2017 21:45:08,18 -- 30,Female,North America,Doctorate's,Statistics,Biostatistics,Graduate Student,https://cran.r-project.org/web/packages/GibbsACOV/index.html,Yes,30%,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not at all important,Not important,Not at all important,Not at all important,Not important,Very important,Not at all important,Not at all important,Not at all important,Somewhat important,Seldom,Almost every time,Occasionally,Occasionally,Occasionally,Occasionally,My supervisor tells me what to do.,Important,Important,Important,Very important,Very important,Very important,Very important,Important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Not enough time,40%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"ggplot2, lme4, Rcpp","Python, C/C++",, 11/28/2017 21:46:12,40 -- 50,Male,North America,Doctorate's,Epidemiology,Veterinary epidemiology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/dhaine/episensr,Yes,10%,One week ago,1 developer ( I work alone),Somewhat important,Important,Much more time,Much more time,More time,Very important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Almost every time,Almost every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Very important,Important,Very important,Important,Somewhat important,Not important,Vague understanding,Vague understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,"Code coverage, unit testing",70%,Very Important,Occasionally,Every time,Almost every time,Every time,"lme4, ggplot2, stringr",,,denis.haine@gmail.com 11/28/2017 21:46:24,18 -- 30,Male,South America,Doctorate's,Chem. Eng.,Biofuel Production through Biotechnological Processes,"Adacemic Researcher (professor, post-doc, etc)",http://diegofcoelho.github.io/LLSR/,Yes,10%,One year ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Almost every time,Almost every time,Never,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Expert-level understanding,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,"lack of project management training, dedicated time and experimental data",10%,Very Important,Almost every time,Occasionally,Never,Seldom,,"Python, JavaScript, Fortran, Shell Script",, 11/28/2017 21:49:19,30 -- 40,Male,North America,Doctorate's,Biostatistics,conservation biology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/bsaul/geex,Yes,30%,One month ago,1 developer ( I work alone),Important,Somewhat important,,,,Very important,Somewhat important,Not important,Not important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Occasionally,Almost every time,,Seldom,Occasionally,I decide what I want to work on next,Important,Important,Very important,Important,Important,Important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,,40%,Important,Seldom,Almost every time,Occasionally,Almost every time,"dplyr, ggplot, stats",Shell Script,, 11/28/2017 21:55:42,40 -- 50,Male,North America,Doctorate's,Statistics ,Statistics ,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not important,Somewhat important,Not at all important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Almost every time,Seldom,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Very important,Important,Important,Somewhat important,Not important,Not at all important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,"Portability, replicability",50%,Very Important,Almost every time,Occasionally,Occasionally,Seldom,,C/C++,,dmanriqu@indiana.edu 11/28/2017 21:58:42,30 -- 40,Male,North America,Bachelor's,Philosophy,Education,Teacher,https://github.com/alistaire47/passport,Yes,10%,One day ago,1 developer ( I work alone),Not important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Not at all important,Not at all important,Not important,,,,Somewhat important,Very important,Occasionally,Almost every time,Every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Very important,Somewhat important,Very important,Important,Somewhat important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,No idea what it means,"- Reading enough code to get up-to-speed on a well-sized package; - Getting Git to do what I want; - Sorting out errors that happen only on other platforms",10%,Not important,Seldom,Every time,Never,Every time,"tidyr, ggplot2, purrr","Python, Shell Script",,edward.visel@gmail.com 11/28/2017 21:59:05,30 -- 40,Male,South America,Doctorate's,Economics,Economics of crime,Graduate Student,http://github.com/danilofreire/prisonbrief,Yes,10%,One day ago,2--5 developers,Somewhat important,Important,Much more time,More time,More time,Very important,Important,Somewhat important,Somewhat important,,,Very important,,,,,Every time,Almost every time,Seldom,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Not important,Not important,Very important,Important,Very important,Important,Very important,,Vague understanding,No idea what it means,Vague understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Finding collaborators; getting funds testing the software on other platforms,10%,Very Important,Seldom,Every time,Never,Almost every time,,,Best luck with your research! It's very interesting!,danilofreire@gmail.com 11/28/2017 22:08:20,18 -- 30,Male,Oceania,Master's,Ecology and Biodiversity,Economics,Government statistician,https://github.com/condwanaland/summariser,Yes,30%,One day ago,1 developer ( I work alone),Not important,Not important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Somewhat important,Not at all important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Seldom,Almost every time,Seldom,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Very important,Important,Important,Important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Understand for the most part,No idea what it means,Understand for the most part,No idea what it means,Slow adoption by non-experts. Lack of understanding how software can assist in creating reproducible tools,90%,Very Important,Occasionally,Almost every time,Never,Every time,"ggplot2, dplyr, devtools",,,condwanaland@gmail.com 11/28/2017 22:18:58,18 -- 30,Male,North America,Bachelor's,Stats,Finance,Software Engineer/Programmer,,Yes,70%,One day ago,1 developer ( I work alone),Very important,Not important,Less time,Less time,Less time,Important,Important,Important,Important,Very important,Somewhat important,,,,,,Occasionally,Occasionally,Occasionally,Occasionally,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,70%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,XGBoost E1071 nnet,"Python, C/C++, Shell Script",, 11/28/2017 22:22:07,50 -- 60,Male,North America,Doctorate's,Oceanography,Climate Research,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/ncdf4/index.html,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Less time,Same amount of time,Same amount of time,Very important,Not important,Somewhat important,Not at all important,Very important,Somewhat important,Somewhat important,Very important,Very important,Very important,Important,Occasionally,Almost every time,Every time,Every time,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Important,Very important,Very important,Very important,Important,Not important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Vague understanding,"The software landscape changes too frequently and to no useful purpose -- software is very faddish, and it makes perfectly fine but older software obsolete, or makes it so that a lot of time is spent maintaining software to match pointless changes in support software. ",80%,Very Important,Occasionally,Every time,Almost every time,Occasionally,"ncdf4, maps, and a ton of custom packages","Python, C/C++, JavaScript, Fortran, Shell Script",, 11/28/2017 22:23:25,30 -- 40,Female,North America,Doctorate's,Biostatistics,randomized clinical trials,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://cran.r-project.org/web/packages/randomizeR/,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,Same amount of time,Same amount of time,Very important,Somewhat important,Important,Not at all important,Not at all important,Very important,Very important,,,,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I consult the software specification and choose the next piece to implement.,Somewhat important,Important,Very important,Very important,Very important,Very important,Important,Somewhat important,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,"Unclear specification, too little resources (e.g. parallel cores), bugs",90%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,"ggplot2, dplyr, data.table","C/C++, Shell Script","You should add a ""not applicable"" field where you ask about the years of software learning.",diane.uschner@gmail.com 11/28/2017 22:28:19,30 -- 40,Male,North America,Doctorate's,Statistics,"The package referenced (openintro) was for work on statistics education (see openintro.org), but I also work in tech as a quantitative analyst. I'll only refer to the work on statistics education for this survey in the other fields. Most of my coding for that project is website development, with a minority being for education work. Virtually none is for ""research"".","Manager/Supervisor, Software Engineer/Programmer, Teacher",https://cran.r-project.org/web/packages/openintro/index.html,Yes,30%,One day ago,2--5 developers,Very important,Important,More time,Same amount of time,Same amount of time,Very important,Important,Very important,Important,Not at all important,Not important,Very important,,,,Very important,Occasionally,Occasionally,Almost every time,Seldom,Seldom,Seldom,I decide what I want to work on next,Very important,Somewhat important,Very important,Important,Important,Somewhat important,Important,Very important,Vague understanding,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,(1) Generalizability. (2) Correctness. (3) Efficiency.,0%,Not important,,,,,,"None used for ""research""",, 11/28/2017 22:47:22,18 -- 30,Male,Asia,Doctorate's,Statistics,Bayesian Analysis,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",,Yes,30%,One day ago,2--5 developers,Very important,Important,Much more time,Much more time,More time,Very important,Very important,Very important,Important,Somewhat important,Important,Very important,Somewhat important,Important,Important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,My supervisor tells me what to do.,Very important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,30%,Very Important,Occasionally,Every time,Every time,Every time,,C/C++,, 11/28/2017 23:01:13,30 -- 40,Male,North America,Bachelor's,"Physics, Economics",,"Software Engineer/Programmer, Financial Analyst",https://github.com/charliebone/shopifyr,Yes,80%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Somewhat important,Not important,Not important,Somewhat important,Somewhat important,Not important,Not at all important,Very important,Very important,Very important,Occasionally,Almost every time,Every time,Seldom,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"Distractions / getting into ""the zone"" of maximum productivity",40%,Very Important,Seldom,Every time,Almost every time,Almost every time,"xts, my personal research package","C/C++, C#, JavaScript",,cfriedem@gmail.com 11/28/2017 23:09:55,30 -- 40,Male,North America,,,,data scientist,,Yes,60%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Not important,Not at all important,Not at all important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Seldom,Every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Important,Very important,Somewhat important,Important,Important,Important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"actually coming up with an idea for a project that will be useful for other people and isn't already implemented, documentation is a bore, releasing software/pushing new versions out can invoke anxiety ",80%,Very Important,Seldom,Almost every time,Almost every time,Seldom,"dplyr, ggplot2, http","Java, Shell Script",I wasn't able to answer one of the open-ended questions on the first page of this survey b/c I couldn't insert text into the answer box, 11/28/2017 23:15:52,30 -- 40,Male,Europe,Doctorate's,Operational Research ,Data Analytics ,"Adacemic Researcher (professor, post-doc, etc), Engineer",,Yes,10%,One week ago,2--5 developers,Important,Somewhat important,Less time,Same amount of time,Same amount of time,Very important,Important,Very important,Somewhat important,Somewhat important,Very important,Very important,Somewhat important,Somewhat important,Important,Very important,Occasionally,Every time,Every time,Almost every time,Seldom,Seldom,I decide what I want to work on next,Important,Somewhat important,Very important,Important,Somewhat important,Very important,Important,Important,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Vague understanding,Understand for the most part,Novice understanding,Novice understanding,"Poor documented code, papers without code available (reinventing the wheel), uncertain feasibility. ",10%,Very Important,Almost every time,Every time,Occasionally,Every time,"Random Forest, Foreach, verification ","Python, C/C++",, 11/28/2017 23:17:26,40 -- 50,Male,North America,Doctorate's,Biological and Environmental Engineering,Hydrology,"Adacemic Researcher (professor, post-doc, etc), Engineer, Teacher",http://r-project.org,Yes,20%,One day ago,2--5 developers,Very important,Very important,More time,More time,More time,Very important,Not important,Not at all important,Not at all important,Not at all important,Not important,Important,Very important,Very important,Very important,Very important,Every time,Occasionally,Occasionally,Occasionally,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Not important,Very important,Very important,Somewhat important,Important,Important,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Novice understanding,Novice understanding,Novice understanding,GUI development environments. Prefer vi.,70%,Very Important,Occasionally,Almost every time,Almost every time,Every time,"sp, rgdal, EcoHydRology, SWATmodel","Python, C/C++, Java, Fortran, Shell Script",, 11/28/2017 23:33:35,18 -- 30,Male,South America,Doctorate's,Expression noise- and variability-QTL,Quantitative Genetics,"Graduate Student, Software Engineer/Programmer, Bioinformatician",https://github.com/dosorio,Yes,60%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Somewhat important,Very important,Important,Important,Not at all important,Very important,Very important,Important,Important,Very important,Very important,Seldom,Almost every time,Almost every time,Every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Not important,Not important,Very important,Very important,Very important,Very important,Important,Somewhat important,Novice understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,"Documenting software, find reference values to testing, defensive programming.",90%,Very Important,Seldom,Almost every time,Every time,Almost every time,"Matrix, base, parallel","Python, C/C++, Shell Script",,dcosorioh@tamu.edu 11/28/2017 23:44:17,30 -- 40,Female,North America,Doctorate's,Statistics,,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One month ago,1 developer ( I work alone),Very important,Not at all important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not at all important,Not at all important,Important,Very important,,,Very important,Very important,Occasionally,Occasionally,Almost every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Very important,Somewhat important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,software verification and software testing,70%,Very Important,Occasionally,Almost every time,Occasionally,Seldom,"stats, base, datasets",,, 11/28/2017 23:47:23,30 -- 40,Male,Asia,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://CRAN.R-project.org/package=ECFsup,Yes,60%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Not at all important,Not at all important,Not at all important,Important,Very important,Somewhat important,Somewhat important,Somewhat important,Very important,Almost every time,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Very important,Somewhat important,Somewhat important,Not important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Debugging,60%,Very Important,Occasionally,Seldom,Almost every time,Occasionally,"Rcpp, RcppArmadillo, fda","Python, C/C++, Java, JavaScript, Fortran, Shell Script, PHP, SQL, Matlab, Julia, Haxe",, 11/28/2017 23:51:38,30 -- 40,Male,North America,Doctorate's,Geology & Geophysics,Paleobiology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/dwbapst/paleotree,Yes,80%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,Same amount of time,Same amount of time,Important,Important,Somewhat important,Not at all important,Not important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Every time,Every time,Every time,Every time,,Very important,Very important,Very important,Important,Very important,Very important,Very important,Not at all important,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,Novice understanding,No idea what it means,"Intuiting common user misconceptions and mistakes, building clear documentation, ensuring that code for stochastic simulations is working properly",100%,Very Important,Almost every time,Occasionally,Every time,Every time,"paleotree (my own), ape, phangorn, phytools (if my own doesn't count)",,"Increasingly, I describe myself as a data scientist who happens to work on fossil data, but that feels crazy given I've never taken a course in how to program. And yet my software works well, and many other people use it, so I must be doing something right! A lot of the terms you used I'm not clear on the definition of, but I bet I probably have done that stuff, just not realizing that programmers call it that.",dwbapst@gmail.com 11/29/2017 0:10:55,18 -- 30,Male,North America,Doctorate's,Computer Science,Software Engineering,"Adacemic Researcher (professor, post-doc, etc), Engineer, Graduate Student, Software Engineer/Programmer",https://github.com/dgopstein/clust.bin.pair,Yes,50%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,More time,Very important,Not important,Important,Important,Very important,Very important,Not important,Not at all important,Not at all important,Important,Somewhat important,Occasionally,Almost every time,Every time,Almost every time,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Somewhat important,Very important,Very important,Important,Somewhat important,Vague understanding,Novice understanding,Understand for the most part,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,It has to be done in my personal time.,50%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"data.table, ggplot2, clust.bin.pair",Clojure,,dg2514@nyu.edu 11/29/2017 0:22:11,30 -- 40,Male,South America,Doctorate's,Ecology and Evolutionary Biology,Freshwater Ecology and Ichthyology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/clquezada/tRophicPosition,Yes,20%,One month ago,1 developer ( I work alone),Important,Not important,Much more time,More time,Same amount of time,Very important,Important,Important,Not important,Not important,Important,Important,,,Very important,Very important,Occasionally,Occasionally,Occasionally,Seldom,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Very important,Somewhat important,Important,,Very important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,50%,Important,Seldom,Almost every time,Almost every time,Occasionally,ggplot2 tRophicPosition BiodiversityR,Python,,claudio.quezada.r@gmail.com 11/29/2017 0:23:30,50 -- 60,Male,Europe,Doctorate's,Nonlinear robust estimation,Calibration of computer models,Engineer,https://robustbase.r-forge.r-project.org,Yes,0%,One year ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Somewhat important,Somewhat important,Important,Important,Important,Very important,Almost every time,Every time,Every time,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Very important,Somewhat important,Very important,Important,Very important,Very important,Important,Somewhat important,Vague understanding,Vague understanding,Understand for the most part,Vague understanding,Vague understanding,Understand for the most part,Novice understanding,No idea what it means,No formal recognition system,60%,Very Important,Seldom,Almost every time,Occasionally,Seldom,,MATLAB,, 11/29/2017 0:24:28,50 -- 60,Male,Oceania,Doctorate's,Genetic Epidemiology,Human Genetics,"Adacemic Researcher (professor, post-doc, etc)",https://genepi.qimr.edu.au/staff/davidD/index.html#R,Yes,10%,One day ago,1 developer ( I work alone),Important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Not important,Important,Not important,,Important,Very important,Important,Important,Important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Programming time availability;growth of dataset size;foreign function inferfacing from Fortran,90%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,lmer4 MASS foreign,"Fortran, Shell Script, scheme, awk",Genetic epidemiology and statistical genetics heavily involves software development, 11/29/2017 0:49:30,40 -- 50,Male,Europe,Master's,Economics,Finance,Consultant,https://github.com/gluc/data.tree,Yes,10%,One week ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Important,Important,Very important,Very important,Very important,Important,Important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I fix the next high-priority bug assigned to me.,Very important,Very important,Very important,Very important,Very important,Very important,Important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,None,10%,Somewhat important,Occasionally,Almost every time,Occasionally,Every time,data.tree ahp shiny,"Python, C#",,cg@ipub.com 11/29/2017 0:52:54,30 -- 40,Male,North America,Doctorate's,Cancer Genomics,Cancer Genomics,"Adacemic Researcher (professor, post-doc, etc)",https://bitbucket.org/djhshih/io,Yes,30%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,Important,Important,Important,Important,Almost every time,Every time,Every time,Almost every time,Every time,Every time,I decide what I want to work on next,Very important,Somewhat important,Very important,Very important,Very important,Somewhat important,Very important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"Software become obsolete quickly in research. Managing dependencies on other software can be difficult due to poor packaging. General quality of software in research is poor: not documented, not portable, not well-tested, and more than half of published bioinformatics research software are shipped broken.",100%,Very Important,Every time,Almost every time,Almost every time,Every time,"base, io, ggplot2","Python, C/C++, Go, Rust, Shell Script",, 11/29/2017 1:13:32,40 -- 50,Male,Europe,Doctorate's,statistics,medical research ,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One day ago,2--5 developers,Somewhat important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not important,Somewhat important,Important,Not important,Important,Very important,Important,Almost every time,Every time,Every time,Every time,Almost every time,Occasionally,I consult with my colleagues.,Somewhat important,Not important,Very important,Very important,Very important,Somewhat important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,,80%,Very Important,Occasionally,Every time,Every time,Occasionally,"gamlss, lme4, survival ",C/C++,, 11/29/2017 1:31:06,40 -- 50,Male,Europe,Doctorate's,Clinical pharmacology,Biotech,"Engineer, Manager/Supervisor",http://cran.r-project.org,Yes,10%,Six months ago,1 developer ( I work alone),Not important,Somewhat important,Much more time,Much more time,More time,Very important,Very important,Not important,Not important,Somewhat important,Important,Important,Somewhat important,Important,Important,Not important,Seldom,Seldom,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Not important,Somewhat important,Somewhat important,Important,Important,Important,Somewhat important,Not at all important,Vague understanding,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,New package requirements to work in R,0%,Important,Never,Occasionally,Occasionally,Almost every time,Nlme hmisc odesolve,Fortran,, 11/29/2017 1:35:57,18 -- 30,Male,North America,Doctorate's,Statistics,big data,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,More time,Important,Important,Important,Important,Not important,Important,Very important,,,,,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,,,,,,,,,,,,,,,,,,toooooooo many words, 11/29/2017 1:36:48,18 -- 30,Male,North America,Master's,Biochemistry,Antibody Characterization ,"Industrial Research Scientist, Software Engineer/Programmer",,Yes,30%,One day ago,2--5 developers,Very important,Important,Much more time,Much more time,More time,Very important,Important,Somewhat important,Not important,Not at all important,Not at all important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Every time,Every time,Almost every time,Occasionally,Almost every time,I consult with my colleagues.,Very important,Very important,Important,Very important,Important,Somewhat important,Important,Somewhat important,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Expert-level understanding,"Managing time allocation, fully gathering requirements before starting a project, preventing excessive feature creep as a project matures",50%,Very Important,Occasionally,Almost every time,Every time,Every time,"ggplot2, reshape2, doparallel","Python, C/C++",, 11/29/2017 1:36:48,30 -- 40,Male,North America,Doctorate's,Geophysics,geophysical acoustics (infrasound),Industrial Research Scientist,http://r-forge.r-project.org/scm/?group_id=1924,Yes,20%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Same amount of time,Very important,Not important,Somewhat important,Not at all important,Not at all important,Somewhat important,Very important,Important,Important,Important,Important,Occasionally,Seldom,Almost every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Very important,Important,Very important,Important,Somewhat important,No idea what it means,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,Vague understanding,"trustworthiness, documentation, support",30%,Very Important,Occasionally,Seldom,Seldom,Almost every time,"RSEIS, rNOMADS, XLConnect","Python, Shell Script",,danny.c.bowman@gmail.com 11/29/2017 2:18:33,50 -- 60,Female,North America,Doctorate's,Zoology,applied mathematics/time-series analysis,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",https://cran.r-project.org/web/packages/MARSS/index.html,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,Same amount of time,Very important,Very important,Somewhat important,Not at all important,Somewhat important,Not important,Somewhat important,Very important,Very important,Very important,Very important,Seldom,Almost every time,Every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Not important,Very important,Important,Important,Important,Important,Important,No idea what it means,Vague understanding,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,Novice understanding,Vague understanding,I derive the underlying algorithms. That can take years of work and testing.,60%,Very Important,Seldom,Almost every time,Seldom,Almost every time,I use probably over a 100 on a regular basis. I could not just list 3.,C/C++,"What surprises new R programmers is how much one is constantly on StackOverflow and Google to figure out how to solve R coding problems. Constantly means like every few lines of code sometimes. I would say I am an R expert, but the code base changes and improves so rapidly. What you know today is out of date in 6 months, so you must constantly be learning. Also what you can do changes by the month. Especially now that packages are on GitHub and its is easy to fork and develop, what you can do in R is improving and developing so fast. Also reproducible code and Rmarkdown is changing how people write papers and document their research. Wow, that is really a game-changer for everyone. People are just starting to post their Rmd files for papers, so you can immediately redo the entire analysis. If you want to apply someone's ideas and code to your problem, now you can do that so much fast. 100s of times faster.",eli.holmes@noaa.gov 11/29/2017 2:23:02,30 -- 40,Male,Oceania,Doctorate's,Computer Science,"time series forecasting, classification, clustering","Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One week ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Important,Not important,Very important,Very important,Important,Important,Important,Not at all important,Not at all important,Not at all important,Somewhat important,Occasionally,Almost every time,Almost every time,Occasionally,Almost every time,Occasionally,I decide what I want to work on next,Somewhat important,Important,Important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,,30%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,,"C/C++, Fortran",,christoph.bergmeir@monash.edu 11/29/2017 2:29:22,18 -- 30,Male,Europe,Master's,Data Science,Machine Learning,Corporate statistician,https://github.com/david-cortes/cmfrec,Yes,0%,Three months ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,More time,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Not at all important,Very important,Every time,Occasionally,Seldom,Never,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Very important,Somewhat important,Important,Important,Important,Somewhat important,Not at all important,Novice understanding,Vague understanding,Vague understanding,Novice understanding,No idea what it means,Vague understanding,Novice understanding,No idea what it means,"Hard-to-install dependencies, obscure packages that are related to what one is doing but were last updated many years ago and and now won't just work out-of-the-box, lack of a userbase of someone else to help check that software behaves as it should.",30%,Very Important,Almost every time,Every time,Almost every time,Every time,"dplyr,ggplot2,shiny",Python,"I'm not sure I really fit into your idea as I only do statistical stuff related to my job, which sometimes implies implementing state-of-the-art algorithms myself, but I don't publish the kind of research I do and I usually don't make up new concepts or algorithms myself.",david.cortes.rivera@gmail.com 11/29/2017 2:30:03,30 -- 40,Male,Europe,Master's,Economics,big data analytics,"Adacemic Researcher (professor, post-doc, etc), Industrial Research Scientist",https://github.com/chrstdanne,Yes,20%,One day ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much less time,Less time,Same amount of time,Very important,Important,Important,Not important,Not important,Important,Important,Not important,Very important,Very important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Not important,Important,Important,Important,Important,Not important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Lack of time,10%,Very Important,Seldom,Almost every time,Almost every time,Every time,"ggplot2, data.table, base-R",SQL,, 11/29/2017 2:53:46,30 -- 40,Female,Europe,Doctorate's,Statistics,Dependance analysis,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/GiniWegNeg/index.html,Yes,20%,One week ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Important,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Somewhat important,Very important,Very important,Almost every time,Every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Very important,Very important,Important,Important,Important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,,80%,Very Important,Almost every time,Almost every time,Occasionally,Occasionally,"GiniWegNeg, mvtnorm, mass",,,emanuela.raffinetti@unimi.it 11/29/2017 3:39:31,30 -- 40,Male,Europe,Doctorate's,Applied statistics,Banking,Manager/Supervisor,,Yes,20%,One month ago,11--20 developers,Important,Not important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Very important,Not important,Somewhat important,Important,Very important,Important,Important,Somewhat important,Almost every time,Seldom,Almost every time,Almost every time,Occasionally,Occasionally,I consult the software specification and choose the next piece to implement.,Very important,Not important,Somewhat important,Not important,Important,Somewhat important,Very important,Very important,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Difficulty to share data,30%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"data.table, mgcv, forecast","C/C++, C#",, 11/29/2017 3:40:11,30 -- 40,Male,Europe,Doctorate's,Psychology,Statistics,"Adacemic Researcher (professor, post-doc, etc)",http://www.github.com/Lakens/TOSter,Yes,10%,One day ago,1 developer ( I work alone),Somewhat important,Important,Same amount of time,More time,Same amount of time,Very important,Not important,Not important,Not important,Not important,Not important,Not important,Not important,Not important,Somewhat important,Very important,Seldom,Every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Not important,Not important,Not important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,20%,Important,Occasionally,Almost every time,Occasionally,Every time,,,, 11/29/2017 3:46:19,40 -- 50,Male,Europe,Doctorate's,Statistics,Medical Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,1 developer ( I work alone),Very important,Important,More time,Same amount of time,Same amount of time,Very important,Important,Very important,Not important,Important,Important,Important,Important,Important,Important,Important,Occasionally,Seldom,Almost every time,Almost every time,Occasionally,Every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,No idea what it means,,60%,Very Important,Seldom,Seldom,Almost every time,Seldom,"metafor, bayesmeta",C/C++,,christian.roever@med.uni-goettingen.de 11/29/2017 3:55:56,30 -- 40,Male,Europe,Doctorate's,Mathematics,Epidemiology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One day ago,2--5 developers,Very important,Not important,Much more time,Much more time,More time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Not at all important,Important,,,Very important,Very important,Every time,Almost every time,Almost every time,Occasionally,Every time,Almost every time,I decide what I want to work on next,Very important,Important,Important,Very important,Very important,Very important,Important,Somewhat important,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,,90%,Very Important,Seldom,Occasionally,Seldom,Almost every time,"survsim, hermite, survival",C/C++,, 11/29/2017 4:06:24,30 -- 40,Male,Europe,Doctorate's,Mathematics,Personalized Health,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Manager/Supervisor, Teacher",https://github.com/stekhoven/missForest,Yes,20%,One day ago,2--5 developers,Important,Very important,More time,Same amount of time,Less time,Very important,Somewhat important,Important,Not important,Not at all important,Important,Very important,,,Important,Very important,Occasionally,Seldom,Every time,Almost every time,Seldom,Seldom,I consult the software specification and choose the next piece to implement.,Important,Somewhat important,Important,Very important,Important,Somewhat important,Important,Not important,Novice understanding,Vague understanding,Understand for the most part,Expert-level understanding,Novice understanding,Novice understanding,Understand for the most part,Expert-level understanding,Proper version control; in group standards; intellectual property rights ,30%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,ggplot2; dplyr; rmarkdown,,,stekhoven@nexus.ethz.ch 11/29/2017 4:08:53,18 -- 30,Male,Europe,Doctorate's,Statistics,Medical statistics,"Adacemic Researcher (professor, post-doc, etc)", https://cran.r-project.org/web/packages/ICRanks/index.html,Yes,10%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,Much more time,Much more time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Every time,Every time,Every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Not important,Somewhat important,Very important,Very important,Very important,Very important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,"non code bugs, treating trivial situations, documentation",20%,Very Important,Occasionally,Almost every time,Never,Seldom,"ICRanks, Rcpp, pracma",C/C++,,diaa.almohamad@gmail.com 11/29/2017 4:11:50,30 -- 40,Male,Europe,Doctorate's,Biostatistics,"Bioinformatics (genomics, transcriptomics)","Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",https://github.com/fischuu/REPPlab,Yes,20%,One day ago,2--5 developers,Very important,Very important,Much less time,Less time,Same amount of time,Important,Important,Somewhat important,Important,Not important,Very important,Very important,,,Important,Important,Occasionally,Occasionally,Almost every time,Occasionally,Seldom,Almost every time,I consult with my colleagues.,Not important,Not important,Important,Important,Important,Somewhat important,Important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"portability, user interfaces, interfaces between tools",20%,Very Important,Occasionally,Occasionally,Almost every time,Occasionally,"edgeR, biomart, rsamtools","C/C++, Java, Shell Script",,daniel.fischer@luke.fi 11/29/2017 4:15:57,40 -- 50,Male,Europe,Doctorate's,Physics,,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/sharpeRratio/index.html,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Not important,Not important,Not important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Occasionally,Seldom,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Not important,Not important,Not important,Somewhat important,Important,Very important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,my own limits,90%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"Rcpp, ggplot2, data.table","Python, C/C++, Java, Shell Script",, 11/29/2017 4:18:46,30 -- 40,Male,Europe,Doctorate's,Economics,Agricultural Productivity,"Adacemic Researcher (professor, post-doc, etc)",,Yes,50%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Important,Important,Occasionally,Occasionally,Almost every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,Not important,Not important,No idea what it means,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Understand for the most part,,90%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,,,,edoardo.baldoni@gmail.com 11/29/2017 4:22:18,40 -- 50,Male,Europe,Doctorate's,Biometrics,Applied statistics,"Engineer, Government Research Scientist",https://github.com/ClementCalenge/,Yes,10%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Not important,Not important,Somewhat important,Important,Important,Important,Important,Important,Every time,Almost every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Somewhat important,Important,Important,Very important,Important,Very important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,,60%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,rgdal rgeos raster,"Python, C/C++, Shell Script",,clement.calenge@oncfs.gouv.fr 11/29/2017 4:22:18,18 -- 30,Male,Europe,Doctorate's,Biostatistics,Oncology,Statistician,,Yes,10%,More than one year ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,More time,Same amount of time,Somewhat important,Somewhat important,Very important,Important,Not at all important,Important,Important,Somewhat important,Somewhat important,Important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Important,Important,Important,Important,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,,70%,Very Important,Seldom,Almost every time,Almost every time,Occasionally,"survival, rms, base",SAS,,daniele.giardiello1@gmail.com 11/29/2017 4:23:13,30 -- 40,Male,Europe,Doctorate's,Sociology,Human migration,"Adacemic Researcher (professor, post-doc, etc)",http://agrmt.r-forge.r-project.org/,Yes,10%,One month ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,More time,Same amount of time,Very important,Somewhat important,Not important,Somewhat important,Not important,Not important,Important,Not important,Important,Important,Important,Seldom,Occasionally,Almost every time,Almost every time,Almost every time,Every time,I decide what I want to work on next,Somewhat important,Somewhat important,Not important,Not important,Very important,Very important,Somewhat important,Not important,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,other priorities,80%,Very Important,Seldom,Every time,Seldom,Occasionally,"psych, knitr, brms",LiveCode,, 11/29/2017 4:23:20,18 -- 30,Male,Europe,Master's,Psychology,Statistics for psychological research,"Graduate Student, Software Engineer/Programmer",https://github.com/vandenman/DstarM,Yes,40%,One day ago,21--50 developers,Important,Important,Much less time,Less time,Same amount of time,Very important,Somewhat important,Not important,Somewhat important,Not at all important,Important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Seldom,Every time,Occasionally,Occasionally,Never,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Important,No idea what it means,Vague understanding,No idea what it means,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Vague understanding,1) Merge conflicts. 2) Problems that require help from other developers (but those take ages to do so). 3) Meetings that run too long.,90%,Very Important,Never,Every time,Almost every time,Almost every time,"Rcpp, ggplot2, foreach","Python, C/C++",,donvdbergh@hotmail.com 11/29/2017 4:51:36,40 -- 50,Male,Europe,Doctorate's,Linguistics,Language sciences,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/ddediu/AdhereR,Yes,50%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not at all important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Seldom,Every time,Almost every time,Seldom,Occasionally,I decide what I want to work on next,Very important,Somewhat important,Very important,Not important,Very important,Very important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Novice understanding,Understand for the most part,Vague understanding,Understand for the most part,Finding the time to do it properly,80%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"data.table, plyr, ggplot2","Python, C/C++","Could have been useful to gather more info about education & past professional experience (e.g., I do have a PhD in linguistics but also a degree in Math & Computer Science, and I worked as a professional software engineer before :) ). Might have been useful to ask about the motivations (e.g., as part of job description, hobby/free time, collaborative work...), intended user base and generality (e.g., one-time run by self vs. long-term use by many in multiple contexts).",ddediu@gmail.com 11/29/2017 4:53:30,30 -- 40,Male,Europe,Doctorate's,Biology,Animal communication,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/gobbios/EloRating,Yes,10%,One month ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Not at all important,Not important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Occasionally,Almost every time,Seldom,Seldom,Occasionally,I decide what I want to work on next,Important,Somewhat important,Not important,Important,Somewhat important,Not at all important,Not important,Not at all important,Novice understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,No idea what it means,,10%,Very Important,Never,Almost every time,Never,Seldom,"lmd4, Rcpp, sna",C/C++,,christofneumann1@gmail.com 11/29/2017 4:55:03,30 -- 40,Male,Europe,Doctorate's,natural sciences,quantitative ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/cszang/treeclim,Yes,30%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not important,Not important,Not important,Not at all important,Not at all important,Not important,Not at all important,Important,Very important,Very important,Occasionally,Occasionally,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Important,Important,Important,Important,Very important,Important,Not important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,"Sometimes facing a wall b/c of not having a formal education in CS, sometimes hard wrap head around more complicated things.",80%,Very Important,Occasionally,Every time,Almost every time,Almost every time,"tidyverse, data.table, ncdf4","C/C++, C#, JavaScript, Shell Script",,christian.zang@wzw.tum.de 11/29/2017 4:58:13,30 -- 40,,Europe,Doctorate's,statistics,,,,Yes,,One day ago,1 developer ( I work alone),Important,Important,More time,More time,Same amount of time,Important,Important,Important,Somewhat important,Not important,Not important,Important,Not important,Somewhat important,Somewhat important,Important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Important,Important,Important,Important,Important,Important,Important,Important,Novice understanding,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,colleagues have no interest in or understanding of the work,20%,Important,Occasionally,Almost every time,Occasionally,Occasionally,,"Python, Java, Shell Script",Good survey!, 11/29/2017 5:05:42,40 -- 50,Female,Europe,Doctorate's,Forestry,Forest growth and yield,Government Research Scientist,https://github.com/cantonfe/sitreeE,Yes,90%,One day ago,1 developer ( I work alone),Very important,Important,More time,Same amount of time,Same amount of time,Very important,Not important,Not important,Somewhat important,Not at all important,Not important,Important,Not at all important,Not at all important,Important,Important,Almost every time,Almost every time,Almost every time,Occasionally,Seldom,Every time,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,No idea what it means,No idea what it means,Vague understanding,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,The objective changes after having worked on it for months.,90%,Very Important,Occasionally,Every time,Almost every time,Every time,"sitree, data.table, raster",,, 11/29/2017 5:08:26,50 -- 60,Male,Europe,Doctorate's,Applied mathematics,Computational biology,"Adacemic Researcher (professor, post-doc, etc), Engineer",https://cran.r-project.org/web/packages/madsim/index.html,Yes,10%,One month ago,1 developer ( I work alone),Important,Important,Much less time,Less time,Less time,Somewhat important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Important,Almost every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Somewhat important,Important,Important,Very important,Very important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,,40%,Very Important,Occasionally,Occasionally,Seldom,Almost every time,"fcros limma DESeq",C/C++,, 11/29/2017 5:09:06,30 -- 40,Male,Europe,Doctorate's,Mathematics,"Epidemiology, networks, statistics","Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Very important,Not important,Not important,Not at all important,Not important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Almost every time,Almost every time,Seldom,Occasionally,Almost every time,I decide what I want to work on next,,,,,,,,,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,,50%,Very Important,Never,Every time,Occasionally,Occasionally,"Rcpp, Matrix, datatable",C/C++,,dademarty@gmail.com 11/29/2017 5:19:33,30 -- 40,Male,Europe,Master's,Mathematics,Software development for business,Software Engineer/Programmer,,Yes,70%,One day ago,5--10 developers,Important,Important,More time,More time,More time,Very important,Somewhat important,Not at all important,Not important,Not at all important,Important,Important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Every time,Every time,Occasionally,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Important,Very important,Important,Very important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,"Make it run on any machine, user input, keeping it up-to-date",10%,Very Important,Seldom,Never,Never,Never,,"Python, Java, JavaScript, Typescript",,Daniel-Kolbe@web.de 11/29/2017 5:22:20,18 -- 30,Female,Europe,Doctorate's,Bioinformatics / computer science ,Systems biology - Networks ,"Graduate Student, Software Engineer/Programmer",,Yes,80%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Not important,Not important,Very important,Very important,Very important,Important,Important,Important,Very important,Every time,Every time,Every time,Every time,Seldom,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,90%,Very Important,Seldom,Occasionally,Seldom,Almost every time,Tidyverse network and igraph,Python,,Deisy@bierdepot.bioinf.uni-leipzig.de 11/29/2017 5:23:13,40 -- 50,Male,Europe,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Important,Somewhat important,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Seldom,Occasionally,Every time,Every time,Every time,Every time,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Important,Very important,Very important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"No pains, only joys",70%,Very Important,Seldom,Occasionally,Almost every time,Occasionally,"localdepth, many packages from me not yet released",Fortran,I would like you make available the data you collect as we provide free (as in freedom) software,claudio.agostinelli@unitn.it 11/29/2017 5:23:39,40 -- 50,Male,Europe,Doctorate's,Psychology,Epidemiology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com,Yes,10%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Same amount of time,Very important,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Somewhat important,Important,Very important,Very important,Seldom,Every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Understand for the most part,Vague understanding,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,get feedback from others,10%,Very Important,Seldom,Every time,Occasionally,Every time,survival rstan lme4,C/C++,, 11/29/2017 5:26:07,40 -- 50,Male,Europe,Doctorate's,Building physics,Building physics,"Engineer, Industrial Research Scientist, Manager/Supervisor, Software Engineer/Programmer",https://github.com/neurobat/homeR,Yes,60%,One day ago,5--10 developers,Very important,Not important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Very important,Not at all important,Not at all important,Very important,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,I consult with my colleagues.,Important,Important,Very important,Somewhat important,Very important,Important,Very important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,"It's frequently difficult to test scientific software, since you might not even know in advance what the answer should be.",90%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"knitr, ggplot2, plyr",C/C++,"I think it's an excellent initiative, please do keep me updated!",lindelof@ieee.org 11/29/2017 5:48:06,18 -- 30,Female,Europe,Doctorate's,Epidemiology,Biostatistics,Graduate Student,https://github.com/ElisabethDahlqwist/AF,Yes,10%,Six months ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Almost every time,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,"speed, bugs, generalizability",30%,Important,Seldom,Seldom,Seldom,Seldom,"survival, data.frame, stats",,,elisabeth.dahlqwist@ki.se 11/29/2017 5:48:33,40 -- 50,Female,Europe,Doctorate's,insurance statistics,R programming,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, Teacher, data analyst",https://github.com/woali,Yes,60%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Not important,Not important,Somewhat important,Somewhat important,Very important,Very important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,???,50%,Very Important,Almost every time,Almost every time,,,"hglm, ggplot2, MASS","Python, JavaScript",,rphdstatistics@gmail.com 11/29/2017 5:49:10,30 -- 40,Male,Europe,Doctorate's,Geography,"Geographical Analysis, Spatial Analysis, GIS","Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/sms/index.html,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,Much more time,Much more time,Important,Important,Important,Important,Important,Important,Important,Very important,Very important,Very important,Very important,Almost every time,Every time,Almost every time,Occasionally,Seldom,Almost every time,I consult with my colleagues.,Important,Important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Novice understanding,,80%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,"rgdal, maptools, spatstat, rgeos","Python, Java, C#, JavaScript, Shell Script",, 11/29/2017 5:53:02,40 -- 50,Male,Europe,Doctorate's,Hydrology,hydrology climatology emvironmental enginnering,"Adacemic Researcher (professor, post-doc, etc), Engineer, Software Engineer/Programmer",https://github.com/ecor,Yes,70%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Very important,Not important,Not important,Somewhat important,Important,Very important,Very important,Very important,Almost every time,Almost every time,Every time,Every time,Every time,Every time,,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,,,,,,,,,,,,,,,,stringr raster methods,"Python, C/C++",,emanuele.cordano@gmail.com 11/29/2017 6:00:09,40 -- 50,Male,Europe,Doctorate's,Ecology,University Teaching (ecology),"Adacemic Researcher (professor, post-doc, etc)",https://github.com/robbriers/biotic,Yes,10%,One day ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,More time,Very important,Important,Not at all important,Somewhat important,Not important,Not important,Important,Important,Important,Important,Very important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Important,Important,Important,Important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,time to achieve what I want to,10%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"nlme, ggplot, car",Python,spelling could be improved in places!!,r.briers@napier.ac.uk 11/29/2017 6:06:23,30 -- 40,Male,Europe,Doctorate's,Economics,Credit risk modelling,"Industrial Research Scientist, Manager/Supervisor",,Yes,30%,One week ago,2--5 developers,Very important,Important,Same amount of time,More time,Much more time,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,Very important,Very important,Very important,Seldom,Occasionally,Every time,Almost every time,Occasionally,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Very important,Very important,Very important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,20%,Very Important,Never,Occasionally,Seldom,Occasionally,Glmnet,Python,, 11/29/2017 6:16:41,30 -- 40,Male,Europe,Master's,Ecology,Natural hazards/risks,"Government Research Scientist, Software Engineer/Programmer",https://github.com/dariomasante/landscapeR,Yes,30%,One week ago,2--5 developers,Somewhat important,Very important,More time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Somewhat important,Not at all important,Not important,Not at all important,Not at all important,Important,Important,Almost every time,Seldom,Every time,Every time,Seldom,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Not important,Somewhat important,Important,Very important,Very important,Important,Somewhat important,Somewhat important,Vague understanding,Novice understanding,Understand for the most part,Expert-level understanding,Vague understanding,Understand for the most part,Understand for the most part,Vague understanding,Smart exception and error handling; Defining classes and methods; Portability ,80%,Very Important,Seldom,Every time,Occasionally,Every time,raster; ggplot2; ncdf4,"Python, C/C++, JavaScript",,dario.masante@gmail.com 11/29/2017 6:28:17,30 -- 40,Female,Europe,Doctorate's,Chemistry,"Chemometrics, i.e. statistical data analysis applied to chemistry-related measurements (spectroscopy)","Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Industrial Research Scientist, Manager/Supervisor, Software Engineer/Programmer, Freelancer",https://github.com/cbeleites/hyperSpec,Yes,20%,One day ago,1 developer ( I work alone),Important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Very important,Not important,Very important,,Very important,Very important,Very important,Almost every time,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,depends very much on the project. ,Very important,Somewhat important,Important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Novice understanding,"being told *not* to write unit tests in order to save time, not being allowed to publish software, not having time to think thoroughly about the coding ",40%,Very Important,Occasionally,Every time,Occasionally,Every time,"hyperSpec, ","Python, C/C++, Shell Script, Matlab","q. 18 - 20: my grading there would vary very much depending on the project some questions have the answers in ""reversed"" order which is a bit irritating. ",claudia.beleites@chemometrix.eu 11/29/2017 6:29:09,40 -- 50,Female,Europe,Doctorate's,statistical genetics,genetics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/chr1swallace/wgsea,Yes,30%,One day ago,2--5 developers,Very important,Very important,,,,Very important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Important,Important,Important,Important,Important,Occasionally,Almost every time,Almost every time,Occasionally,Almost every time,Almost every time,according to the scientific goals,,,,,,,,,,,,,,,,,,,,,,,,,,, 11/29/2017 6:34:58,30 -- 40,Male,Europe,Master's,Medicine,"Medicine, medical research",Clinician,https://CRAN.R-project.org/package=blandr ,Yes,10%,One week ago,1 developer ( I work alone),Somewhat important,Not important,Much more time,More time,Same amount of time,Very important,Not important,Not important,Not important,Important,Not important,Not important,Not important,Not important,Not important,Very important,Almost every time,Every time,Every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,"Sitting down working what I need, trying to figure out if others have created something suitale",10%,Important,Seldom,Almost every time,Seldom,Occasionally,"tidyverse, ggplot2",,,deepankardatta@nhs.net 11/29/2017 6:36:30,30 -- 40,Female,Europe,Master's,Bioinformatics,"nursing research, statistics","Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/samplingDataCRT/index.html,Yes,10%,One month ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Important,Not important,Somewhat important,Somewhat important,Very important,Important,Important,Very important,Very important,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Very important,Important,Important,Important,Somewhat important,Very important,Not important,Not at all important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,No idea what it means,No idea what it means,find colleagues to work with,80%,Very Important,Never,Seldom,Never,Every time,"lme4, ggplot2, MASS",,,diana.trutschel@dzne.de 11/29/2017 6:44:31,30 -- 40,Male,Europe,Doctorate's,Zoology,Animal Behaviour,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One month ago,1 developer ( I work alone),Important,Important,Much more time,Same amount of time,Same amount of time,Somewhat important,Not important,Very important,Somewhat important,Important,Very important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Occasionally,Seldom,Occasionally,Occasionally,Almost every time,What other researchers ask me to help with,Very important,Very important,Very important,Very important,Very important,Very important,Somewhat important,Not important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Users have no data management skills.,90%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"lme4, asnipe, igraph","Python, C/C++, Shell Script",Note that software can also be used for task automation., 11/29/2017 7:02:49,over 60,Male,Europe,Doctorate's,DDS,Clinical biostatistics,Researcher for Paris University Hospitals' Clinical Research Direction,https://github.com/EmmanuelCharpentier/patchSynctex,Yes,20%,One week ago,1 developer ( I work alone),Somewhat important,Not at all important,,,,Very important,Somewhat important,Important,Not at all important,Not at all important,Somewhat important,Important,Somewhat important,Somewhat important,Not important,Not important,Every time,Almost every time,Every time,Seldom,Occasionally,Every time,I decide what I want to work on next,Very important,Somewhat important,Very important,Important,Somewhat important,Important,Not important,Not at all important,Understand for the most part,Vague understanding,Novice understanding,Novice understanding,Vague understanding,Novice understanding,Novice understanding,No idea what it means,"Understanding other people's code, Understandig other people's documentation, Finding time to work correctly",30%,Important,Occasionally,Every time,Almost every time,Every time,"knitr, rstan, rjags","Python, C/C++, Shell Script, Sagemath (a. k. a. Sage)","I'm not a developper in any professional sense ; I code what I have to code in order to ""scratch my itches"".",emm.charpentier@free.fr 11/29/2017 7:05:41,40 -- 50,Male,Europe,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/mombf/index.html,Yes,0%,Three months ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Important,Important,Not important,Not important,Somewhat important,Important,Important,Seldom,Seldom,Almost every time,Almost every time,Seldom,Almost every time,I decide what I want to work on next,Not important,Not important,Somewhat important,Not important,Not important,Important,Important,Not important,No idea what it means,No idea what it means,Vague understanding,No idea what it means,No idea what it means,Novice understanding,Novice understanding,Understand for the most part,Debugging,10%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,,C/C++,, 11/29/2017 7:09:10,30 -- 40,Male,Europe,Doctorate's,Metabolomics,Cancer,"Graduate Student, Industrial Research Scientist",,No,10%,More than one year ago,1 developer ( I work alone),Important,Important,Much more time,Much more time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Not important,Somewhat important,Important,Not important,Not important,Important,Very important,Almost every time,Almost every time,Occasionally,Almost every time,Almost every time,Occasionally,I fix the next high-priority bug assigned to me.,Important,Important,Important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Reproducibility,50%,Very Important,Seldom,Occasionally,Seldom,Every time,"Deseq2, muma, ggplot2",Matlab,, 11/29/2017 7:09:14,30 -- 40,Male,South America,Doctorate's,Ecology,Ecology,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/derek-corcoran-barrios/DiversityOccu,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,More time,Very important,Somewhat important,Very important,Somewhat important,Not important,Not important,Important,Somewhat important,Somewhat important,Very important,Very important,Almost every time,Every time,Occasionally,Every time,Almost every time,Every time,I decide what I want to work on next,Very important,Important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Vague understanding,"Who to discuss with, misunderstanding of cost time by peers, lack of testers",50%,Very Important,Almost every time,Every time,Every time,Every time,"tidyverse, ggplot2, raster","Python, C/C++, JavaScript",,derek.corcoran.barrios@gmail.com 11/29/2017 7:12:42,18 -- 30,Male,Europe,Master's,Prehistoric Archaeology,Modelling in Bronze Age Archaeology,Graduate Student,https://github.com/ISAAKiel/recexcavAAR,Yes,50%,One day ago,2--5 developers,Very important,Very important,Less time,Less time,Less time,Very important,Very important,Important,Somewhat important,Not important,Important,Very important,,,,,Almost every time,Occasionally,Every time,Almost every time,Almost every time,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Important,Important,Important,Important,Important,Somewhat important,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Understand for the most part,No idea what it means,"incomprehension by colleagues, lack of collaboration / 'go it alone' attitude, time pressure",50%,Very Important,Almost every time,Almost every time,Occasionally,Every time,"tidyverse, Rcpp, sf",C/C++,,clemens@nevrome.de 11/29/2017 7:26:22,40 -- 50,Male,Europe,Doctorate's,Population Biology,"Evolution, Ecology, and Conservation Biology","Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",http://www.github.com/danlwarren,Yes,30%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Important,Not important,Very important,Important,Important,Important,Very important,Very important,Almost every time,Occasionally,Almost every time,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,"Lack of time, lack of funding, and insufficient career incentives",60%,Very Important,Occasionally,Every time,Occasionally,Almost every time,"Other than my own? Dismo, APE, ggplot2",Perl,"Some of the answers made no sense with the question. ""How much time do you spend"" can't really be answered with ""occasionally"" or ""sometimes"".", 11/29/2017 7:29:35,30 -- 40,Male,North America,Doctorate's,Political Science,"methodology, machine learning","Adacemic Researcher (professor, post-doc, etc), Graduate Student, Software Engineer/Programmer",https://github.com/carlson9/weightTAPS,Yes,20%,One day ago,2--5 developers,Very important,Important,Much more time,Much more time,More time,Very important,Very important,Somewhat important,Not at all important,Important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Somewhat important,Almost every time,Every time,Almost every time,Every time,Almost every time,Almost every time,I consult the software specification and choose the next piece to implement.,Important,Very important,Very important,Very important,Very important,Very important,Very important,Important,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"proper documentation, flexibility / generalizability, user-friendliness",80%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"rstan, Rcpp, R2JAGS","Python, C/C++, JavaScript, Shell Script, Ruby, Ruby on Rails",, 11/29/2017 7:48:08,18 -- 30,Male,Asia,Master's,Geographic information systems,Transportation,Graduate Student,https://github.com/bogind/easycsv,Yes,10%,One week ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Not at all important,Very important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Occasionally,Every time,Every time,Occasionally,Seldom,I decide what I want to work on next,Very important,Important,Very important,Very important,Important,Important,Very important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"Adapting code to multiple os, modifying working code to work better & using said code in new software",80%,Very Important,Occasionally,Seldom,Seldom,Almost every time,"Dplyr, easycsv and httr","Python, JavaScript",,Dror.bogin@gmail.com 11/29/2017 7:50:27,40 -- 50,Female,Europe,Doctorate's,Mathematical Modelling,Mathematical Modelling,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Software Engineer/Programmer",https://github.com/HelenKettle/microPop/blob/master/DESCRIPTION,Yes,90%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Important,Important,Very important,Very important,Very important,Every time,Occasionally,Every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Very important,Very important,Very important,Very important,Important,Important,Not important,Not important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,No idea what it means,"Testing - I wish I had more people to test my code, both for correctness but also to give feedback on 'user experience'.",90%,Very Important,Seldom,Almost every time,Seldom,Seldom,"deSolve, microPop, stagePop","Python, Fortran","For me (a mathematician with no training in software development) I find writing and planning the code very easy and enjoyable. The hard bit is jumping through the hoops to get it to satisfy package requirements as I don't always understand the jargon. I was lucky as I got help from our IT manager for my first package (stagePop) and then I could do my second package (microPop) on my own. There are papers about both of my packages in Methods in Ecology and Evolution (Applications) and knowing I could publish a paper about the software was a big driver for me spending time on development as publications are everything in academia! Also the MEE journal publishes Applications papers free of charge and has a great impact factor so writing a package and getting it published in MEE ticks boxes for both fun (writing code!) and career progression (papers!). The other driver is wanting to share my work and making it feel worthwhile! It's very nice when people email you and say they are finnding your package really helpful!",Helen.Kettle@bioss.ac.uk 11/29/2017 8:13:00,50 -- 60,Male,Europe,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/,Yes,10%,One week ago,1 developer ( I work alone),Very important,Important,Same amount of time,Same amount of time,Same amount of time,Important,Somewhat important,Very important,Not important,Very important,Not important,Important,Important,Important,Important,Somewhat important,Occasionally,Seldom,Almost every time,Seldom,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Very important,Very important,Somewhat important,Somewhat important,Not important,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,No idea what it means,,,20%,Very Important,Never,Almost every time,Occasionally,Almost every time,"LME4, MASS, Faraway","C/C++, Shell Script",, 11/29/2017 8:19:08,30 -- 40,Male,Europe,Doctorate's,Biology,Agricultural sciences and epidemiology,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Manager/Supervisor, Software Engineer/Programmer",https://github.com/cbarbu/R-package-zoom,Yes,30%,One day ago,2--5 developers,Very important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Not important,Not important,Important,Somewhat important,Very important,Not at all important,Not at all important,Very important,Very important,Almost every time,Occasionally,Every time,Almost every time,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Not important,Very important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Vague understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,,80%,Very Important,Occasionally,Every time,Almost every time,Almost every time,"sp, devtools, rgdal","Python, C/C++, JavaScript, Shell Script","The limit between scripting analysis and developing scientific software is often blurred in applied research, analysis scripts regularly become scientific software progressively. My management of analysis scripts and required functions built for the analysis is very similar to the management of real scientific software (continuum functions in the script, in separate file sourced in different scripts and integration to R packages). ",corentin.barbu@gmail.com 11/29/2017 8:20:15,18 -- 30,Male,Europe,Master's,Economics,Risk Management,Graduate Student,,Yes,20%,One day ago,1 developer ( I work alone),Important,Not important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Very important,Very important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Occasionally,Every time,Every time,Almost every time,Almost every time,I fix the next high-priority bug assigned to me.,Important,Important,Very important,Important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,,50%,Important,Seldom,Almost every time,Seldom,Every time,"Dplyr, ggplot2, stringr","Python, JavaScript",,dejan.prv@gmail.com 11/29/2017 8:31:51,40 -- 50,Male,Europe,Doctorate's,Visualization of geo-related data,,"Engineer, Manager/Supervisor, Software Engineer/Programmer, Teacher",https://cran.r-project.org/package=recmap,Yes,70%,One day ago,2--5 developers,Important,Very important,Same amount of time,Same amount of time,Same amount of time,Important,Important,Important,Important,Not at all important,Important,Important,Not important,Somewhat important,Important,Very important,Every time,Every time,Almost every time,Almost every time,Every time,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Important,Very important,Very important,Very important,Somewhat important,Very important,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Expert-level understanding,"time, working place, ",30%,Very Important,Seldom,Seldom,Almost every time,Almost every time,"lattice, base, graphics","Python, C/C++, Java, C#, Shell Script",,cp@fgcz.ethz.ch 11/29/2017 8:43:05,18 -- 30,Female,Europe,Doctorate's,Bioinformatics,Genetics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/simPATHy/index.html,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,Same amount of time,Same amount of time,Very important,Somewhat important,Important,Somewhat important,Very important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Almost every time,Almost every time,Every time,Almost every time,Every time,I consult with my colleagues.,Somewhat important,Very important,Important,Very important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,Novice understanding,,30%,Very Important,Almost every time,Every time,Occasionally,Every time,"igraph, ggplot, limma","C/C++, JavaScript",,elisetta.88@live.it 11/29/2017 8:43:56,18 -- 30,Female,Europe,Doctorate's,Statistics,Statistical Computing,"Adacemic Researcher (professor, post-doc, etc)",,Yes,0%,Six months ago,2--5 developers,Important,Important,Much more time,Much more time,Same amount of time,Very important,Important,Not important,Not at all important,Very important,Important,Important,,,,Not important,Occasionally,Occasionally,Almost every time,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Important,Somewhat important,Very important,Important,Important,Very important,Somewhat important,Not important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"Compatibility with CRAN requirements, usability of the package, fear of misuse or incorrect use of the package",20%,Very Important,Seldom,Every time,Seldom,Almost every time,"base, Rcpp, mcmcse","C/C++, Fortran",, 11/29/2017 8:48:43,30 -- 40,Male,Europe,Doctorate's,Computer science,Meteorology,"Government Research Scientist, Software Engineer/Programmer",,Yes,50%,One day ago,2--5 developers,Very important,Very important,More time,More time,More time,Very important,Important,Very important,Not at all important,Important,Important,Very important,,,,Very important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,,Very important,Very important,Very important,Important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,,50%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,"data.table, ROracle, testthat","Python, C/C++, JavaScript, Shell Script",, 11/29/2017 8:51:42,30 -- 40,Male,Europe,Doctorate's,Agriculture,,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,1 developer ( I work alone),Somewhat important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Not important,Not important,Very important,Important,Very important,,,Very important,Very important,Almost every time,Almost every time,Occasionally,Almost every time,Never,Occasionally,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Important,Important,Important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,1) Bugs in the functions of other people's R packages which I use for my own R scripts; 2) with R it is often hard to detect bugs in my own code; 3) restructuring of my R code can be a pain when I add new function arguments.,90%,Very Important,Occasionally,Almost every time,Seldom,Occasionally,1) ggplot; 2) additiveDEA; 3) Benchmarking,,,andreassot10@yahoo.com 11/29/2017 9:02:45,30 -- 40,Male,Europe,Doctorate's,Statistics,Data Science Applications and Research in Company Transactions (e.g. M&A),"Adacemic Researcher (professor, post-doc, etc), Industrial Research Scientist, Manager/Supervisor",,Yes,10%,One week ago,5--10 developers,Very important,Not important,Much more time,Much more time,More time,Very important,Important,Somewhat important,Somewhat important,Very important,Important,Very important,Not important,Not important,Not important,Somewhat important,Almost every time,Every time,Almost every time,Seldom,Seldom,Occasionally,I decide what I want to work on next,Very important,Important,Very important,Important,Somewhat important,Not important,Not at all important,Not at all important,Expert-level understanding,Understand for the most part,Novice understanding,Expert-level understanding,Novice understanding,Novice understanding,Novice understanding,Expert-level understanding,"Convinzng stakeholders of the approache's value, Infrastructure procurement, data privacy",20%,Important,Seldom,Almost every time,Occasionally,Seldom,"Plyr, stats, mvn","Python, C/C++, Shell Script",, 11/29/2017 9:20:05,30 -- 40,Male,Europe,Master's,Psychology,Developmental Psychology,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Teacher",,Yes,30%,One month ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Not important,Not important,Somewhat important,Important,Very important,Important,Not important,Not important,Not important,Seldom,Occasionally,Almost every time,Occasionally,Almost every time,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,,,,,,,,,,,,,,,,,,,,,,,,,,, 11/29/2017 9:24:14,40 -- 50,Male,Europe,Doctorate's,Ecology and population biology,evolutionary biology,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",http://ape-package.ird.fr/,Yes,20%,One week ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Not important,Not important,Somewhat important,Not important,Not important,Somewhat important,Important,Important,Important,Important,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Important,Not important,Somewhat important,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Reverse dependencies on my packages. Queries from users that are poorly motivated. Maintaining integrity and performance in my packages.,70%,Very Important,Occasionally,Almost every time,Seldom,Occasionally,"ape, adegenet, pegas",C/C++,, 11/29/2017 9:26:26,over 60,Male,North America,Doctorate's,Botany and Forestry -- Plant Ecology,vegetation ecology,"Adacemic Researcher (professor, post-doc, etc)", https://CRAN.R-project.org/package=optpart,Yes,10%,One day ago,1 developer ( I work alone),Very important,Important,,,,Very important,Important,Not important,Not at all important,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Not important,Important,Important,Important,Important,Very important,Not at all important,Novice understanding,Vague understanding,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,No idea what it means,having to deal with Windows and proprietary data formats,30%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"labdsv, optpart, vegan","Python, Fortran, GRASS, if you call that a language",I develop software because I invent analyses and no one else has ever or will ever write code to address the new concepts. I share my code because I have benefited from others in the past and want to pay it forward as well as because I beliwvw that all scientific computation should be open and I support open source,droberts@montana.edu 11/29/2017 9:34:31,30 -- 40,Male,Europe,Doctorate's,Education,Equity and effectiveness in education,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/eldafani/intsvy,Yes,20%,One week ago,2--5 developers,Very important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Not important,Not at all important,Very important,Not important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Never,Never,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Important,,Important,Important,Important,Somewhat important,Somewhat important,No idea what it means,No idea what it means,No idea what it means,No idea what it means,Vague understanding,Vague understanding,No idea what it means,No idea what it means,"1. Testing, making sure I can replicate results from other software. 2. Maintaining functions that I do not use for my own research. 3. Changes on packages my package depends on.",50%,Very Important,Occasionally,Never,Never,Occasionally,"foreign, ddply, ggplot2",,,daniel.caro@education.ox.ac.uk 11/29/2017 9:43:09,over 60,Male,Europe,Doctorate's,mathematics,financial mathematics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org,Yes,20%,One week ago,2--5 developers,Very important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Not at all important,Not at all important,Not at all important,Important,Somewhat important,Somewhat important,Very important,Important,Occasionally,Almost every time,Almost every time,Seldom,Seldom,Occasionally,I consult with my colleagues.,Very important,Important,Important,Very important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,"find algorithms which solve the problem, fast implementation, bad solutions",30%,Very Important,Seldom,Every time,Seldom,Every time,"Rglpk, timeSeries, probability distributions (many packages)","C/C++, Fortran",,apalczew@mimuw.edu.pl 11/29/2017 9:49:01,18 -- 30,Male,Europe,Doctorate's,Statistics,Machine Learning,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/anMC/index.html,Yes,30%,One week ago,2--5 developers,Important,Somewhat important,Same amount of time,Less time,Same amount of time,Very important,Important,Somewhat important,Not important,Somewhat important,Important,Very important,Not at all important,Not at all important,Not important,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Somewhat important,Somewhat important,Very important,Very important,Important,Not important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,Novice understanding,"Reproducibility, compliance with most recent platform versions, different notation for the same concepts.",30%,Very Important,Occasionally,Every time,Almost every time,Occasionally,"ggplot2, Rcpp, Dicekriging","Python, C/C++, Shell Script, Julia",, 11/29/2017 9:51:08,40 -- 50,Female,Europe,Doctorate's,Development of psychological methods and its application to empirical data,Symptom network models,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/cvborkulo/NetworkComparisonTest,Yes,50%,Three months ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Very important,Important,Not important,Important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Every time,Every time,Every time,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Very important,Important,Very important,Very important,Important,Somewhat important,Not at all important,Vague understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Vague understanding,No idea what it means,"debugging, speed issues",80%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"qgraph, NCT, isingSampler",no other,,cvborkulo@gmail.com 11/29/2017 9:55:50,30 -- 40,Male,South America,Master's,ecology,bioinformatics,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",https://github.com/dvdscripter/ini,Yes,30%,One day ago,2--5 developers,Important,Very important,Much more time,More time,More time,Very important,Not important,Not at all important,Very important,Not at all important,Very important,Very important,Not at all important,Not at all important,Somewhat important,Very important,Almost every time,Seldom,Seldom,Occasionally,Occasionally,Every time,I consult the software specification and choose the next piece to implement.,Very important,Somewhat important,Somewhat important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Vague understanding,Expert-level understanding,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,"lack of requirements, unplanned changes, new specification",10%,Very Important,Seldom,Every time,Every time,Almost every time,"vegan, ggplot2, rgdal","Go, Shell Script",,dvdscripter@gmail.com 11/29/2017 10:11:26,30 -- 40,Male,Africa,Doctorate's,Mathematical Statistics,Statistician ,"Adacemic Researcher (professor, post-doc, etc)",,Yes,70%,Three months ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Important,Important,Important,Somewhat important,Somewhat important,Important,Important,Important,Important,Important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,80%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,,"C/C++, Java",, 11/29/2017 10:12:30,18 -- 30,Male,Europe,Doctorate's,Bioinformatics,cell metabolism,"Adacemic Researcher (professor, post-doc, etc)",,Yes,80%,One day ago,2--5 developers,Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Important,Important,Very important,Important,Somewhat important,Very important,Important,,,,,Occasionally,Almost every time,Every time,Occasionally,Occasionally,Occasionally,I consult with my colleagues.,Not important,Not important,Not important,Important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"debugging, installation/compiling issues",80%,Very Important,Seldom,Seldom,Every time,Occasionally,"sybil, dplyr, ggplot2","Python, Shell Script, perl",,clfri003@hhu.de 11/29/2017 10:14:15,18 -- 30,Male,Oceania,Doctorate's,Biology,Ecology,"Adacemic Researcher (professor, post-doc, etc)",https://www.GitHub.com/wilkox/treemapify,Yes,50%,One week ago,1 developer ( I work alone),Very important,Important,Much more time,More time,More time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Important,Somewhat important,Important,Important,Important,Not important,Vague understanding,Novice understanding,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,"Lack of feedback because the user base is so small, supporting old code that is no longer useful to me but is being used by others, finding time and an appropriate environment to code",50%,Very Important,Occasionally,Occasionally,Occasionally,Almost every time,"ggplot2, dplyr, vegan","Shell Script, Perl",, 11/29/2017 10:37:55,50 -- 60,Male,Europe,Doctorate's,Biology,,Teacher,https://cran.r-project.org/web/packages/available_packages_by_name.html,Yes,50%,One day ago,5--10 developers,Very important,Very important,Much more time,More time,More time,Very important,Not important,Not important,Not important,Not important,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Important,Important,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,50%,Very Important,Seldom,Occasionally,Seldom,Occasionally,,,, 11/29/2017 10:42:38,30 -- 40,Male,North America,Master's,Geography,Biodiversity Conservation,Government Research Scientist,https://github.com/mablab/rpostgis,Yes,10%,One week ago,2--5 developers,Somewhat important,Somewhat important,Much more time,More time,More time,Important,Somewhat important,Not important,Not important,Not important,Somewhat important,Somewhat important,Not important,Not important,Not important,Very important,Seldom,Occasionally,Occasionally,Seldom,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,Somewhat important,Vague understanding,No idea what it means,Novice understanding,No idea what it means,Vague understanding,Understand for the most part,Understand for the most part,Vague understanding,,70%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"randomForest, DBI, ggplot2",Python,, 11/29/2017 10:52:53,18 -- 30,Male,South America,Master's,Computer Sciences,Bioinformatics,"Adacemic Researcher (professor, post-doc, etc), Engineer, Teacher",https://github.com/cyones/miRNAss,Yes,50%,One day ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Important,Somewhat important,Not important,Not important,Not at all important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Somewhat important,Seldom,Occasionally,Almost every time,Seldom,Occasionally,Almost every time,I consult the software specification and choose the next piece to implement.,Not at all important,Not important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Not important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,"I work with biologists that have little knowledge of programming. Therefore, the software must be easy to use. Write a clear documentation is always a challenge. Second, the software verification and testing, that have to be rigurous to publish the work in a scientific journal. Third is the software maintanance, since it takes time and I have to work in new researchs.",20%,Important,Never,Occasionally,Almost every time,Occasionally,"ggplot2, Rspectra, Rcpp","Python, C/C++",Interesting topic.,cyones@sinc.unl.edu.ar 11/29/2017 10:53:55,50 -- 60,Male,South America,Doctorate's,Epidemiology,Epidemiology and statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/AmostraBrasil/index.html,Yes,10%,One week ago,1 developer ( I work alone),Very important,Very important,Less time,Less time,Less time,Very important,Important,Important,Important,Somewhat important,Important,Very important,Very important,Very important,Very important,Very important,Seldom,Almost every time,Almost every time,Occasionally,Occasionally,Seldom,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Important,Important,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,,60%,Very Important,Occasionally,Almost every time,Occasionally,Seldom,,"C/C++, Fortran",,celso.stephan@gmail.com 11/29/2017 10:57:09,40 -- 50,Male,North America,Doctorate's,Medicine,Gene expression profiling,"Adacemic Researcher (professor, post-doc, etc), Clinician",,Yes,20%,One day ago,2--5 developers,Very important,Important,More time,More time,Same amount of time,Very important,Very important,Not at all important,Not at all important,Not at all important,Somewhat important,Very important,Not at all important,Somewhat important,Important,Very important,Occasionally,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Very important,Important,Very important,Important,Important,Important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Setting up the initial framework including documentation and unit testing, obtaining and formatting data",70%,Very Important,Occasionally,Almost every time,Occasionally,Every time,"Biobase, ggplot2, rhdf5","Python, C/C++, Shell Script",, 11/29/2017 10:58:23,40 -- 50,Male,Europe,Doctorate's,informatics,informatics,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",,Yes,100%,One day ago,2--5 developers,Very important,Not important,Much more time,More time,Same amount of time,Very important,Important,Important,Important,Very important,Somewhat important,Not important,Important,Important,Important,Very important,Every time,Almost every time,Every time,Almost every time,Almost every time,Almost every time,My supervisor tells me what to do.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"lack of direct help, little time, sometimes low cost-benefit ration",10%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"graphics, stats, RUnit",Java,go ahead!,farago@inf.u-szeged.hu 11/29/2017 11:03:59,18 -- 30,Male,North America,Doctorate's,Bioinformatics,Environmental Health,Graduate Student,,Yes,20%,One day ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Very important,Important,Important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Every time,Every time,Every time,Almost every time,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Somewhat important,Very important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Computational Efficiency,100%,Very Important,Every time,Every time,Every time,Every time,"limma, ggplot, dplyr","Python, Shell Script",,reeder@bu.edu 11/29/2017 11:04:10,40 -- 50,Male,Europe,Doctorate's,X-Ray Absorption Spectroscopy,Biostatistics,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Teacher",,Yes,40%,One day ago,1 developer ( I work alone),Important,Important,More time,More time,Same amount of time,Very important,Important,Not important,Not at all important,Important,Very important,Very important,Important,Important,Important,Important,Occasionally,Occasionally,Every time,Occasionally,Occasionally,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Important,Important,Important,Not important,Not important,Understand for the most part,Novice understanding,Expert-level understanding,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,,80%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,lme4; car; SARP.base,C/C++,, 11/29/2017 11:10:10,40 -- 50,Male,North America,Doctorate's,Environmental Science & Engineering,Bioinformatics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/dmgatti/DOQTL/,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,,Very important,Important,Important,Important,Occasionally,Occasionally,Every time,Occasionally,Occasionally,Seldom,My supervisor tells me what to do.,Very important,Very important,Very important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"Insufficient time, changing requirements, broken dependencies.",90%,Very Important,Seldom,Almost every time,Almost every time,Every time,"qtl2, Bioconductor, tidyverse","Python, Java, Shell Script",,dan.gatti@jax.org 11/29/2017 11:21:55,50 -- 60,Male,North America,Bachelor's,Civil Engineering,Natural language processing,"Engineer, Software Engineer/Programmer",https://github.com/rosette-api/R-Binding,Yes,60%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Very important,Somewhat important,Not important,Important,Somewhat important,Not at all important,Very important,Very important,Very important,Very important,Every time,Every time,Almost every time,Almost every time,Almost every time,Every time,I consult with my colleagues.,Important,Somewhat important,Very important,Very important,Very important,Important,Very important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,"quick fixes, poor documentation (includes variable naming), redundancy",90%,Very Important,Occasionally,Almost every time,Occasionally,Seldom,"httr, jsonlite, rosetteapi","Python, Java, C#, JavaScript, Go, Shell Script, PHP, Ruby","You might want to add an N/A to some of your questions. I did not attend graduate school, so the relevance of it to my software development is n/a.",cpark@basistech.com 11/29/2017 11:24:08,18 -- 30,Male,Europe,Doctorate's,Statistical Genetics,Cancer genetics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,50%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Not important,Not at all important,Not at all important,Very important,,,,Important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,My supervisor tells me what to do.,Important,Somewhat important,Important,Somewhat important,Important,Important,Somewhat important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,,50%,Very Important,Almost every time,Occasionally,Almost every time,Occasionally,"GenomicRanges parallel gtools","Python, C/C++",,c.steele.11@ucl.ac.uk 11/29/2017 11:33:11,over 60,Male,North America,Doctorate's,Statistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://cran.r-project.org/web/packages/kmconfband/index.html,Yes,10%,More than one year ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,Not at all important,Somewhat important,,Somewhat important,Somewhat important,Somewhat important,Important,Occasionally,Seldom,Every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Not important,Not important,Important,Somewhat important,Important,Important,Not important,Not important,No idea what it means,No idea what it means,No idea what it means,Vague understanding,No idea what it means,Vague understanding,Vague understanding,No idea what it means,Poorly-written documentation for existing software; ,10%,Important,Seldom,Occasionally,Never,Seldom,N/A,,, 11/29/2017 11:33:56,40 -- 50,Male,Europe,Doctorate's,Statistics,Data Science,"Manager/Supervisor, Consultant",https://github.com/Looping027/far,Yes,10%,One day ago,2--5 developers,Important,Important,More time,More time,Same amount of time,Important,Important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,Important,Important,Important,Seldom,Almost every time,Almost every time,Seldom,Occasionally,Almost every time,I decide what I want to work on next,Not important,Somewhat important,Important,Important,Important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"deployment, packages version matching, parralelisation",0%,Important,Occasionally,Almost every time,Occasionally,Almost every time,"tidyverse, Rcpp, shiny","Python, C/C++, JavaScript, Shell Script",, 11/29/2017 11:39:28,30 -- 40,Male,South America,Doctorate's,Statistics and Agricultural Research,Applied Statistics,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://cran.r-project.org/web/packages/ExpDes.pt/index.html,Yes,20%,One week ago,1 developer ( I work alone),Very important,Very important,Much more time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Important,Not important,Somewhat important,Important,Somewhat important,Important,Important,Somewhat important,Almost every time,Every time,Every time,Almost every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Important,Important,Very important,,Important,Important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,"Lack of time, lack of a team, lack of financial supporting",20%,Very Important,Seldom,Occasionally,Occasionally,Almost every time,"ExpDes, ExpDes.pt, SensoMineR","Python, C/C++",Congratulations,ericbferreira@gmail.com 11/29/2017 11:50:29,30 -- 40,Male,Europe,Doctorate's,Physics,Data Science,"Industrial Research Scientist, Software Engineer/Programmer",https://github.com/MangoTheCat/radarchart,Yes,60%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Important,Important,Not important,Very important,,Somewhat important,Important,Very important,Almost every time,Almost every time,Occasionally,Almost every time,Every time,Almost every time,I consult with my colleagues.,Very important,Somewhat important,Important,Important,Very important,Very important,Very important,Important,Novice understanding,Novice understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,"1. Lack of clear requirements. 2. Non reproducible results / code ""it works on my machine"". 3. Bad documentation. ",40%,Very Important,Almost every time,Every time,Occasionally,Every time,"devtools, tidyverse, Rcpp","Python, C/C++, JavaScript, Shell Script","Industry writes better software, but academia is starting to learn", 11/29/2017 11:56:09,40 -- 50,Male,Central America,Bachelor's,Economics,Data analyst ,"Engineer, Industrial Research Scientist, Manager/Supervisor, Teacher",,Yes,10%,One year ago,1 developer ( I work alone),Important,Important,More time,,,Important,Not important,Somewhat important,Not important,Not important,Not important,Not important,Not important,Not important,Not important,Very important,Occasionally,Occasionally,Never,Almost every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Not important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"native language programming, help files programming",20%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"RODBC, forecast, installr",Python,,ericksuhel@gmail.com 11/29/2017 11:56:25,30 -- 40,Male,North America,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/BCEE/index.html,Yes,10%,Three months ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not at all important,Not at all important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Not important,Not at all important,Very important,Very important,Important,Important,Somewhat important,Somewhat important,No idea what it means,Vague understanding,Understand for the most part,Novice understanding,Vague understanding,Novice understanding,Understand for the most part,Vague understanding,"submitting R packages to CRAN, incomplete or complicated documentation of existing functions, outdated documentation",40%,Very Important,Never,Seldom,Never,Seldom,"Survival, boot, rms",,, 11/29/2017 12:04:44,40 -- 50,Male,North America,Doctorate's,Quantitative Ecology,"Quantitative ecology, specifically: statistical wildlife biology","Adacemic Researcher (professor, post-doc, etc)",https://github.com/eligurarie/marcher,Yes,40%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,More time,Very important,Very important,Not important,Not at all important,Not important,Not important,Important,,,Very important,Very important,Occasionally,Almost every time,,,,,I decide what I want to work on next,Not important,Not important,Somewhat important,Important,Somewhat important,Somewhat important,Not at all important,Not at all important,Vague understanding,Vague understanding,Understand for the most part,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,,80%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,base plyr magrittr ,C/C++,"some typos in the survey: Q. 16: ""ormaly at work (e.g., by talking a tranining course)"" should be ""FORMALLY at work (e.g. by TAKING a TRAINING course)"" Q. 18: Almost every time -> almost all the time; every time -> all the time Q. 27: ""Besides R, what are other programming languages ...""", 11/29/2017 12:07:20,30 -- 40,Male,North America,Doctorate's,Economics,Finance,"Adacemic Researcher (professor, post-doc, etc)",https://cran.rproject.org,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Important,Important,Very important,Not important,Not important,Very important,Not important,Not important,Not important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Working with calaborators that have not learned to write efficient code.,80%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,data.table,"Python, C/C++",, 11/29/2017 12:22:27,30 -- 40,Male,North America,Master's,Statistics,Data Science,Data Scientist in Private Sector,https://github.com/Dasonk/docstring,Yes,50%,One day ago,2--5 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Important,Important,Somewhat important,Not important,Important,Very important,Very important,Not at all important,Not at all important,Not at all important,Somewhat important,Almost every time,Every time,Almost every time,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Important,Important,Important,Not important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Writing tests. Writing documentation. Fixing issues that only occur on systems I don't have access to.,10%,Somewhat important,Seldom,Almost every time,Occasionally,Occasionally,"knitr, reshape2, dplyr","Python, C/C++, JavaScript",Question 18 was somewhat confusing,dasonk@gmail.com 11/29/2017 12:24:11,30 -- 40,Male,North America,Doctorate's,Computer Science,Scientific computing,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/primme/primme,Yes,30%,One day ago,2--5 developers,Very important,Important,Much more time,Much more time,More time,Very important,Important,Important,Not important,Not important,Not important,Very important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I consult with my colleagues.,Somewhat important,Somewhat important,Somewhat important,Not important,Important,Very important,Very important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"interoperability, support for modern architectures (GPUs, threads, distributed memory)",90%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,"irlba, Rcpp, RSpectra","Python, C/C++, Fortran",,eloy@cs.wm.edu 11/29/2017 12:30:03,18 -- 30,Male,Europe,Master's,Statistics,Biostatistics and epidemiology,Graduate Student,,Yes,10%,One week ago,1 developer ( I work alone),Important,Very important,Much more time,Much more time,Same amount of time,Very important,Important,Very important,Important,Somewhat important,Very important,Important,Important,Important,Important,Important,Almost every time,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Very important,Important,Very important,Very important,Important,Important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Expert-level understanding,Novice understanding,Novice understanding,Novice understanding,,40%,Very Important,Seldom,Almost every time,Seldom,Occasionally,"ggplot2, rstan, coda",,, 11/29/2017 12:39:56,30 -- 40,Female,North America,Doctorate's,Cognition and Neuroscience,Major Depression Disorders,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Not important,Not important,Somewhat important,Very important,Not important,Not important,Important,Very important,Almost every time,Almost every time,Every time,Every time,Almost every time,Every time,I consult with my colleagues.,Important,Important,Important,Very important,Very important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Debugging,60%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"ExPosition, fMRI, boot",Shell Script,,Cherise.chinfatt@utsouthwestern.edu 11/29/2017 12:46:19,18 -- 30,Male,Europe,Master's,Applied math,Data science,Engineer,https://github.com/ELToulemonde/dataPreparation,Yes,30%,One day ago,5--10 developers,Important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Very important,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,Python,, 11/29/2017 13:21:54,30 -- 40,Male,Asia,Master's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",,No,50%,One day ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Important,Not important,Not important,Very important,Not at all important,Not at all important,Somewhat important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,40%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"doParallel, plyr, ggplot2","Python, C/C++",, 11/29/2017 13:50:19,30 -- 40,Female,Europe,Doctorate's,Psychology,Circadian Rhythms,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,1 developer ( I work alone),Very important,Not important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Occasionally,Every time,Every time,Seldom,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Not important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,That not all constraints and requirements are foreseeable,20%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"ggplot2, reshape2, stringr",Matlab,, 11/29/2017 14:00:03,18 -- 30,Male,South America,Doctorate's,Multiobjective optimization based on Kriging,Machine learning,"Adacemic Researcher (professor, post-doc, etc), Engineer, Software Engineer/Programmer",https://cran.r-project.org/web/packages/redR/index.html,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Not important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Very important,Almost every time,Seldom,Never,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Debugging,70%,Very Important,Never,Almost every time,Almost every time,Almost every time,"DiceKriging, purrr, moko",,, 11/29/2017 14:09:59,18 -- 30,Male,South America,Bachelor's,Graduation in Statistics,Statistical distributions (scale mixtures normal),"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Software Engineer/Programmer",https://github.com/EBDAF1/TSMN,Yes,40%,One month ago,2--5 developers,Important,Important,Less time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Not important,Very important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Every time,Occasionally,Seldom,Almost every time,Almost every time,Occasionally,I decide what I want to work on next,Somewhat important,Important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Discover bugs, find them and fix the",30%,Important,Occasionally,Almost every time,Occasionally,Occasionally,"Shiny, TSMN and devtools ",C/C++,,ebdaf1@de.ufpe.br 11/29/2017 14:15:43,18 -- 30,Male,North America,Master's,Statistics,Robust Statistics with high-dimensional data,"Graduate Student, Industrial Research Scientist, Software Engineer/Programmer",https://github.com/dakep/pense-rpkg,Yes,60%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Important,Important,Very important,Somewhat important,Very important,Important,Somewhat important,Not at all important,Not at all important,Important,Important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Almost every time,I consult the software specification and choose the next piece to implement.,Important,Very important,Important,Important,Important,Somewhat important,Very important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,"In active research projects the requirements and necessary features frequently change which makes it difficult to follow software project management paradigms (e.g., agile development).",30%,Very Important,Seldom,Occasionally,Almost every time,Occasionally,"besides the packages written specifically for my research these are: robustbase, ggplot2, dplyr","Python, C/C++, Shell Script",, 11/29/2017 14:18:39,18 -- 30,Male,Asia,Master's,Biostatistics,statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,60%,One month ago,1 developer ( I work alone),Important,Somewhat important,Much more time,Much more time,More time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Important,Somewhat important,Somewhat important,Important,Very important,Very important,Almost every time,Every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Understand for the most part,Understand for the most part,Novice understanding,No idea what it means,No idea what it means,No idea what it means,No idea what it means,Vague understanding,,90%,Very Important,Never,Every time,Never,Every time,,Python,,a.ghanbari541@gmail.com 11/29/2017 14:19:15,40 -- 50,Male,North America,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Important,Somewhat important,Very important,Not at all important,Not at all important,Very important,Somewhat important,Very important,Not important,Not important,Not important,Occasionally,Occasionally,Almost every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Not important,Important,Very important,Very important,Important,Not important,Not important,Novice understanding,Understand for the most part,Expert-level understanding,Vague understanding,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,"1. Time to produce a quality product instead of a hack that works for me. 2. Understanding different use cases and how to provide a user interface that is consistent with other mainline R packages. 3. Creating documentation that will be useful.",10%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"ggplot2, dplyr, lme4",,, 11/29/2017 14:23:36,over 60,Male,South America,Doctorate's,statistics,categorical data analysis,"Adacemic Researcher (professor, post-doc, etc)", https://github.com/ivanalaman/lba,Yes,20%,One year ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Important,Important,Not at all important,Not important,Very important,Important,Not important,Not important,Very important,Very important,Occasionally,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Important,Very important,Very important,Very important,Somewhat important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,bugs,60%,Very Important,Seldom,Occasionally,Never,Almost every time,"lba, POLca, rpart",,,eniojelihovs@gmail.com 11/29/2017 14:33:13,40 -- 50,Male,South America,Doctorate's,Education,,Industrial Research Scientist,https://github.com/xrayresearch/RcouchDB,Yes,80%,One day ago,5--10 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Very important,Very important,Important,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,Seldom,I decide what I want to work on next,Important,Important,Somewhat important,Important,Important,Important,Important,Not important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,"Lack of understanding of the complexity of the science behind Unrealistic deadlines Lack of resources",80%,Very Important,Never,Never,Almost every time,Almost every time,"tidyverse tidytext rvest","C/C++, Java, JavaScript, Shell Script",,dietrichson@gmail.com 11/29/2017 14:39:24,30 -- 40,Male,North America,Doctorate's,Social Statistics,Survey sampling and statistical consultancy,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Industrial Research Scientist, Manager/Supervisor, Teacher",,Yes,30%,One day ago,2--5 developers,Important,Somewhat important,Much more time,More time,More time,Very important,Important,Somewhat important,Somewhat important,Not important,Somewhat important,Important,Somewhat important,Important,Very important,Very important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Important,Important,Important,Somewhat important,Very important,Important,Very important,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,,70%,Very Important,Occasionally,Almost every time,Seldom,Every time,sampling,C/C++,,emilio@numerika.mx 11/29/2017 14:59:43,18 -- 30,Male,Europe,Doctorate's,Statistical ecotoxicology,Biostatistics ,"Industrial Research Scientist, Software Engineer/Programmer",https://www.github.com/edild/webchem,Yes,50%,One day ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Not at all important,Not important,Not at all important,Not at all important,Very important,Important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Occasionally,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Not important,Not important,Very important,Important,Very important,Important,Very important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,I hate free text. ,80%,Very Important,Seldom,Occasionally,Occasionally,Every time,"data.table, ggplot2, shiny","JavaScript, Shell Script",,eduardszoecs@gmail.com 11/29/2017 15:02:29,50 -- 60,Male,North America,Doctorate's,Biomedical engineering,General statistics undergraduate education,"Adacemic Researcher (professor, post-doc, etc), Teacher",http://github.com/ProjectMOSAIC/mosaicModel,Yes,20%,One day ago,2--5 developers,Very important,Important,More time,Same amount of time,Same amount of time,Very important,Very important,Not at all important,Not at all important,,Very important,Very important,Very important,Somewhat important,Very important,Very important,Almost every time,Almost every time,Every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Lack of professional contact with people experienced in software engineering.,20%,Important,Occasionally,Every time,Seldom,Almost every time,"dplyr, mosaic, ggplot2",,, 11/29/2017 15:13:17,18 -- 30,Male,Europe,Doctorate's,Generative models applied to dynamical systems,"Machine learning, dynamical systems","Adacemic Researcher (professor, post-doc, etc)",https://github.com/constantino-garcia/nonlinearTseries,Yes,70%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Important,Not important,Very important,Important,Not important,Important,Important,,,,Very important,Almost every time,Almost every time,Almost every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Important,Very important,Important,Very important,Important,Very important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,,Expert-level understanding,Expert-level understanding,Understand for the most part,Vague understanding,"OS-independence, documenting software, striving for efficiency",80%,Very Important,Occasionally,Every time,Almost every time,Occasionally,"caret, dplyr, ggplot2","Python, C/C++",, 11/29/2017 15:17:53,30 -- 40,Male,Europe,Doctorate's,Statistics,Multivariate models,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/David-Hervas/sNPLS,Yes,10%,One day ago,2--5 developers,Important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Not important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Occasionally,Almost every time,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Important,Important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Multiplatform compatibility,90%,Very Important,Occasionally,Every time,Seldom,Every time,"brms, glmnet, parallel",,,ddhervas@yahoo.es 11/29/2017 15:33:46,30 -- 40,Male,North America,Doctorate's,Statistics,Computer science,"Engineer, Laboratory Technician",,Yes,60%,One day ago,5--10 developers,Very important,Very important,Much less time,Less time,Much more time,Very important,Somewhat important,Somewhat important,Important,Not at all important,Somewhat important,Important,Very important,Very important,Important,Important,Almost every time,Almost every time,Occasionally,Occasionally,Seldom,Seldom,I decide what I want to work on next,Important,Very important,Important,Important,Important,Important,Very important,Very important,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,package does not support Windows system,70%,Very Important,Every time,Every time,Almost every time,Almost every time,"e1071, ggplot2, caret",Python,, 11/29/2017 15:49:53,40 -- 50,Male,South America,Doctorate's,Ecology,"Biodiversity measures, spatial statistics","Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Manager/Supervisor, Teacher",https://github.com/EricMarcon/entropart,Yes,10%,One day ago,1 developer ( I work alone),Important,Somewhat important,,,,Important,Important,Not important,Somewhat important,Important,Important,Important,Important,Important,Important,Important,Almost every time,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Very important,Important,Important,Important,Very important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Bugs caused by software you rely on / lack of time,50%,Very Important,Occasionally,Seldom,Almost every time,Occasionally,"spatstat, vegan, entropart",C/C++,,eric.marcon@ecofog.gf 11/29/2017 15:51:29,40 -- 50,Male,North America,Doctorate's,Statistical Genetics,Fisheries genetics,Government Research Scientist,https://github.com/eriqande/gaiah,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Very important,Not at all important,Not important,Very important,Very important,Somewhat important,Somewhat important,Very important,Occasionally,Seldom,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Not important,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Novice understanding,No idea what it means,Platform specific dependencies. Platform specific quirks.,80%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"dplyr,ggplot,Rcpp","C/C++, Shell Script",, 11/29/2017 16:02:29,40 -- 50,Male,North America,Doctorate's,Physics,Finance,Industrial Research Scientist,,Yes,80%,One day ago,2--5 developers,Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Important,Not at all important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Very important,Very important,Every time,Every time,Every time,Every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Very important,Very important,Very important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Design,100%,Very Important,Seldom,Every time,Occasionally,Every time,"Dplyr, ggplot, Rcpp",C/C++,,a.christian.silva@gmail.com 11/29/2017 16:27:18,18 -- 30,Female,North America,Doctorate's,Bioengineering,systems biology,Graduate Student,https://cran.r-project.org/web/packages/progenyClust/index.html,Yes,20%,One week ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,More time,Very important,Somewhat important,Somewhat important,Not at all important,Not at all important,Very important,Important,,,,,Occasionally,Occasionally,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Very important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Expert-level understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,,90%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"ggplot2, survival",JavaScript,,wendyhu001@gmail.com 11/29/2017 16:31:37,18 -- 30,Male,Europe,Master's,Computer Science,Cloud Services,Software Engineer/Programmer,https://github.com/alexeckert/parallelDist,Yes,100%,One day ago,11--20 developers,Important,Important,More time,Same amount of time,Same amount of time,Very important,Important,Important,Important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Important,Important,Almost every time,Occasionally,Almost every time,Almost every time,Seldom,Occasionally,I consult with my colleagues.,Important,Important,Important,Somewhat important,Important,Important,Important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"Portability, literature references, dependencies",30%,Important,Occasionally,Occasionally,Occasionally,Occasionally,"caret, ggplot2, data.table","Python, C/C++, Java",,info@alexandereckert.com 11/29/2017 16:34:25,30 -- 40,Male,Europe,Doctorate's,Geosciences,Hydrogeophysics,"Adacemic Researcher (professor, post-doc, etc), Engineer",https://github.com/emanuelhuber/RConics,Yes,10%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not important,Not at all important,Not at all important,Not at all important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Never,Seldom,Every time,Every time,Every time,Almost every time,I decide what I want to work on next,Somewhat important,Not at all important,Somewhat important,Somewhat important,Somewhat important,Important,Somewhat important,Important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"own code errors, weak language documentation, missing tools",20%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"signal, raster, rgeos",C/C++,"For the question 17, please add a field ""does not apply"". In my case, the statement ""During professional work more than 15 years ago"" does not apply, because I finished my PhD 2.5 years ago. How should I answer?",emanuel.huber@unibas.ch 11/29/2017 17:19:41,18 -- 30,Male,Europe,Master's,Data Science,data science,"Engineer, Software Engineer/Programmer",https://github.com/fdavidcl/mldr.datasets,Yes,30%,One day ago,2--5 developers,Important,Somewhat important,Much more time,More time,More time,Important,Somewhat important,Important,Not at all important,Important,Important,Not important,Not important,Not important,Not important,Not important,Occasionally,Occasionally,Almost every time,Seldom,Occasionally,Almost every time,I fix the next high-priority bug assigned to me.,Not important,Not important,Very important,Somewhat important,Somewhat important,Important,Important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,No idea what it means,,40%,Very Important,Occasionally,Almost every time,Occasionally,Seldom,,"Python, JavaScript",, 11/29/2017 17:31:33,18 -- 30,Male,Europe,Master's,Quantitative Finance,quantitative finance,"Graduate Student, Software Engineer/Programmer",https://cran.r-project.org/web/packages/yuimaGUI/index.html,Yes,80%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Not at all important,Very important,Somewhat important,Not at all important,Very important,Very important,,,,,Seldom,Every time,Every time,Almost every time,Occasionally,Seldom,I consult with my colleagues.,Important,Important,Very important,Important,Important,Important,Somewhat important,Not important,Vague understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,,30%,Very Important,Almost every time,Almost every time,Never,Seldom,"yuima, quantmod, shiny",C/C++,,emanuele.guidotti@studenti.unimi.it 11/29/2017 17:59:08,30 -- 40,Female,North America,Master's,Biology & Phylogenetics,Providing data tools and solutions in a scientific environment.,"Manager/Supervisor, Software Engineer/Programmer, Data manager, bioinformatician",https://github.com/dmrodz/dataMeta,Yes,60%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Very important,Somewhat important,Not important,Somewhat important,Somewhat important,Somewhat important,Important,Very important,Very important,Every time,Every time,Every time,Every time,Every time,Every time,I researxh other software capabilities according to my team's needs in order to implement that into my own software.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,"1. Debugging, 2. Accommodate various data input formats, 3. Designing user-friendly areas",80%,Very Important,Every time,Every time,Almost every time,Every time,"dplyr, reshape2, ggplot2","Python, Entry level python, SAS, MySQL",,dmrodz@gmail.com 11/29/2017 18:10:40,40 -- 50,Male,Europe,Doctorate's,Statistics and Operations Research,Statistical process control,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/emilopezcano/SixSigma,Yes,20%,One day ago,2--5 developers,Important,Important,Much more time,More time,More time,Very important,Important,Important,Somewhat important,Not important,Somewhat important,Very important,Important,Important,Important,Very important,Occasionally,Almost every time,Almost every time,Seldom,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Very important,Important,Somewhat important,Important,Important,Important,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Lack of time,60%,Very Important,Occasionally,Almost every time,Occasionally,Every time,"qcc, SixSigma, dplyr",,, 11/29/2017 18:25:39,18 -- 30,Male,North America,Master's,Statistics,Cancer Research,"Industrial Research Scientist, Software Engineer/Programmer",https://github.com/AlineTalhouk/diceR,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Very important,Not important,Not at all important,Not important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Occasionally,Occasionally,Almost every time,Occasionally,Every time,I fix the next high-priority bug assigned to me.,Not at all important,Somewhat important,Very important,Very important,Very important,Important,Important,Not important,Vague understanding,Novice understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,"New bugs, consistent documentation, speed limitations",90%,Very Important,Never,Every time,Seldom,Almost every time,"dplyr, purrr, ggplot2",C/C++,,dchiu@bccrc.ca 11/29/2017 18:42:20,40 -- 50,Male,Europe,Doctorate's,Geography,Geographic Information Science,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/pat-s/sperrorest,Yes,0%,One day ago,2--5 developers,Important,Somewhat important,Much more time,More time,More time,Very important,Important,Important,Somewhat important,Important,Somewhat important,Very important,Not important,Important,Somewhat important,Somewhat important,Occasionally,Seldom,Almost every time,Occasionally,Seldom,Occasionally,Depends on my role in each project,Important,Somewhat important,Important,Somewhat important,Somewhat important,Important,Important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,"Mismatch between coding skills and subject-matter skills (e.g., mathematical method to be implemented) of software developer",0%,Important,Seldom,Almost every time,Seldom,Seldom,"nlme, mgcv, sperrorest",,,alexander.brenning@uni-jena.de 11/29/2017 19:25:48,18 -- 30,Female,North America,Doctorate's,Psychology ,Factor analysis ,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,Three months ago,2--5 developers,Very important,Very important,Much less time,Less time,Same amount of time,Very important,Somewhat important,Very important,Important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Every time,Every time,Every time,Every time,Every time,I consult the software specification and choose the next piece to implement.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,10%,,,,,,,,, 11/29/2017 19:26:37,30 -- 40,Male,North America,Doctorate's,Economics,Causal inference,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/fsavje/scclust-R,Yes,10%,One month ago,2--5 developers,Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not important,Important,Important,Very important,Not at all important,Not at all important,Not at all important,Very important,Every time,Every time,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Very important,Somewhat important,Very important,Important,Very important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Novice understanding,,30%,Important,Occasionally,Occasionally,Occasionally,Occasionally,,"Python, C/C++, Shell Script",, 11/29/2017 19:28:34,30 -- 40,Male,Europe,Doctorate's,Statistics,Spatial Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One week ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Not important,Not important,Not important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Important,Very important,Seldom,Seldom,Almost every time,Seldom,Seldom,Occasionally,I decide what I want to work on next,Not important,Somewhat important,Very important,Very important,Important,Somewhat important,Important,Not important,No idea what it means,Vague understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Returning to an old code,70%,Very Important,Seldom,Almost every time,Almost every time,Seldom,"Rstan, sp",Fortran,,E.evangelou@bath.ac.uk 11/29/2017 19:29:55,30 -- 40,Male,Europe,Doctorate's,Human evolutionary sciences,The number of children people have and desire,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/gertstulp/ggplotgui,Yes,10%,One week ago,1 developer ( I work alone),Not important,Important,Much more time,Much more time,Same amount of time,Very important,Not important,Not important,Not important,Not at all important,Important,Important,Not at all important,Not at all important,Important,Very important,Seldom,Occasionally,Every time,Seldom,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Not important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Novice understanding,Vague understanding,"I do it out of hobby in addition to my 'normal' research, and there is no real colleague to turn to. ",10%,Not important,Occasionally,Almost every time,Never,Almost every time,ggplot2; shiny; dplyr,,,g.stulp@rug.nl 11/29/2017 19:32:35,18 -- 30,Male,South America,Doctorate's,Political Science,Political Economy,Graduate Student,,Yes,10%,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,Much more time,More time,Very important,Somewhat important,Not important,Important,Not important,Important,Very important,Not at all important,Not at all important,Not at all important,Not important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Very important,Important,Very important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,,30%,Very Important,Seldom,Occasionally,Seldom,Every time,"dplyr, ggplot2, httr",Python,, 11/29/2017 19:32:54,30 -- 40,Male,Europe,Bachelor's,English Literature,Open government data,Government data scientist,https://github.com/nacnudus/unpivotr,Yes,0%,One day ago,1 developer ( I work alone),Not at all important,Not at all important,,,,Very important,Very important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Very important,Occasionally,Every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,,Very important,,Very important,Very important,Very important,,Novice understanding,Vague understanding,Understand for the most part,No idea what it means,Understand for the most part,Expert-level understanding,Understand for the most part,No idea what it means,"Not knowing the language well enough, not being able to find existing algorithms",0%,Not at all important,Seldom,Almost every time,Seldom,Almost every time,I don't do research,"C/C++, Shell Script","I'm not a researcher, but the survey seems to assume that I am without stating so.",nacnudus@gmail.com 11/29/2017 19:34:09,18 -- 30,Male,South America,Master's,Applied Mathematics,economics,"Graduate Student, Industrial Research Scientist, Software Engineer/Programmer",https://github.com/ecoseries,Yes,20%,One day ago,5--10 developers,Somewhat important,Important,Much more time,More time,Same amount of time,Very important,Very important,Important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Almost every time,Almost every time,Seldom,Seldom,Almost every time,I decide what I want to work on next,Somewhat important,Important,Somewhat important,Important,Important,Somewhat important,Not important,Important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,50%,Very Important,Occasionally,Almost every time,Seldom,Almost every time,"BETS, dplyr, stats","Python, C/C++",,fernote7@gmail.com 11/29/2017 19:34:25,30 -- 40,Male,North America,Doctorate's,Biology,Ecology/Genetics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/tempcyclesdata/index.html,Yes,50%,One week ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,Same amount of time,Very important,Important,Not important,Not at all important,Somewhat important,Important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Occasionally,Occasionally,Seldom,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Very important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Documentation,70%,Very Important,Almost every time,Occasionally,Almost every time,Almost every time,Ddplyr ggplot2,"Python, Fortran, Shell Script",, 11/29/2017 19:35:40,40 -- 50,Male,Europe,Doctorate's,Population genetics,Genetics of adaptation to heavy metal pollution,"Adacemic Researcher (professor, post-doc, etc)",,Yes,0%,Six months ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Not important,Very important,Very important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Somewhat important,Very important,Very important,Very important,Very important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,unmaintained code,10%,Important,Occasionally,Almost every time,Almost every time,Almost every time,"nlme, lme4, MASS",Julia,, 11/29/2017 19:37:36,30 -- 40,Male,South America,Doctorate's,,ecology of plants,"Adacemic Researcher (professor, post-doc, etc)",http://github.com/gustavobio/flora,Yes,70%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,More time,Very important,Not important,Somewhat important,Important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Important,Very important,Occasionally,Almost every time,Almost every time,Seldom,Seldom,Occasionally,I decide what I want to work on next,Important,Important,Very important,Very important,Somewhat important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,Understand for the most part,"Time spent documenting code, hardware limitations, lack of places to publish code",80%,Very Important,Seldom,Almost every time,Occasionally,Every time,"dplyr, ggplot2, flora",Python,,gustavo.bio@gmail.com 11/29/2017 19:39:23,30 -- 40,Male,North America,Doctorate's,Biology,Oceanography,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/phytotools/index.html ,Yes,10%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not important,Somewhat important,Somewhat important,Very important,Not at all important,Not at all important,Very important,Very important,Seldom,Occasionally,Occasionally,Seldom,Seldom,Seldom,I decide what I want to work on next,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Lack of formal training. ,20%,Very Important,Seldom,Occasionally,Seldom,Seldom,"raster, sp, rgdal",C/C++,, 11/29/2017 19:39:38,18 -- 30,Female,Europe,Doctorate's,human genetics,human genetics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,More than one year ago,1 developer ( I work alone),Not important,Not important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not important,Somewhat important,Important,Very important,,,,,Almost every time,Occasionally,Every time,Almost every time,Occasionally,Almost every time,I fix the next high-priority bug assigned to me.,Somewhat important,Important,Very important,Very important,Very important,Important,Important,Somewhat important,Vague understanding,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,"bugs, many different input formats, bugs",80%,Very Important,Seldom,Almost every time,Almost every time,Occasionally,"ggplot, genabel, databel",,, 11/29/2017 19:39:43,30 -- 40,Male,Europe,Doctorate's,Forestry,Forestry,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Teacher",https://cran.r-project.org/web/packages/Rothermel/index.html,Yes,20%,One day ago,2--5 developers,Important,Very important,More time,Same amount of time,Less time,Very important,Somewhat important,Not important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Occasionally,Almost every time,Seldom,Never,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Important,Very important,Very important,Very important,No idea what it means,No idea what it means,Understand for the most part,Understand for the most part,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,,50%,Very Important,Seldom,Occasionally,Seldom,Almost every time,,"Python, Fortran",,Gvacchiano@gmail.com 11/29/2017 19:41:17,30 -- 40,Male,North America,Doctorate's,Economics and Finance,Applied microeconomics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/GabrieleRovigatti/prodest/tree/master/prodest,Yes,80%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Not important,Somewhat important,Not at all important,Not important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Every time,Almost every time,Occasionally,Seldom,Depends: either after supervisor's input or self-assessed,,Important,Somewhat important,Very important,Important,Very important,Somewhat important,Not at all important,No idea what it means,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,,80%,Very Important,Almost every time,Occasionally,Seldom,Every time,"parallel,ggplot2,foreign",Python,, 11/29/2017 19:46:05,18 -- 30,Male,North America,Doctorate's,Statistics,High dimensional statistics,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://github.com/Non-Contradiction/JuliaCall,Yes,20%,One day ago,1 developer ( I work alone),Important,Important,More time,More time,Same amount of time,Important,Important,Somewhat important,Not important,Important,Important,Important,Not important,Not important,Not important,Not important,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I consult the software specification and choose the next piece to implement.,Important,Important,Important,Somewhat important,Important,Important,Important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,,20%,Important,Occasionally,Almost every time,Almost every time,Occasionally,,"Python, Julia",,cxl508@psu.edu 11/29/2017 19:46:17,30 -- 40,Male,Europe,Doctorate's,Actuarial Science,Insurance,Manager/Supervisor,https://github.com/spedygiorgio/mbbefd,Yes,10%,One week ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Important,Somewhat important,,,,,,,,,,,,,,I decide what I want to work on next,,,,,,,,,Understand for the most part,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Vague understanding,Novice understanding,Vague understanding,,60%,Very Important,Occasionally,Almost every time,Seldom,Occasionally,"data.table, tidyverse, xgboost","Python, C/C++",too long, 11/29/2017 19:49:57,18 -- 30,Male,North America,Doctorate's,Statistics,Statistics,Graduate Student,https://cran.r-project.org/web/packages/SetTest/index.html,Yes,30%,One day ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Occasionally,Occasionally,Every time,Almost every time,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Important,Somewhat important,Somewhat important,Vague understanding,Understand for the most part,No idea what it means,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,,30%,Important,Seldom,Almost every time,Occasionally,Every time,,Python,, 11/29/2017 19:51:43,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 11/29/2017 19:52:38,30 -- 40,Male,North America,Doctorate's,Political Science,Computational Social Science Methodology,Graduate Student,https://github.com/desmarais-lab/NetworkInference,Yes,20%,One day ago,2--5 developers,Important,Somewhat important,Much more time,More time,More time,Very important,Very important,Not important,Not important,Not at all important,Not at all important,Very important,,,,,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Important,Important,Very important,Important,Very important,Somewhat important,Not important,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,No idea what it means,No idea what it means,,80%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"tidyverse, base, stats","Python, C/C++, JavaScript, Shell Script",,fridolin.linder@gmail.com 11/29/2017 19:53:16,18 -- 30,Male,South America,Master's,Spatial Statistics,Quantile Regression,Technologist,https://cran.r-project.org/web/packages/TELP/index.html,Yes,70%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,More time,Very important,Somewhat important,Important,Important,Somewhat important,Important,Important,Not important,Somewhat important,Important,Very important,Every time,Almost every time,Almost every time,Almost every time,Seldom,Occasionally,My supervisor tells me what to do.,Somewhat important,Not important,Important,Very important,Very important,Important,Somewhat important,Not important,Novice understanding,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Vague understanding,No idea what it means,No idea what it means,Dependencies of other softwares,40%,Very Important,Every time,Every time,Occasionally,Every time,"INLA, Maptools, SpGoogle",C#,I think that is very important to research about the updating version of R packages.,gabrielhenryoliver@hotmail.com 11/29/2017 19:53:33,30 -- 40,Male,North America,Doctorate's,Bioinformatics,Computational biology,"Adacemic Researcher (professor, post-doc, etc), Teacher",,Yes,20%,One day ago,2--5 developers,Very important,Important,More time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Very important,Somewhat important,Important,Somewhat important,Important,Important,Very important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Somewhat important,Not important,Somewhat important,Somewhat important,Somewhat important,Not important,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Generalizing existing code ,50%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,,"C/C++, Shell Script",,zare@txstate.edu 11/29/2017 19:56:11,18 -- 30,non-binary,North America,Bachelor's,Psychology; statistics,education policy ,"Software Engineer/Programmer, System Administrator",https://github.com/ikkyle/errorizer,Yes,40%,One day ago,2--5 developers,Important,Important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Not important,Not important,Important,,,,Important,Important,Almost every time,Almost every time,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Important,Important,Very important,Important,Somewhat important,Novice understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Vague understanding,working with other programmers with different levels of understanding; stake holders not understanding why changes need to be made,90%,Very Important,Seldom,Almost every time,Almost every time,Every time,data.table; DBI; lme4,"Python, Shell Script",,iankyle1@gmail.com 11/29/2017 19:57:03,18 -- 30,Male,Europe,Doctorate's,evolution,"evolution, mathematics, ecology",Graduate Student,,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not at all important,Important,Very important,Very important,,,,,Almost every time,Occasionally,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Not at all important,Somewhat important,Very important,Important,Important,Important,Not at all important,No idea what it means,Vague understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,No idea what it means,,40%,Very Important,Almost every time,Every time,Every time,Every time,,"Python, C/C++, JavaScript, Shell Script",, 11/29/2017 19:58:06,30 -- 40,Male,Oceania,Doctorate's,Statistics,Statistical modelling,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/rTableICC/index.html,Yes,40%,One month ago,1 developer ( I work alone),Important,Important,Much more time,Much more time,More time,Very important,Important,Somewhat important,Somewhat important,Very important,Very important,Very important,Important,Important,Important,Important,Occasionally,Almost every time,Every time,Almost every time,Every time,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,20%,Important,Occasionally,Almost every time,Almost every time,Almost every time,,C/C++,, 11/29/2017 19:59:13,50 -- 60,Male,North America,Doctorate's,Physics,Environmental Science,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/jonathan-g/datafsm,Yes,20%,One day ago,2--5 developers,Very important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Not important,Not important,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Almost every time,Every time,Every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Very important,Somewhat important,Very important,Very important,Important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Vague understanding,Failure of team to adequately document code. Intellectual challenges of program design relating to algorithm selection. Time pressure,50%,Very Important,Occasionally,Every time,Every time,Every time,"rstan, tidyverse, rmarkdown","Python, C/C++, Java, JavaScript, Go",, 11/29/2017 19:59:47,30 -- 40,Male,Europe,Master's,GIS Environmental modeling (watershed erosion and non-point sources),"Information Systems & Technology, Statistical working systems, Interoperability, Open (meta)data standards, FAIR principles","Engineer, Manager/Supervisor, Software Engineer/Programmer, Consultant - CEO",https://github.com/opensdmx/rsdmx,Yes,50%,One week ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Very important,Very important,Almost every time,Occasionally,Every time,Every time,Occasionally,Every time,I fix the next high-priority bug assigned to me.,Very important,Very important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,"Challenge of making user community institutions but also individuals (actually in particular institutions using an OS software) understanding that OS software maintenance and sustainability requires sponsoring and feature fundings, otherwise OS project can be in stand-by (as it is more or oess for rsdmx) or simply die. Use can be free, but development is never free because it always requires an investment.",50%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"XML, httr, and the suite of packages geometa/geosapi/geonapi (packages of mine for managing spatial metadata information)","Python, Java, JavaScript",,emmanuel.blondel1@gmail.com 11/29/2017 20:00:27,40 -- 50,Male,North America,Doctorate's,Statistics,public health practice,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",,Yes,20%,One month ago,2--5 developers,Very important,Important,Much more time,More time,More time,Very important,Important,Important,Not important,Somewhat important,Important,Important,Very important,Very important,Important,Somewhat important,Occasionally,Almost every time,Almost every time,Seldom,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Somewhat important,Important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"Lack of funding Getting software published in peer review publication Getting access to data to test software on",80%,Very Important,Occasionally,Almost every time,Occasionally,Every time,"base stat graphics","Python, Java, JavaScript, Fortran",cool!,ipainter@uw.edu 11/29/2017 20:01:17,40 -- 50,Male,North America,Doctorate's,Statistics,Spatial statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,2--5 developers,Somewhat important,Important,Much more time,More time,Same amount of time,Important,Important,Important,Important,Not at all important,Not at all important,Not at all important,Very important,Very important,Very important,Very important,Occasionally,Seldom,Never,Seldom,Seldom,Seldom,I decide what I want to work on next,,,,,,,,,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Novice understanding,No idea what it means,Vague understanding,,20%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"spatstat, geoR, RandomFields",,Good luck with the survey analysis. Looks interesting.,coeurjolly.jean-francois@uqam.ca 11/29/2017 20:02:02,40 -- 50,Male,North America,Doctorate's,Quantitative Ecology and Resource Management,stock assessment of marine fish stocks,Government Research Scientist,https://github.com/r4ss/r4ss,Yes,20%,One day ago,2--5 developers,Very important,Very important,More time,More time,More time,Very important,Very important,Important,Somewhat important,Not at all important,Not at all important,Very important,Not at all important,Very important,Important,Important,Occasionally,Seldom,Almost every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,Somewhat important,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,"1. Lack of software design causing disorganized code and unclear direction for future development, 2. Inadequate testing causing users to experience bugs, and 3. Insufficient time to keep up with large and growing set of requests and ideas for improvements.",30%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,"r4ss, devtools, VAST",,,ian.taylor@noaa.gov 11/29/2017 20:04:45,30 -- 40,Male,Europe,Doctorate's,Engineering,Agriculture,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/jeroenpullens/NUCOMBog,Yes,70%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Very important,Very important,Somewhat important,Important,Very important,,,,Very important,Occasionally,Almost every time,Every time,Every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Not important,Important,Very important,Very important,Very important,Very important,Somewhat important,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,"Lack of data, data formats, parameter estimation",80%,Very Important,Occasionally,Every time,Occasionally,Almost every time,Hydrogof and R's base package,Batch,,Jeroenpullens@Gmail.com 11/29/2017 20:08:51,18 -- 30,Female,Oceania,Doctorate's,Bioinformatics,Biomedical research,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,Same amount of time,More time,More time,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Important,Important,Important,Important,Important,Very important,Almost every time,Almost every time,Seldom,Almost every time,Almost every time,Occasionally,I decide what I want to work on next,Very important,Important,Important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,,90%,Very Important,Almost every time,Almost every time,Occasionally,Every time,"stats, ggplot2, edgeR","Java, JavaScript, Shell Script",,jasmin.straube@qimrberghofer.edu.au 11/29/2017 20:08:56,40 -- 50,Male,North America,Doctorate's,Statistics,Machine Learning,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,Six months ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Very important,Very important,Not important,Not important,Not at all important,Not at all important,Important,,Very important,Not important,Not at all important,Occasionally,Almost every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,,Very important,Important,Very important,Important,Somewhat important,Not important,Vague understanding,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,No idea what it means,"Time (it's not rewarded professionally), Planning Generality, Co-ordinating with other developers.",50%,Very Important,Seldom,Almost every time,Almost every time,Occasionally,"mgcv, fda, randomForest","Python, C/C++",, 11/29/2017 20:09:15,30 -- 40,Female,North America,Doctorate's,Biostatistics,oncology ,Industrial Research Scientist,,Yes,10%,Six months ago,2--5 developers,Not important,Not important,Much more time,More time,More time,Very important,Important,Not important,Somewhat important,Not important,Not important,Very important,Somewhat important,Somewhat important,Important,Very important,Almost every time,Almost every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Very important,Very important,Very important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,10%,Important,Occasionally,Occasionally,Occasionally,Occasionally,survival ,SAS,,huiy@amgen.com 11/29/2017 20:12:13,50 -- 60,Male,North America,Doctorate's,Biostatistics,Statistical consulting,"Industrial Research Scientist, Manager/Supervisor, Software Engineer/Programmer",https://cran.r-project.org/web/packages/turfR/index.html ,Yes,30%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,More time,Very important,Important,Not important,Not at all important,Important,Important,Very important,Very important,Very important,Very important,Very important,Every time,Every time,Every time,Every time,Every time,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Somewhat important,Very important,Very important,Important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,"Meeting an exact spec in a platform not designed to deliver on that spec, Time-limits, Update process",90%,Very Important,Occasionally,Every time,Almost every time,Every time,"choiceDes, base/stats, MCMCpack","Python, C/C++, C#, JavaScript, Go",,jack@jackhorne.net 11/29/2017 20:18:48,30 -- 40,Male,Europe,Doctorate's,Physics,Climate Impact Research,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/pik-piam/magclass,Yes,50%,One day ago,2--5 developers,Important,Very important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Very important,Important,Important,Not at all important,Not at all important,Important,Very important,Almost every time,Occasionally,Almost every time,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Important,Important,Somewhat important,Very important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,"time pressure leaving very limited room for software testing, limited valuation of scientific software as component of research work, no dedicated funding for these activities",30%,Very Important,Seldom,Occasionally,Almost every time,Almost every time,"magclass, madrat, ggplot2","Python, Shell Script, GAMS",,dietrich@pik-potsdam.de 11/29/2017 20:19:02,18 -- 30,Male,North America,Doctorate's,,,"Adacemic Researcher (professor, post-doc, etc)",,Yes,40%,One week ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not important,Not at all important,Not at all important,Not at all important,Somewhat important,Seldom,Seldom,Almost every time,Almost every time,Seldom,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Not important,Important,Not at all important,Somewhat important,Not at all important,Somewhat important,Not at all important,Vague understanding,Novice understanding,Understand for the most part,No idea what it means,Understand for the most part,Vague understanding,Understand for the most part,No idea what it means,Make stuff working on MS windows,80%,Very Important,Every time,Every time,Occasionally,Occasionally,Rcpp data.table ggplot2,C/C++,, 11/29/2017 20:19:10,40 -- 50,Male,Europe,Doctorate's,Neuroscience,Neural circuits and behaviour,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",,Yes,10%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Important,Important,Very important,Not at all important,Very important,Very important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Somewhat important,Important,Important,Very important,Not at all important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,"Time. Trade-off between need to innovate and consistency, relatively poorly acknowledged by peers even when they make extensive use",30%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"nat, nat.templatebrains, nat.mblast","Python, C/C++, Java, JavaScript",You should scrape the GitHub URL from the DESCRIPTION file when present, 11/29/2017 20:20:12,40 -- 50,Male,North America,Doctorate's,Zoology,Thermal biology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/gtatters/Thermimage,Yes,30%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,Same amount of time,Same amount of time,Very important,Important,Not at all important,Not at all important,Very important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Very important,Every time,Every time,Every time,Every time,Never,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Important,Not at all important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Operating system compatibility/lack thereof,90%,Very Important,Occasionally,Every time,Occasionally,Almost every time,"Thermimage, lme4, ggplot2","Shell Script, Perl",,gtatters@brocku.ca 11/29/2017 20:20:17,18 -- 30,Male,Europe,Doctorate's,Cognitive Science,Language comprehension,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/package=LSAfun,Yes,20%,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Very important,Important,Not important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Seldom,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Very important,Important,Very important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,No idea what it means,No idea what it means,Ill-documented code,40%,Very Important,Occasionally,Almost every time,Seldom,Almost every time,lme4; LSAfun; mgcv,Python,, 11/29/2017 20:20:21,18 -- 30,Male,North America,Bachelor's,Economics,Marketing Analytics,"Software Engineer/Programmer, Data Scientist",https://github.com/jakesherman/easypackages,Yes,20%,One month ago,21--50 developers,Important,Important,Much more time,Much more time,More time,Very important,Important,Somewhat important,Somewhat important,Not important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Every time,Every time,Every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Very important,Very important,Important,Very important,Very important,Very important,Important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Mission creep,70%,Very Important,Occasionally,Occasionally,Almost every time,Almost every time,"tidyverse, devtools, magrittr","Python, Shell Script",Good luck with this study!,jake@jakesherman.com 11/29/2017 20:24:14,40 -- 50,Male,Europe,Doctorate's,Computer science,"data mining, visualization, statistics, machine learning","Adacemic Researcher (professor, post-doc, etc)",https://github.com/janezd/orca,Yes,30%,One day ago,11--20 developers,Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Not important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Almost every time,Every time,Every time,Every time,Occasionally,Almost every time,I consult with my colleagues.,Somewhat important,Not at all important,Somewhat important,Somewhat important,Very important,Very important,Very important,Not important,Vague understanding,Novice understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Vague understanding,"Finding competent programmers; I'm a senior researcher who is fixing bugs by people hired as professional coders, and I hate it. Finding time to do some coding. Too many academic obligations. Can't find another one. :)",20%,Important,Seldom,Every time,Occasionally,Occasionally,I seldom use R. :),Python,, 11/29/2017 20:24:58,over 60,Male,North America,Doctorate's,Statistics,computational statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Not important,Not important,Not important,Not important,Somewhat important,Important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Very important,Very important,Important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"creating documentation, optimizing speed",40%,Very Important,Occasionally,Occasionally,Seldom,Seldom,"homals, smacof, anchor","C/C++, Fortran",,deleeuw@stat.ucla.edu 11/29/2017 20:25:42,18 -- 30,Male,North America,Doctorate's,Statiatics,Dimension Reduction/Model Selection,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One month ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,More time,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Important,Very important,,,,,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Very important,Very important,Very important,Very important,Important,Important,Important,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,"Design, Program Optimization, Meeting cross platform requirements",50%,Very Important,Seldom,Every time,Every time,Occasionally,"ggplot2, Xtable, copula",Shell Script,"I think the overall topic that you are studying is very interesting! I lookforward to seeing your results! just for your information, Your survey has some small grammatical errors, but I don't recall which specific questions. ",gvaughan@bentley.edu 11/29/2017 20:26:16,over 60,Male,Oceania,Doctorate's,Cognitive mapping (psychology),psychology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/prettyR/index.html,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Not at all important,Not at all important,Important,Very important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Very important,Very important,Important,Very important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,"intended function, appropriate user interface, user platform incompatibility",80%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"MASS, plotrix, prettyR","Python, C/C++, Tcl-Tk","Pretty good design, some parts need a N/A or ""don't know"" option",drjimlemon@gmail.com 11/29/2017 20:26:30,30 -- 40,Male,Europe,Doctorate's,"Bioinformatics, statistical sequence analysis","Bioinformatics, high-throughput data","Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,2--5 developers,Very important,Important,Less time,Same amount of time,Same amount of time,Very important,Important,Important,Somewhat important,Not important,Important,Important,,,Very important,Important,Almost every time,Almost every time,Almost every time,Occasionally,Seldom,Occasionally,I consult with my colleagues.,Important,Important,Somewhat important,Important,Important,Important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Novice understanding,dependencies and side effects of changes in large software libraries,30%,Important,Seldom,Almost every time,Almost every time,Occasionally,"GenomicRanges, gplots, PRROC","Python, Java, Perl",, 11/29/2017 20:28:04,30 -- 40,Male,Oceania,Doctorate's,Applied Mathematics,Internet of Things,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Very important,Important,Important,Somewhat important,Important,Important,Important,Important,Important,Very important,Almost every time,Almost every time,Every time,Every time,Almost every time,Every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,"choosing right langage, having correct specifications, merging versions from different authors",100%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"mipfp, shiny, neuralnet","Python, C/C++",, 11/29/2017 20:28:14,30 -- 40,Male,North America,Doctorate's,Biostatistics,Statistical Software with applications to Global Health,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/jeremyrcoyle/,Yes,80%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Very important,Somewhat important,Not at all important,Somewhat important,Important,Important,Not at all important,Not at all important,Somewhat important,Somewhat important,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I consult the software specification and choose the next piece to implement.,Important,Important,Very important,Important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,"Poor development ecosystem for R, Educating Users",40%,Very Important,Occasionally,Occasionally,Every time,Every time,"devtools, data.table, testthat","Python, C/C++, Shell Script",,jeremyrcoyle@gmail.com 11/29/2017 20:28:23,30 -- 40,Male,Europe,Doctorate's,machine learning,machine learning,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/jaak-s/rDEA,Yes,80%,One day ago,2--5 developers,Very important,Important,More time,More time,Same amount of time,Very important,Important,Important,Important,Important,Somewhat important,Important,Important,Important,Important,Important,Occasionally,Occasionally,Almost every time,Almost every time,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Important,Important,Somewhat important,Important,Somewhat important,Very important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Novice understanding,,80%,Very Important,Never,Almost every time,Almost every time,Almost every time,ggplot2,"Python, C/C++, Java, JavaScript",, 11/29/2017 20:30:34,over 60,Male,North America,Doctorate's,Mathematics,mathematics and statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/,Yes,10%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,Same amount of time,Same amount of time,Important,Important,Somewhat important,Not at all important,Somewhat important,Important,Not important,Somewhat important,Important,Important,Important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Important,Important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,"time - teaching, committee work, etc. take time",20%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"rgl, geometry, SimplicialCubature","C/C++, Fortran",,jpnolan@american.edu 11/29/2017 20:32:02,40 -- 50,Male,North America,Doctorate's,statistics ,statistics ,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/copCAR/index.html,Yes,10%,One day ago,1 developer ( I work alone),Very important,Very important,More time,More time,Same amount of time,Somewhat important,Not important,Very important,Not at all important,Not important,Very important,Very important,Very important,Very important,Very important,Very important,Every time,Every time,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Not important,Very important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,.,20%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,.,C/C++,, 11/29/2017 20:32:02,18 -- 30,Male,North America,Master's,Statistics,Survival Analysis,Graduate Student,,Yes,40%,One month ago,1 developer ( I work alone),Important,Somewhat important,Less time,Same amount of time,More time,Not important,Important,Very important,Somewhat important,Not at all important,Somewhat important,Very important,,,,,Almost every time,Every time,Never,Almost every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,,,,,,,,,,,,,,,,,,50%,Very Important,Never,Every time,Almost every time,Every time,"survival, ggplot, copula",Python,, 11/29/2017 20:33:18,30 -- 40,Male,North America,Doctorate's,Anthropology,Orofacial evolution,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/molaR/index.html,Yes,10%,One month ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Every time,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Very important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"Verification that the tools perform as they should . Hierarchical ordering of operations for a given function. Memory and speed optimization. ",50%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"molaR rgl car",Julia,Good luck. I think this is a good project. I hope you will find a way to help self-taught researchers like myself develop tools. ,jdpampush@gmail.com 11/29/2017 20:35:02,18 -- 30,Male,Europe,Master's,Applied Mathematics,Clinical Trials,Software Engineer/Programmer,https://github.com/idmn/wfindr,Yes,70%,One day ago,2--5 developers,Important,Important,,,,Very important,Not important,Important,Somewhat important,Not important,Not important,Important,Very important,Very important,Very important,Very important,,,,,,,,,,,,,,,,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,Novice understanding,,Vague understanding,Vague understanding,SAS,80%,Very Important,Seldom,Seldom,Never,Every time,"dplyr, purrr, ggplot2",SAS,,Ya.domin@gmail.com 11/29/2017 20:37:39,40 -- 50,Male,Europe,Doctorate's,Biology,Biogeography,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/MetaLandSim/index.html,Yes,30%,Three months ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Somewhat important,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Important,Very important,Very important,Important,Important,Somewhat important,Somewhat important,Not important,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,1. bug checking; 2.bug correction; 3. answering questions from users.,10%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"raster, sp, spatstat, biomod2, BIOMOD, MetaLandSim",,,fmestre@uevora.pt 11/29/2017 20:39:06,18 -- 30,Male,Oceania,Master's,Public health,Psychology,Graduate Student,,Yes,10%,One month ago,1 developer ( I work alone),Important,Somewhat important,Much more time,Much more time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Occasionally,Never,Every time,Never,Occasionally,I decide what I want to work on next,Not at all important,Not at all important,Not at all important,Very important,Very important,Somewhat important,Somewhat important,Not at all important,Vague understanding,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Vague understanding,Novice understanding,Understand for the most part,Publishing,50%,Very Important,Occasionally,Every time,Never,Never,"Lavaan, mitools, Amelia",,, 11/29/2017 20:41:21,50 -- 60,Male,Asia,Doctorate's,Economics,"Econometrics, Finance","Adacemic Researcher (professor, post-doc, etc)",https://github.com/tsungwu/pdR,,10%,One week ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Somewhat important,Important,Important,Very important,Very important,Never,Occasionally,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Very important,Very important,Very important,Very important,Important,Very important,Very important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,"unknown bugs, incompatible version, call external routines",60%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"rugarch, plm, vars","Python, C/C++, C#",,tsungwu@cc.shu.edu.tw 11/29/2017 20:42:26,30 -- 40,Male,Oceania,Bachelor's,Psychology,Social sciences,"Engineer, Software Engineer/Programmer, Teacher",https://github.com/jamovi/jmv,Yes,80%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,More time,Very important,Not important,Not important,Not important,Somewhat important,Somewhat important,Not important,Very important,Very important,Very important,Very important,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Not important,Somewhat important,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,"UI tesing, communication with colleagues, colleagues lack of expertise",20%,Very Important,Never,Occasionally,Seldom,Seldom,jmv jmvcore car BayesFactor R6,"Python, C/C++, JavaScript",,jon@thon.cc 11/29/2017 20:46:05,30 -- 40,Female,North America,Doctorate's,Biostatistics,high-dimensional data,"Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor, Software Engineer/Programmer",https://cran.r-project.org/web/packages/CompetingRisk/index.html,Yes,30%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Important,Somewhat important,Not important,Not important,Important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"debug, scale-up, speed",20%,Very Important,Seldom,Almost every time,Almost every time,Seldom,"glmnet, survival, MASS",Python,NA,NA 11/29/2017 20:46:15,30 -- 40,Male,Asia,Doctorate's,NLP,Data Analysis ,"Engineer, Industrial Research Scientist, Software Engineer/Programmer",https://github.com/haven-jeon/KoNLP,Yes,90%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Very important,Very important,Very important,,Important,Important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Very important,Important,Very important,Very important,Important,Important,Important,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,getting open data,70%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"data.table, dplyr, ggplot2","Python, Java",, 11/29/2017 20:52:54,over 60,Male,North America,Bachelor's,Chemical Engineering,Reliability Engineering applications,Engineer,https://r-forge.r-project.org/projects/stosim/,Yes,90%,One week ago,2--5 developers,Very important,Very important,Less time,Less time,Much less time,Very important,Important,Not at all important,Important,Not important,Somewhat important,,,Important,Very important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Somewhat important,Important,Very important,Important,Important,Somewhat important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,lack of user feedback,20%,Somewhat important,Occasionally,Occasionally,Occasionally,Seldom,Rcpp RcppArmadillo,C/C++,, 11/29/2017 20:56:03,30 -- 40,Male,Europe,Doctorate's,changes of the reactivity of human serum albumin' Cys34 thiol group...,"biochemistry, food science",Government Research Scientist,,Yes,10%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Important,Not at all important,Not at all important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Occasionally,Almost every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Somewhat important,Important,Very important,Very important,Important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,"digging fortran 77 or other ancient code, lack of testers, lack of compadres for brainstorming on the topic",50%,Important,Every time,Every time,Almost every time,Every time,"RPostgreSQL, plot3D, qtlc",C/C++,It was my pleasure in participating. Looking forward to the results.,ivanp84@gmail.com 11/29/2017 21:09:07,40 -- 50,Male,South America,Doctorate's,Human Sciences (Sociology and Politics),Political behavior,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/jalvesaq,Yes,10%,One day ago,1 developer ( I work alone),Not important,Important,,,,Very important,Not at all important,Not at all important,Not at all important,Not important,Not at all important,Very important,,,Very important,Very important,Seldom,Occasionally,Almost every time,Seldom,Seldom,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,,20%,Very Important,Seldom,Almost every time,Seldom,Almost every time,"psych, lme4, lavaan","Python, C/C++",, 11/29/2017 21:10:53,30 -- 40,Male,North America,Doctorate's,Political Science,political science,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/jrnold/smss,Yes,40%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,Much more time,More time,Very important,Somewhat important,Somewhat important,Not important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Important,Important,Seldom,Occasionally,Almost every time,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Not important,Important,Important,Very important,Important,Very important,Important,Novice understanding,Vague understanding,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Expert-level understanding,Vague understanding,"reproducible workflows, heterogeneous tools, breaking versions of tools",40%,Very Important,Seldom,Almost every time,Seldom,Occasionally,"ggplot2, dplyr, purrr",Python,, 11/29/2017 21:14:59,40 -- 50,Male,North America,Doctorate's,Statistics,financial risk measurement,"Government Research Scientist, Software Engineer/Programmer, data scientist",http://christopherggreen.github.io/CerioliOutlierDetection/,Yes,40%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Very important,Not important,Important,Very important,Very important,Somewhat important,Somewhat important,Very important,Very important,Almost every time,Every time,Every time,Almost every time,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Very important,Very important,Very important,Very important,Important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"(1) Too many people doing the same thing, but none quite in the manner you need. (2) Overly restrictive legal terms that prevent the release of good software. (3) Software developed by a small group specifically for their purposes that grows well beyond its original design with no real plan.",100%,Very Important,Every time,Every time,Almost every time,Every time,"robustbase, ggplot2, xts","C/C++, Shell Script, Perl, SAS",, 11/29/2017 21:17:32,30 -- 40,Male,Oceania,Doctorate's,statistics,statistics,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Software Engineer/Programmer",https://github.com/kcha193/normalr,Yes,60%,One day ago,1 developer ( I work alone),Very important,Very important,Less time,Same amount of time,More time,Important,Important,Important,Important,Not important,Important,Very important,Somewhat important,Important,Important,Very important,Almost every time,Almost every time,Every time,Occasionally,Occasionally,Occasionally,I consult the software specification and choose the next piece to implement.,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,read other people's code,70%,Very Important,Almost every time,Almost every time,Occasionally,Almost every time,"ggplot2, dplyr, tidyr","Java, perl",, 11/29/2017 21:22:42,30 -- 40,Female,North America,Doctorate's,Earth system science,soil carbon modeling,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/ktoddbrown,Yes,60%,One day ago,2--5 developers,Very important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Important,Not important,Not at all important,Very important,Somewhat important,Not at all important,Very important,Not at all important,Very important,Almost every time,Occasionally,Every time,Every time,Almost every time,Almost every time,"My software is research related, dependent on project needs.",Not important,Not important,Important,Important,Very important,Not important,Very important,Important,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"communicating code/algorithm to others, poorly formatted data, long runtimes",60%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"tidyverse, ncdf4, deSolve",R,Most of my software is developed for a specific project and not meant to be production level.,ktoddbrown@gmail.com 11/29/2017 21:23:17,40 -- 50,Male,North America,Doctorate's,,behavioral modeling,"Adacemic Researcher (professor, post-doc, etc), Clinician",,Yes,10%,One week ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not at all important,Somewhat important,Somewhat important,Very important,Not at all important,Not at all important,Very important,Very important,Every time,Every time,Every time,Every time,Seldom,Seldom,I decide what I want to work on next,Important,Somewhat important,Very important,Somewhat important,Very important,Very important,Somewhat important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,balancing expressivity in coding with performance of code/software,100%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,,"Python, C/C++, Julia, STAN",, 11/29/2017 21:23:53,30 -- 40,Male,North America,Doctorate's,MD,survival analysis; regression diagnostics,"Adacemic Researcher (professor, post-doc, etc), Clinician",https://github.com/dardisco,Yes,10%,One day ago,1 developer ( I work alone),Very important,Very important,More time,More time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Very important,Never,Every time,Every time,Occasionally,Occasionally,Every time,I decide what I want to work on next,Very important,Important,Very important,Very important,Important,Very important,Very important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Vague understanding,Finding enough time.,20%,Very Important,Almost every time,Occasionally,Seldom,Almost every time,"stats, grDevices, ggplot2","C/C++, Shell Script, elisp","Don't forget R-forge users! Also, a lot of scientists develop packages for LaTeX",christopherdardis@gmail.com 11/29/2017 21:25:22,40 -- 50,Male,Europe,Doctorate's,Statistics,Public health,Government Research Scientist,,No,0%,One month ago,5--10 developers,Somewhat important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Not important,Not important,Not at all important,Not at all important,Important,Very important,Very important,Somewhat important,Not at all important,Seldom,Almost every time,Every time,Every time,Every time,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Important,Important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Compatibility with supporting software changes,0%,Very Important,Never,Occasionally,Seldom,Occasionally,MASS,,, 11/29/2017 21:25:25,18 -- 30,Male,North America,Doctorate's,"Evolution, Ecology, and Behavior",Paleontology and Evolutionary Biology,Graduate Student,,Yes,30%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,Much more time,More time,Very important,Very important,Somewhat important,Not at all important,Not at all important,Important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Every time,Every time,Almost every time,Seldom,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Important,Very important,Very important,Very important,Important,Important,Somewhat important,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,Vague understanding,No idea what it means,"Difficulty in building packages for release, accessing via API, developing for multiple platforms",50%,Very Important,Seldom,Almost every time,Never,Almost every time,"sp, GeoRange, velociraptr",,,jamesboy@buffalo.edu 11/29/2017 21:27:40,18 -- 30,Male,Oceania,Doctorate's,Psychology,"Stress, Sleep, and Mental & Physical Health","Adacemic Researcher (professor, post-doc, etc)",https://github.com/JWiley/score-project,Yes,10%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Not important,Somewhat important,Somewhat important,Important,Very important,Not at all important,Not at all important,Important,Very important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Very important,Important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Vague understanding,"(1) Laying out a consistent and flexible interface. Often I start by solving one specific problem, then want a more general solution for various scenarios and I often struggle to figure out how to design the inputs to be flexible. (2) documenting and testing.",30%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"data.table, ggplot2, MplusAutomation","Python, Shell Script",I also develop several other R packages. JWileymisc https://github.com/JWiley/JWileymisc pscore https://github.com/JWiley/score-project/tree/master/pscore varian https://github.com/elkhartgroup/varian and co-develop MplusAutomation https://github.com/michaelhallquist/mplusautomation,jwiley.psych@gmail.com 11/29/2017 21:29:33,30 -- 40,Male,North America,Doctorate's,Educational Research Methodology,Large-scale data problems in education in the United States,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/DJAnderson07/esvis,Yes,10%,One day ago,1 developer ( I work alone),Very important,Very important,More time,More time,Same amount of time,Very important,Not important,Not at all important,Somewhat important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Almost every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"Not enough time to devote to developing and maintaining packages - it's outside my normal work day. I also find I get bogged down by my own learning - I learn something new and want to change all my code (even if it works) to align with the new learning. I know writings tests is important, but it's dull to me so I put it off and usually probably don't do a great job of it.",50%,Very Important,Occasionally,Every time,Occasionally,Every time,"Can the tidyverse count as a single package? : ) I use the whole suite a lot, but if I'm forced to pick three I'll go with two from the tidyverse - ggplot2 and dplyr, plus lme4.",None,This is interesting and I'm glad you found me. I'll be interested in the results when you've completed it.,daniela@uoregon.edu 11/29/2017 21:29:51,50 -- 60,Male,Oceania,Doctorate's,Statistics,"I work mainly in the area of robust statistics, these are methods which are less affected by unusual points.","Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One month ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Somewhat important,Important,Not at all important,Not at all important,Somewhat important,Important,Almost every time,Occasionally,Every time,Almost every time,Every time,Every time,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Novice understanding,Poorly documented open source. ,20%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"lme4, rstan, boot",C/C++,, 11/29/2017 21:30:03,18 -- 30,Male,North America,Doctorate's,Social Psychology,disability research,Government Research Scientist,https://github.com/jeff-hughes/reghelper,Yes,10%,One month ago,1 developer ( I work alone),Not important,Somewhat important,Much more time,More time,More time,Very important,Somewhat important,Somewhat important,Not at all important,Important,Somewhat important,Important,,,,,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Important,Very important,Somewhat important,Important,Somewhat important,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,,70%,Very Important,Seldom,Every time,Seldom,Almost every time,"dplyr, ggplot2, nlme",Python,, 11/29/2017 21:30:07,30 -- 40,Male,North America,Doctorate's,Political Science,American Politics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One month ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,Much more time,Very important,Very important,Very important,Very important,Very important,Very important,Very important,,,,Very important,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,,50%,Very Important,Almost every time,Every time,Every time,Every time,,,, 11/29/2017 21:32:36,50 -- 60,Male,North America,Doctorate's,Ecology,Bayesian analysis,"Adacemic Researcher (professor, post-doc, etc)",http://sites.nicholas.duke.edu/clarklab/code/,Yes,20%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,More time,Very important,Not important,Not important,Not important,Not important,Not important,Somewhat important,Important,Important,Important,Important,Occasionally,Almost every time,Every time,Almost every time,Almost every time,Occasionally,I decide what I want to work on next,Important,Important,Important,Very important,Very important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,complexity,20%,Very Important,Occasionally,Almost every time,Occasionally,Every time,"gjam, MASS, stats",C/C++,, 11/29/2017 21:32:40,30 -- 40,Male,Europe,Doctorate's,Statistics,Machine Learning,Industrial Research Scientist,,Yes,80%,One day ago,2--5 developers,Very important,Very important,More time,Same amount of time,Same amount of time,Very important,Very important,Not important,Not at all important,Not important,Important,Very important,Not at all important,Important,Important,Important,Almost every time,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Honnestly none. It's just something I really enjoy doing. ,100%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"It really depends on the project/requirement/team consensus. Dplyr, data.table, tidyr, sparklyr, RODBC, RJDBC, devtools, robustbase, matrixStats, multidplyr, doSNOW, Rcpp, RcppEigen, RcppRoll, dygraphs","Python, C/C++, Shell Script",,vakili.kaveh.email@gmail.com 11/29/2017 21:33:20,40 -- 50,Male,South America,Doctorate's,Optimization,Metaheuristics,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Teacher",,Yes,20%,One week ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Important,Somewhat important,Somewhat important,Somewhat important,Very important,Important,Important,Important,Important,Important,Important,Almost every time,Occasionally,Seldom,Occasionally,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Important,Important,Important,Important,Important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,60%,Important,Almost every time,Almost every time,Almost every time,Occasionally,"Rglpk, cluster and parallel","Java, C#, Pascal",, 11/29/2017 21:34:01,40 -- 50,Male,North America,Doctorate's,Ecology/Statistics,conservation,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/jeffreyevans,Yes,10%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Very important,Somewhat important,Not important,Not important,Very important,Very important,Very important,Somewhat important,Not important,Seldom,Almost every time,Almost every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Somewhat important,Important,Very important,Very important,Important,Not important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,,20%,Very Important,Occasionally,Seldom,Occasionally,Almost every time,"sp, raster","Python, C/C++, Fortran",,jeffrey_evans@tnc.org 11/29/2017 21:36:13,over 60,Male,North America,Doctorate's,Sociology,social statistics and statistical computing,"Adacemic Researcher (professor, post-doc, etc)",,Yes,50%,One day ago,2--5 developers,Very important,Not at all important,,,,Very important,Not important,Important,Not at all important,Not at all important,Not at all important,Very important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Not important,Important,Important,Important,Important,Important,Not important,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Vague understanding,,40%,Very Important,Seldom,Almost every time,Never,Almost every time,"car, lme4, MASS","C/C++, Fortran",, 11/29/2017 21:36:45,30 -- 40,Male,North America,Doctorate's,Quantitative psychology ,Research methods and research design and the analysis of data. ,"Adacemic Researcher (professor, post-doc, etc)",,Yes,0%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,Same amount of time,Very important,Very important,Not important,Not at all important,Not at all important,Not important,Very important,Not at all important,Very important,Very important,Important,Seldom,Occasionally,Occasionally,Seldom,Seldom,Seldom,I decide what I want to work on next,Not at all important,Not at all important,Not at all important,Not important,Not important,Not important,Not at all important,Not at all important,No idea what it means,No idea what it means,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,"Finding time, being motivated, getting the code right",20%,Very Important,Seldom,Occasionally,Seldom,Seldom,"MBESS, lme4, MASS",SAS,"Most of my software developments dovetails with my own research, especially the methods I write papers about. ",Kkelley@nd.edu 11/29/2017 21:42:13,30 -- 40,Male,North America,Doctorate's,Atmosphere ,Healthcare ,Manager/Supervisor,https://github.com/HealthCatalyst/healthcareai-r,Yes,10%,One month ago,2--5 developers,Somewhat important,Somewhat important,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 11/29/2017 21:45:42,18 -- 30,Male,Europe,Bachelor's,Public Health,Secondary data analysis in research databases,Undergraduate,https://github.com/tadaadata/tadaatoolbox,Yes,20%,One day ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Important,,,,,,Occasionally,Every time,Every time,Occasionally,Every time,Every time,I decide what I want to work on next,Important,Somewhat important,Very important,Important,Very important,Very important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Predicting what will be need in the future; Writing easily extendable code; Lack of constructive feedback,90%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,dplyr; ggplot2; shiny,,I would love to see the results in neat plots and tables!,surveys@quantenbrot.de 11/29/2017 21:47:00,30 -- 40,Male,South America,Doctorate's,Finance,Financial markets ,"Adacemic Researcher (professor, post-doc, etc)",https://www.github.com/msperlin ,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not important,Not important,Important,Important,Important,Very important,Very important,Almost every time,Every time,Every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Important,Very important,Important,Important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,60%,Very Important,Occasionally,Every time,Occasionally,Every time,"Dplyr, ggplot2, xtable",Python,,Marceloperlin@gmail.com 11/29/2017 21:47:30,40 -- 50,Male,North America,Master's,Statistics,Sensory evaluation,Manager/Supervisor,,Yes,20%,One day ago,,Very important,,More time,More time,Same amount of time,Important,Important,Important,Not at all important,Not important,Not important,Important,Not at all important,Not at all important,Very important,Very important,Occasionally,Occasionally,Seldom,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Very important,Important,Very important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Time required to code, test, and deploy",20%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"stats, lmer, car",,, 11/29/2017 21:54:17,18 -- 30,Male,North America,Master's,Statistics ,Crop Science ,Statistician ,,Yes,80%,One day ago,2--5 developers,Important,Very important,Much more time,Much more time,Same amount of time,Very important,Very important,Very important,Somewhat important,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 11/29/2017 21:56:03,30 -- 40,Male,Asia,Doctorate's,Ecology,community ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/helixcn,Yes,20%,One month ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Very important,Important,Not important,Not important,Important,Important,Important,Very important,Very important,Occasionally,Occasionally,Seldom,Every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Very important,Important,Very important,Very important,Important,Very important,Somewhat important,Novice understanding,Vague understanding,No idea what it means,Vague understanding,No idea what it means,Novice understanding,Understand for the most part,No idea what it means,"1. Many people believe that software is not as important as papers, even in the academic field; 2. Lack of support; 3. Practising new skills in programming using more efficient languages",20%,Very Important,Occasionally,Occasionally,Every time,Almost every time,"vegan, ape, ggplot2 (the default packages not included)",C/C++,,jinlongzhang01@gmail.com 11/29/2017 21:56:21,30 -- 40,Male,Asia,Doctorate's,bioinformatics,bioinformatics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,2--5 developers,Very important,Very important,Same amount of time,More time,Much more time,Very important,Very important,Very important,Very important,Important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I consult with my colleagues.,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,,20%,Important,Seldom,Occasionally,Occasionally,Occasionally,,"Python, Java",, 11/29/2017 21:58:41,30 -- 40,Male,Europe,Doctorate's,capture-recapture methods,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/BBRecapture/index.html,Yes,0%,One day ago,2--5 developers,Important,Somewhat important,Less time,Same amount of time,Same amount of time,Very important,Very important,Important,Important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Important,Somewhat important,Important,Very important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,60%,Very Important,Occasionally,Almost every time,Seldom,Seldom,"lme4 survival ggplot2",None,, 11/29/2017 21:58:48,40 -- 50,Female,North America,Doctorate's,Social Epidemiology,Social Epidemiology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/paran/index.html,Yes,10%,One month ago,1 developer ( I work alone),Important,Important,Much less time,Less time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Not important,Very important,Not at all important,Not at all important,Very important,Very important,Occasionally,Every time,Occasionally,Seldom,Every time,Every time,"I am guided by (1) a combination of user feedback (bugs, feature requests), about 40%; (2) desire to implement new methods I have read about in the literature, about 40%; and (3) desire to implement my own creative insights, about (20%).",Very important,Important,Somewhat important,Important,Not important,Very important,Not at all important,Not at all important,Vague understanding,Novice understanding,Vague understanding,Novice understanding,No idea what it means,Novice understanding,No idea what it means,No idea what it means,"(1) My own lack of formal CS training in algorithms and data structures. (2) My lack of knowing how to program in C. (3) The absence of a collaborative scientific programming community (e.g., for hack-a-thons, co-teaching/co-learning, etc.)",20%,Very Important,Seldom,Every time,Seldom,Occasionally,Amelia; LoopAnalyst; mgcv,"Python, Fortran, Stata",,alexis.dinno@pdx.edu 11/29/2017 21:59:52,18 -- 30,Male,Europe,Doctorate's,Physics,Systems Biology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/InvasionCorrection/index.html,Yes,20%,One month ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Almost every time,Almost every time,Seldom,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Not important,Important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,"open source, contribution of others",30%,Very Important,Occasionally,Almost every time,Seldom,Occasionally,"dMod, ggplot2, deSolve",Python,,marcus.rosenblatt@gmail.com 11/29/2017 22:06:27,30 -- 40,Male,North America,Doctorate's,Political Science,American politics,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Software Engineer/Programmer, Teacher",https://www.GitHub.com/jamesdunham/dgo,Yes,40%,One day ago,1 developer ( I work alone),Very important,Somewhat important,,,,Very important,,Somewhat important,,Not at all important,Not at all important,Important,Not at all important,Not at all important,Not important,Not important,Almost every time,Every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Somewhat important,Very important,Very important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Changing requirements,80%,Very Important,Occasionally,Almost every time,Occasionally,Every time,"data.table, dplyr, ggplot2","Python, Shell Script",, 11/29/2017 22:09:22,18 -- 30,Male,North America,Doctorate's,Geophysics,Volcano Acoustics,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://cran.r-project.org/web/packages/TDD/index.html,Yes,10%,One month ago,1 developer ( I work alone),Very important,Somewhat important,More time,More time,More time,Very important,Important,Not important,Not at all important,Somewhat important,Important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Every time,Every time,Occasionally,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Somewhat important,Very important,Very important,Important,Very important,Somewhat important,Not important,Novice understanding,Novice understanding,Expert-level understanding,Understand for the most part,Novice understanding,Expert-level understanding,Novice understanding,Vague understanding,Comprehensive testing; debugging; learning poorly-documented tools,80%,Very Important,Occasionally,Every time,Every time,Occasionally,signal; RSEIS,"Python, C/C++, Shell Script",,ajakef@gmail.com 11/29/2017 22:09:59,30 -- 40,Male,Europe,Doctorate's,MD in Public Health (Biomedical Informatics),Biomedical Informatics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/maximewack/desctable,Yes,20%,One day ago,5--10 developers,Very important,Very important,Much more time,More time,More time,Very important,Somewhat important,Not important,Not important,Very important,Not important,Important,Not at all important,Not at all important,Not at all important,Very important,Every time,Seldom,Almost every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Very important,Very important,Important,Very important,Very important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Expert-level understanding,Expert-level understanding,Novice understanding,User interface and input validation,100%,Very Important,Every time,Every time,Every time,Every time,tidyverse rmarkdown shiny,"Python, JavaScript, Shell Script",, 11/29/2017 22:10:43,18 -- 30,Male,South America,Bachelor's,Bioinformatics,Evolution ,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://cran.r-project.org/web/packages/Evomorph/index.html,Yes,50%,Six months ago,1 developer ( I work alone),Very important,Very important,Much less time,Less time,More time,Very important,Very important,Somewhat important,Somewhat important,Not important,Very important,Very important,,,,,Every time,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Important,Somewhat important,Important,Very important,Somewhat important,Not important,Not important,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Data input format - making it easier to use for non computer experts - testing for posible errors,100%,Very Important,Every time,Every time,Every time,Every time,Geomorph-ggplot2-evomorph,Python,,juanmanuelcabrera1@gmail.com 11/29/2017 22:11:12,30 -- 40,Female,Europe,Doctorate's,Automatic algorithm configuration,artificial intelligence,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://cran.r-project.org/package=irace,Yes,60%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Somewhat important,Very important,Important,Not important,Not at all important,Important,Important,Not at all important,Not at all important,Somewhat important,Somewhat important,Almost every time,Occasionally,Almost every time,Almost every time,Seldom,Occasionally,I consult with my colleagues.,Important,Important,Very important,Important,Very important,Important,Important,Very important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,(1) Time and effort needed versus code and documentation quality. (2) Difficulties testing (expensive evaluations). (3) Support for other users.,90%,Very Important,Occasionally,Almost every time,Almost every time,Seldom,"Rmpi, parallel, irace, stringr","Python, C/C++, Shell Script",,leslie.perez@gmail.com 11/29/2017 22:14:54,40 -- 50,Male,North America,Doctorate's,Psychology,Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/RTaxometrics/index.html,Yes,10%,One week ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Not important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Not important,Important,Very important,Very important,Occasionally,Seldom,Every time,Every time,Seldom,Almost every time,I decide what I want to work on next,Very important,Not important,Very important,Important,Important,Not important,Not at all important,Not at all important,Understand for the most part,Vague understanding,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,"Debugging, following style guidelines, documenting",10%,Very Important,Seldom,Almost every time,Never,Seldom,"RTaxometrics is the only R package I use; I've written a lot of other code, but never packaged it for CRAN",,, 11/29/2017 22:16:08,50 -- 60,Male,North America,Doctorate's,Chemistry/Magnetic Resonance,Pollution Monitoring/Wildfire Smoke,Software Engineer/Programmer,https://github.com/MazamaScience/PWFSLSmoke,Yes,80%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,Same amount of time,Very important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Very important,Very important,Very important,Very important,Every time,Every time,Every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Very important,Not important,Important,Important,Somewhat important,Important,Important,Important,Understand for the most part,Vague understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"changing requirements, poor documentation, poor communication",10%,Important,Occasionally,Every time,Seldom,Every time,"readr, lubridate, dplyr","Python, JavaScript",I no longer have my own active research. I run a small consulting company that provides data analysis and visualization to other scientists who don't have in-house staff with these skills., 11/29/2017 22:19:21,30 -- 40,Male,North America,Doctorate's,Psychology,Mathematical models of human performance,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/jhoupt/sft,Yes,10%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Very important,Very important,Very important,Somewhat important,Somewhat important,Important,Very important,Seldom,Occasionally,Almost every time,Almost every time,Seldom,Seldom,I decide what I want to work on next,Important,Somewhat important,Important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,debugging; working in different languages; waiting,40%,Very Important,Seldom,Every time,Occasionally,Occasionally,sft; BayesFactor; nlme,"Python, Shell Script, MATLAB",, 11/29/2017 22:20:36,over 60,Male,North America,Doctorate's,Psychology,data visualization,"Adacemic Researcher (professor, post-doc, etc)",http://github.com/friendly/heplots,Yes,30%,One day ago,2--5 developers,Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Important,Important,Somewhat important,Not important,Not at all important,Not important,Important,Important,Very important,Very important,Very important,Almost every time,Occasionally,Seldom,Seldom,Almost every time,Occasionally,I decide what I want to work on next,Not important,Not important,Somewhat important,Somewhat important,Not important,Somewhat important,Important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,,70%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"car, ggplot2",perl,, 11/29/2017 22:23:14,18 -- 30,Male,North America,Master's,Statistical Practice,Human-Computer Interaction / Web Analytics,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, Data Scientist",https://github.com/bearloga/WikidataQueryServiceR,Yes,20%,One week ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Somewhat important,Very important,Very important,Somewhat important,,,,,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Every time,I fix the next high-priority bug assigned to me.,Important,Important,Important,Somewhat important,Very important,Important,Somewhat important,Important,Vague understanding,Novice understanding,Understand for the most part,No idea what it means,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,Edge cases and thinking of all the ways the end user can provide bad input that messes up the internals,100%,Very Important,Every time,Every time,Every time,Every time,"dplyr, ggplot2, shiny","Python, C/C++, Java, JavaScript, Shell Script",,mikhail@wikimedia.org 11/29/2017 22:24:09,40 -- 50,Male,South America,Doctorate's,Informatics,"Data Analysis, Diversity, Complex Networks, Social Networks","Adacemic Researcher (professor, post-doc, etc)",https://github.com/mguevara/diverse,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Important,Somewhat important,Very important,Somewhat important,Not important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Occasionally,Almost every time,Every time,Seldom,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"access to powerful servers, null documentation, understanding clearly the problem to solve",60%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"igraph, diverse, proxy","Python, JavaScript",,miguel.guevara@upla.cl 11/29/2017 22:25:09,40 -- 50,Male,Oceania,Doctorate's,Physiology,Physiology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Very important,Important,Important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Very important,Every time,Almost every time,Every time,Every time,Almost every time,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Proprietary software preferred over open source. This limits projects I do because of cost,90%,Very Important,Seldom,Every time,Occasionally,Occasionally,"Survival, meta analysis, heatex","C/C++, Sas",, 11/29/2017 22:25:36,18 -- 30,Male,North America,Doctorate's,Bioinformatics,biology of autoimmune diseases,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Teacher",https://github.com/slowkow/ggrepel,Yes,50%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not at all important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Very important,Not at all important,Important,Somewhat important,Very important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Expert-level understanding,Novice understanding,Novice understanding,Vague understanding,"dependencies, missing documentation, lack of incentive",80%,Very Important,Every time,Every time,Occasionally,Every time,"ggplot2, dplyr, limma","Python, C/C++, JavaScript, Shell Script",I look forward to reading about your results! Please consider posting to a pre-print server when you're ready.,kslowikowski@gmail.com 11/29/2017 22:27:36,40 -- 50,Female,North America,Doctorate's,Biostatistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,More than one year ago,2--5 developers,Somewhat important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Not important,Not important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Seldom,Occasionally,Occasionally,Seldom,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Important,Important,Somewhat important,Not at all important,No idea what it means,No idea what it means,Novice understanding,Novice understanding,No idea what it means,Novice understanding,No idea what it means,No idea what it means,I code in R and I sometimes have 'memory issues' or difficulties finding the right function to do what I want.,70%,Very Important,Never,Almost every time,Occasionally,Occasionally,plyr foreign ,,, 11/29/2017 22:27:40,30 -- 40,Male,Asia,Doctorate's,Agriculture,bioinformatics; machine leraning,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/jqsunac/TCC,Yes,70%,One day ago,1 developer ( I work alone),Somewhat important,Somewhat important,Less time,Same amount of time,More time,Important,Somewhat important,Not at all important,Not at all important,Important,Important,Somewhat important,Not important,Not important,Not important,Not important,Occasionally,Occasionally,Almost every time,Occasionally,Seldom,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Not important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,30%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"edgeR,DESeq2,glmnet","Python, C/C++",,wukong@bi.a.u-tokyo.ac.jp 11/29/2017 22:27:45,40 -- 50,Female,North America,Master's,sociology,statistics,Software Engineer/Programmer,https://github.com/jeanimal/heuristica,Yes,80%,One day ago,11--20 developers,Important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Important,Important,Important,Important,Important,Important,Important,Occasionally,Occasionally,Occasionally,Occasionally,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,,30%,Very Important,Occasionally,Every time,Almost every time,Almost every time,,"Python, C/C++, Shell Script, R",, 11/29/2017 22:28:58,30 -- 40,Male,North America,Doctorate's,Biophysics,Bioinformatics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/kumar-physics/RBMRB,Yes,30%,One week ago,2--5 developers,Very important,Very important,More time,Less time,Less time,Important,Somewhat important,Not important,Important,Not important,Somewhat important,Important,Somewhat important,Important,Important,Important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Almost every time,I consult with my colleagues.,Important,Somewhat important,Important,Somewhat important,Important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,1.dependency on other software packages 2. backward compatibility 3. writing documentation ,50%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"RBMRB, plotly, ggplot, ","Python, C/C++, Shell Script",,kbaskaran@bmrb.wisc.edu 11/29/2017 22:29:45,50 -- 60,Male,Europe,Master's,Computer science,Public health,"Industrial Research Scientist, Software Engineer/Programmer, Teacher",https://github.com/Epiconcept-Paris/GADMTools,Yes,60%,One week ago,1 developer ( I work alone),Important,Very important,Much less time,Less time,Same amount of time,Very important,Important,Somewhat important,Important,Not important,Not important,Not important,Important,Important,Very important,Very important,Almost every time,Occasionally,Every time,Every time,Every time,Every time,I consult with my colleagues.,Important,Somewhat important,Important,Very important,Important,Important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,localisation system compatibility,50%,Important,Almost every time,Almost every time,Occasionally,Every time,dplyr ggplot2 surveillance,"C/C++, JavaScript",,jp.decorps@epiconcept.fr 11/29/2017 22:31:42,18 -- 30,Male,North America,Master's,Educatio,Educational psychology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/jrosen48/prcr,Yes,40%,One day ago,1 developer ( I work alone),Important,Important,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,jrosen@msu.edu 11/29/2017 22:33:49,18 -- 30,Male,North America,Master's,statistics,statistics,Graduate Student,https://cran.r-project.org/web/packages/JumpTest/index.html,Yes,10%,Three months ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Somewhat important,Somewhat important,Important,Not important,Somewhat important,Important,Somewhat important,Important,Important,Somewhat important,Not important,Seldom,Occasionally,Seldom,Almost every time,Seldom,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Very important,Not at all important,Important,Somewhat important,Very important,Not at all important,Important,Understand for the most part,No idea what it means,Understand for the most part,Vague understanding,Understand for the most part,Expert-level understanding,No idea what it means,No idea what it means,,30%,Very Important,Occasionally,Seldom,Occasionally,Almost every time,data.table ggplot2 survival,C/C++,,kaiqiao.li@stonybrook.edu 11/29/2017 22:34:52,30 -- 40,Female,North America,Doctorate's,astronomy,text mining,"Industrial Research Scientist, Software Engineer/Programmer",https://github.com/juliasilge/tidytext,Yes,80%,One day ago,2--5 developers,Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Not at all important,Not at all important,Important,Important,Very important,Important,Not important,Not important,Very important,Almost every time,Almost every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Somewhat important,Important,Important,Not important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Lack of time to fix all the problems I know about and develop all the ideas I have,80%,Very Important,Occasionally,Almost every time,Every time,Every time,"dplyr, ggplot2, tidytext","C/C++, Shell Script",, 11/29/2017 22:35:04,30 -- 40,Male,Asia,Master's,Environmental Studies ,Geophysics and environmental studies,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Teacher",https://github.com/kwanghun/DMMF,Yes,70%,One day ago,1 developer ( I work alone),Very important,Somewhat important,More time,More time,Same amount of time,Very important,Somewhat important,Important,Very important,Not important,Important,Important,Not important,Somewhat important,Important,Important,Every time,Almost every time,Every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Very important,Somewhat important,Very important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,No idea what it means,1. Lack of data to test the model 2. Lack of people to check the code. 3. Lack of people to test the model.,50%,Very Important,Occasionally,Every time,Almost every time,Every time,"DMMF, hydroGOF, raster","C/C++, Fortran","It feels useful when others plan to develop new packages or models, especially with limited man-power which is usual situation in research area as a graduate student. ",kwanghun.choi@yahoo.com 11/29/2017 22:40:07,40 -- 50,Male,Asia,Doctorate's,Clinical Pharmacology,Clinical Pharmacology,"Adacemic Researcher (professor, post-doc, etc), Clinician",https://asancpt.github.io,Yes,20%,One week ago,2--5 developers,Very important,Important,Less time,Less time,Same amount of time,Very important,Important,Somewhat important,Important,Somewhat important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Important,Every time,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 11/29/2017 22:42:40,30 -- 40,Male,South America,Doctorate's,Statistics,Spatial Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Important,Somewhat important,Not important,Very important,Very important,,,,Very important,Seldom,Occasionally,Never,Never,Seldom,Occasionally,,Important,Not important,Very important,Somewhat important,Important,Very important,Not important,Not important,Vague understanding,Vague understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Vague understanding,Debugging,30%,Very Important,Almost every time,Almost every time,Almost every time,Every time,"spdep, R-INLA",C/C++,, 11/29/2017 22:43:55,18 -- 30,Male,North America,Doctorate's,Biostatistics,"Eyetracking analysis, data science",Graduate Student,,Yes,30%,One month ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Not important,Important,Not at all important,Very important,Very important,Important,,,,,Occasionally,Almost every time,Every time,Occasionally,Almost every time,Occasionally,I consult the software specification and choose the next piece to implement.,Very important,Important,Very important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,No idea what it means,,70%,Very Important,Seldom,Almost every time,Occasionally,Every time,"lme4, gam, snow","C/C++, Shell Script",, 11/29/2017 22:45:41,over 60,Male,Oceania,Doctorate's,Zoology,Quantitative ecology,"Adacemic Researcher (professor, post-doc, etc), independent researcher",https://cran.r-project.org/web/packages/secr,Yes,60%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Somewhat important,Somewhat important,Not important,Important,Important,Important,Important,Occasionally,Every time,Every time,Almost every time,Almost every time,Every time,I decide what I want to work on next,Somewhat important,Somewhat important,Not important,Not important,Not important,Not important,Not important,Not important,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Lack of professional support; demands of unqualified users,30%,Very Important,Occasionally,Seldom,Almost every time,Every time,"secr, secrdesign, rgdal",C/C++,,murray.efford@otago.ac.nz 11/29/2017 22:45:42,50 -- 60,Male,North America,Doctorate's,Computer Science -- Distributed Systems,advertising,Software Engineer/Programmer,https://github.com/matthewclegg,Yes,80%,One day ago,2--5 developers,Very important,Important,More time,More time,More time,Very important,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Very important,Important,Important,Very important,Very important,Every time,Almost every time,Every time,Every time,Almost every time,Every time,I consult with my colleagues.,Important,Important,Very important,Somewhat important,Very important,Important,Important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,tools that impede the development process,50%,Very Important,Almost every time,Almost every time,Occasionally,Every time,"ggplot,data.table","Python, C/C++, Java",,matthewcleggphd@gmail.com 11/29/2017 22:50:25,50 -- 60,Male,Oceania,Bachelor's,Science (Biology),Environmental science and ecology,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/mbedward/packcircles,Yes,20%,One day ago,1 developer ( I work alone),Important,Important,More time,Same amount of time,Same amount of time,Very important,Important,Not at all important,Not important,Not at all important,Not important,,Very important,Very important,Very important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Somewhat important,Very important,Somewhat important,Very important,Very important,Important,Somewhat important,Understand for the most part,Novice understanding,Expert-level understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,"sufficiently understanding the problem/domain; balancing software features/flexibility against development time/effort; providing code that non-coding scientists can understand, at least conceptually.",70%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"ggplot2, mgcv, rjags","C/C++, Java, Scala",,michael.bedward@gmail.com 11/29/2017 22:52:15,18 -- 30,Female,North America,Doctorate's,Civil and Environmental Engineering,Ecology,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/hsavoy/anchoredDistr,Yes,80%,One year ago,2--5 developers,Very important,Important,Much more time,Much more time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Not at all important,Very important,Very important,,,,,Almost every time,Occasionally,Every time,Every time,Occasionally,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Somewhat important,Very important,Very important,Somewhat important,Very important,Very important,Important,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,Novice understanding,Novice understanding,,80%,Very Important,Occasionally,Every time,Every time,Every time,"dplyr, ggplot, gstat","C/C++, C#",,frystacka@berkeley.edu 11/29/2017 22:53:36,40 -- 50,Male,North America,Doctorate's,biochemistry,genomics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/MCMC.qpcr/index.html,Yes,20%,More than one year ago,1 developer ( I work alone),Not important,Somewhat important,Much more time,Much more time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Very important,Not at all important,Not at all important,Important,Important,Very important,Very important,Never,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Very important,Not at all important,Not at all important,No idea what it means,No idea what it means,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,No idea what it means,No idea what it means,transferability ,90%,Very Important,Seldom,Occasionally,Every time,Occasionally,"ggplot2, DESeq2, MCMC.glmm",perl,,matz@utexas.edu 11/29/2017 23:01:21,18 -- 30,Female,North America,Doctorate's,Biostatistics,wearable accelerometer data analysis,Graduate Student,https://cran.r-project.org/web/packages/mdpeer/index.html,Yes,10%,One year ago,1 developer ( I work alone),Important,Not important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Not important,Important,Somewhat important,Not important,Not important,Not important,Not important,Occasionally,Every time,Every time,Seldom,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Vague understanding,Understand for the most part,Vague understanding,Novice understanding,No idea what it means,Vague understanding,,30%,Very Important,Occasionally,Every time,Never,Every time,"dplyr, ggplot2, glmnet",Python,I would like to receive the results of this survey,marta.karass@gmail.com 11/29/2017 23:01:37,40 -- 50,Male,Oceania,Doctorate's,Antarctic ecology,Ecosystems in Antarctica,"Government Research Scientist, Software Engineer/Programmer",https://github.com/hypertidy/unjoin,Yes,60%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,More time,Very important,Very important,Not important,Not important,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Very important,Almost every time,Occasionally,Almost every time,Seldom,Almost every time,Almost every time,I consult with my colleagues.,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"Specification of requirements, run-time mostly",80%,Very Important,Occasionally,Seldom,Occasionally,Almost every time,"dplyr, raster, devtools","C/C++, JavaScript",,mdsumner@gmail.com 11/29/2017 23:09:25,18 -- 30,Male,Asia,Doctorate's,Economics,Transport,Data Scientist,https://github.com/michaelchirico/vcov,No,10%,One week ago,More than 50 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Very important,Important,Somewhat important,Important,Not important,Very important,,,,,Occasionally,Almost every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Very important,Very important,Not important,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,No idea what it means,"obfuscation/reproducibility, communication/coordination, free time",50%,Very Important,Never,Almost every time,Almost every time,Every time,"data.table, data.table, rvest","Python, C/C++, Shell Script, Scala/Spark, Julia, SQL, xpath",, 11/29/2017 23:16:43,30 -- 40,Male,North America,Doctorate's,Biostatistics,Medical statistics / biostatistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/joerigdon/nearfar/blob/master/nearfar.R,Yes,20%,One day ago,1 developer ( I work alone),Important,Very important,More time,More time,More time,Very important,Somewhat important,Important,Somewhat important,Not important,Somewhat important,Very important,Not at all important,Not important,Important,Very important,Occasionally,Occasionally,Every time,Almost every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Very important,Important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,"I have only worked with creating R packages (3 total - RI2by2, interferenceCI, and nearfar). In each project, I've created code, compiled it into an R package, and sent to CRAN (Comprehensive R Archive Network) for review. The most common ""pain point"" is abiding by all of CRAN's formatting rules (e.g., examples must take less than 5 seconds to run). Having gone through the process 3 times, I have grown to understand and appreciate why they have so many rules, though. ",80%,Very Important,Never,Every time,Almost every time,Every time,"base R, lmer, multcomp, party",,, 11/29/2017 23:18:13,30 -- 40,Male,Oceania,Doctorate's,Genomics,Genomics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,2--5 developers,Very important,Important,Less time,Less time,Same amount of time,Very important,Important,Not important,Not at all important,Not at all important,Not at all important,Somewhat important,Important,Important,Important,Important,Every time,Occasionally,Every time,Every time,Every time,Every time,I consult the software specification and choose the next piece to implement.,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Important,Very important,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,"Validation, validation, validation",10%,Very Important,Almost every time,Occasionally,Every time,Almost every time,"Base R, few other 'go to' packages used all the time","C/C++, JavaScript, Shell Script, Perl",,murray.p.cox@gmail.com 11/29/2017 23:19:01,18 -- 30,Male,North America,Doctorate's,CS,Machine Learning,Graduate Student,https://github.com/n-s-f/mockery,Yes,30%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not important,Not important,Important,Not important,Not important,Not important,Not important,Not important,Not important,Important,Occasionally,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Vague understanding,Vague understanding,R is not a great language,80%,Very Important,,,,,,"Python, Go, Rust, Shell Script",,noam.finkelstein@jhu.edu 11/29/2017 23:19:30,40 -- 50,Male,Oceania,Doctorate's,Integrative Biology,biogeography,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/nmatzke/rexpokit/,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,More time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Important,Not at all important,Somewhat important,Somewhat important,Not at all important,Not at all important,Important,Very important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Not important,Not important,Not important,Somewhat important,Somewhat important,Very important,Not important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,"The CRAN R Gods are fickle, requiring maintenance of R packages that have been working fine, and only throw warnings because of things they change.",90%,Very Important,Occasionally,Every time,Almost every time,Every time,"APE, BioGeoBEARS, rexpokit","Python, C/C++, Java, Fortran",,nick.matzke@anu.edu.au 11/29/2017 23:20:21,30 -- 40,Male,North America,Doctorate's,Statistics,Experimental design,"Industrial Research Scientist, Manager/Supervisor, Software Engineer/Programmer, Data scientist",http://github.com/nfultz,Yes,60%,One day ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,,,Very important,Very important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I consult with my colleagues.,Somewhat important,Important,Important,Somewhat important,Important,Very important,Important,Very important,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,"Edit-compile-test time, reproducibility, scaling up",30%,Important,Occasionally,Almost every time,Occasionally,Occasionally,"Lme4, carat","Python, C/C++, Java, JavaScript, Fortran, Shell Script",,Nfultz@gmail.com 11/29/2017 23:21:05,30 -- 40,Male,Asia,Doctorate's,Statistics,Bayesian statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Not important,Important,Important,Not important,Not important,Somewhat important,Important,Important,Important,Important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,10%,Important,Almost every time,Almost every time,Almost every time,Almost every time,"spatstat, ggplot2",C/C++,Some questions are too long, 11/29/2017 23:21:57,18 -- 30,Male,South America,Doctorate's,Finance,Corporate Finance,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/edgar/index.html,Yes,20%,One month ago,2--5 developers,Very important,Somewhat important,Much more time,Much more time,More time,Very important,Very important,Not important,Somewhat important,Not important,Somewhat important,Very important,Important,Important,Important,Important,Seldom,Never,Never,Seldom,Never,Never,I consult with my colleagues.,Important,Very important,Very important,Important,Very important,Very important,Somewhat important,Important,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,"what is the need, who are the users, design and interface",60%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"edgar, stringr, tm",Python,, 11/29/2017 23:22:56,30 -- 40,Male,North America,Doctorate's,Biophysics,evolutionary genetics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One month ago,2--5 developers,Important,Somewhat important,More time,Same amount of time,Same amount of time,Important,Somewhat important,Very important,Not important,Very important,Very important,Somewhat important,Very important,Somewhat important,Somewhat important,Somewhat important,Seldom,Occasionally,Every time,Seldom,Seldom,Occasionally,I decide what I want to work on next,Very important,Somewhat important,Very important,Somewhat important,Not important,Somewhat important,Important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Vague understanding,Expert-level understanding,Expert-level understanding,Novice understanding,,20%,Very Important,Seldom,Almost every time,Almost every time,Seldom,,"C/C++, Shell Script, Perl",, 11/29/2017 23:25:37,30 -- 40,Male,North America,Doctorate's,Political Science,Armed Conflict,"Adacemic Researcher (professor, post-doc, etc)",https://www.github.com,Yes,40%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Very important,Important,Important,Not important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Almost every time,Every time,Almost every time,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Very important,Important,Important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,80%,Very Important,Occasionally,Seldom,Occasionally,Seldom,"sp, Rcpp, igraph","Python, C/C++, Java",, 11/29/2017 23:28:20,30 -- 40,Male,North America,Doctorate's,Statistics,Education statistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/jepusto/clubSandwich,Yes,10%,One day ago,2--5 developers,Very important,Important,More time,More time,Same amount of time,Very important,Important,Not important,Not important,Very important,Somewhat important,Very important,,Very important,,Very important,Seldom,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Important,Very important,Very important,Important,Not important,Novice understanding,Vague understanding,Understand for the most part,Vague understanding,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,,100%,Very Important,Seldom,Every time,Occasionally,Almost every time,"tidyverse, sandwich, nlme",,, 11/29/2017 23:30:42,over 60,Male,Oceania,Doctorate's,Applied Mathematics,Biostatistics,,https://cran.r-project.org/web/packages/hddplot,Yes,20%,One week ago,1 developer ( I work alone),Important,Very important,Much more time,,,Very important,Important,Not important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Important,Important,Important,Almost every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Getting the program logic right; deciding on breaking code into functions; setting function arguments,30%,Very Important,Occasionally,Almost every time,Seldom,Almost every time,,Shell Script,, 11/29/2017 23:31:36,40 -- 50,Male,Oceania,Doctorate's,Mathematical statistics,Many things: Statistical consultant,"Adacemic Researcher (professor, post-doc, etc), Teacher",,Yes,10%,One day ago,1 developer ( I work alone),Important,Important,Much less time,Less time,Same amount of time,Important,Somewhat important,Not at all important,Not at all important,Not at all important,Somewhat important,Very important,Important,Important,Important,Somewhat important,Seldom,Occasionally,Almost every time,Occasionally,Every time,Almost every time,Try to figure out how to meet the increasingly-complex rules for submitting R packages. That takes far more time than any actual development work. ,Important,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Meeting the increasingly-complicated CRAN guidelines that keep changing.,80%,Very Important,Seldom,Almost every time,Occasionally,Every time,statmod; tweedie; car,Fortran,, 11/29/2017 23:32:50,30 -- 40,Male,Asia,Doctorate's,Probability and Statistics,Digital Humanities,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,1 developer ( I work alone),Very important,Not important,More time,Same amount of time,Same amount of time,,,,,,,,,,,,,,,,,,,,,,,,,,,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,None come to mind.,10%,Very Important,Almost every time,Almost every time,Almost every time,Every time,ggplot2,Python,,No thanks. 11/29/2017 23:36:19,30 -- 40,Male,Oceania,Master's,Statistics,Data Science,"Adacemic Researcher (professor, post-doc, etc), Industrial Research Scientist, Software Engineer/Programmer",https://www.github.com/milesmcbain/datapasta,Yes,80%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Important,Important,Very important,Very important,Somewhat important,Very important,Important,Not important,Not important,Somewhat important,Important,Almost every time,Occasionally,Every time,Every time,Almost every time,Every time,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Very important,Important,Not important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Lack of support for software as research output from faculty. Lack of computing resources. Lack of design resources. ,100%,Very Important,Occasionally,Almost every time,Never,Every time,"Tidyverse, Tidyverse, Tidyverse","C/C++, JavaScript",,miles.mcbain@gmail.com 11/29/2017 23:36:59,18 -- 30,Male,North America,Master's,Computer Science,Bioinformatics,"Engineer, Graduate Student, Software Engineer/Programmer",,Yes,30%,One week ago,2--5 developers,Somewhat important,Important,More time,More time,Same amount of time,Important,Important,Important,Important,Not important,Somewhat important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Occasionally,Seldom,Every time,Occasionally,Almost every time,I consult the software specification and choose the next piece to implement.,Very important,Important,Somewhat important,Important,Important,Important,Important,Somewhat important,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,"Understanding requirements, validation, and verification",30%,Important,Seldom,Never,Occasionally,Seldom,"Flowcore, CytobankAPI, tidyverse","Python, C/C++",, 11/29/2017 23:39:38,30 -- 40,Male,North America,Master's,Statistics,Machine learning,Graduate Student,,Yes,10%,One month ago,1 developer ( I work alone),Very important,Important,,,,Very important,Very important,Somewhat important,,Not at all important,Not at all important,Very important,,,,,Almost every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Not important,Somewhat important,Very important,Important,Very important,Somewhat important,Not important,Not important,No idea what it means,Vague understanding,Novice understanding,Vague understanding,Understand for the most part,Vague understanding,Vague understanding,No idea what it means,,70%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"devtools, Rcpp","C/C++, Shell Script",,dpritch@live.unc.edu 11/29/2017 23:40:37,18 -- 30,Male,North America,Doctorate's,biomedical science,bioinformatics,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Software Engineer/Programmer",https://cran.r-project.org/web/packages/PersomicsArray,Yes,10%,One day ago,1 developer ( I work alone),Very important,Somewhat important,More time,More time,Same amount of time,Very important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Seldom,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Important,Very important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,,10%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,,Python,, 11/29/2017 23:45:32,18 -- 30,Male,North America,Doctorate's,Quantitative Psychology,Causal Inference,Graduate Student,https://github.com/ngreifer/,Yes,50%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Not at all important,Not at all important,Important,Very important,,,,,Occasionally,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Very important,Very important,Important,Important,Important,Important,No idea what it means,Vague understanding,Understand for the most part,Vague understanding,Novice understanding,Novice understanding,Vague understanding,No idea what it means,"Writing documentation, checking for bugs, building two packages simultaneously and needing to bring updates from one IDE to another",70%,Very Important,Seldom,Almost every time,Seldom,Occasionally,"cobalt, ggplot2, reshape2",,"The response labels on the questions asking ""how much time do you spend..."" seemed incorrect for what you wanted to ask.",noah@unc.edu 11/29/2017 23:47:55,30 -- 40,Male,North America,Doctorate's,American Political Science,Political Behavior,"Graduate Student, Software Engineer/Programmer, Teacher",,Yes,10%,One day ago,1 developer ( I work alone),Somewhat important,Not important,More time,More time,Same amount of time,Very important,Very important,Somewhat important,Not important,Somewhat important,Important,Important,,,,,Occasionally,Occasionally,Almost every time,Seldom,Never,Never,I decide what I want to work on next,Important,Important,Important,Not important,Not important,Not important,Not at all important,Not at all important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,No idea what it means,Compatibility across platforms,50%,Important,Seldom,Almost every time,Seldom,Never,"ggplot, stargazer, deplyr","Python, C/C++",, 11/29/2017 23:48:00,18 -- 30,Male,North America,Master's,Biostatistics,Statistics and data science,Software Engineer/Programmer,,Yes,80%,Six months ago,2--5 developers,Very important,Important,Much more time,More time,More time,Very important,Very important,Not important,Not important,Not at all important,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Occasionally,Almost every time,Almost every time,Every time,Occasionally,Seldom,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Important,Important,Important,Understand for the most part,Novice understanding,Expert-level understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Efficiency,80%,Very Important,Never,Almost every time,Never,Never,"Ggplot2, rcpp, xtable","Python, C/C++, Sas",, 11/29/2017 23:48:18,18 -- 30,Male,North America,Doctorate's,Biological Oceanography,Physiology,Graduate Student,https://github.com/matthewabirk/respirometry,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,More time,Same amount of time,Same amount of time,Very important,Not important,Not important,Not at all important,Not at all important,Important,Very important,Not at all important,Not at all important,Not at all important,Very important,Seldom,Seldom,Almost every time,Occasionally,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Important,Very important,Very important,Somewhat important,Important,Somewhat important,Not important,No idea what it means,Vague understanding,Expert-level understanding,Expert-level understanding,Vague understanding,Novice understanding,Novice understanding,Vague understanding,"hidden bugs, coding illiterate colleagues, keeping code files organized",40%,Very Important,Never,Occasionally,Seldom,Every time,"respirometry, seacarb, ggplot2",,,matthewabirk@gmail.com 11/29/2017 23:49:18,30 -- 40,Male,Europe,Doctorate's,Business forecasting with neural networks,Business forecasting,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/trnnick/mapa,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not at all important,Very important,Not important,Not important,Not at all important,Not at all important,Somewhat important,Somewhat important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Important,Important,Important,Very important,Somewhat important,Important,Novice understanding,Vague understanding,Novice understanding,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,"Keeping up with coding innovations, updating code to work with software updates",90%,Very Important,Seldom,Occasionally,Every time,Occasionally,"Besides mine: forecast, glmnet, parallel",MatLab,,nikolaos@kourentzes.com 11/29/2017 23:50:51,40 -- 50,Male,North America,Doctorate's,Forest science/ecology,ecology,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, Teacher",,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Not important,Important,Not important,Not important,Somewhat important,Somewhat important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Very important,Very important,Important,Important,Very important,Important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"streamlining code for parallel computation, users not reading man pages or running examples to understand the functions",50%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"lme4, unmarked, R2jags",,, 11/29/2017 23:52:17,18 -- 30,Male,South America,Doctorate's,Decision support methods,Statistics and machine learning,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/gabrielrvsc/ARCO,Yes,50%,One day ago,2--5 developers,Important,Somewhat important,Much less time,Same amount of time,Much more time,Very important,Somewhat important,Somewhat important,Not at all important,Not important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Occasionally,Seldom,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Making the software user friendly, generalizing functions for all ocasions, understanding the statistical problem behind the codes.",90%,Very Important,Seldom,Almost every time,Seldom,Almost every time,"glmnet, randomForest, Tidyverse","Python, Julia",,gabrielrvsc@yahoo.com.br 11/29/2017 23:53:52,30 -- 40,Male,Asia,Doctorate's,Environmental science and technology,Environmental planning and management,"Adacemic Researcher (professor, post-doc, etc), Industrial Research Scientist, Laboratory Technician",https://github.com/ctfysh/sfc,Yes,10%,One week ago,1 developer ( I work alone),Very important,Important,Same amount of time,More time,Much more time,Very important,Important,Important,Important,Not important,Somewhat important,Very important,Somewhat important,Somewhat important,Somewhat important,Important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Seldom,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"bugs, algorithm, software structure",70%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"dplyr, ggplot2, tidyr",Matlab,,shenghu@nju.edu.cn 11/29/2017 23:56:05,40 -- 50,Male,Europe,Doctorate's,Statistics,quantitative finance,"Industrial Research Scientist, Software Engineer/Programmer",https://github.com/vincent-dk/sglOptim,Yes,60%,One week ago,1 developer ( I work alone),Important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Not important,Not important,Not important,Somewhat important,Not important,Not important,Not important,Not important,Important,Very important,Every time,Almost every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,,Very important,Very important,Somewhat important,Very important,Important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"1. In academia the time spent on developing solid statistical software is not valued, I.e an article has much higher value. Writing loose software (or non at all) + an article takes much less time, hence a higher article production. Which implies that you get penalized for developing solid software. 2. In the industry I find that most mangers do not understand what it takes to write statistical software (for example at least half the time is typically spent on mathematical analysis, many seem to think you just write uml and the code) . This means that the industry typically provides very bad environments for statistical software development. Plus the industry has, in my experience, serval other issues, all meaning that the quality of the statistical software produced is low. 3. The public and some industrial managements seems to think machine learning/ statistical software can do anything. They seem completely unrealistic at times. And, importantly, forgetting to validate (or do error-prone validation of) the the machine learning system. (This is often a complicated task involving statistical and domain knowledge) The most important part of a production machine learning system is an continuous validation of the performance (the distribution of the input data is likely to change over time -- this is basic logic, but seems to be neglected or forgotten. ), a part often neglected. Meaning high risk of failure of the system, without being able to stop the system before it fails! ",30%,Important,Almost every time,Almost every time,Never,Almost every time,At the moment my own non public packages. Otherwise Matrix.,C/C++,,Martin.vincent.dk@gmail.com 11/29/2017 23:56:19,18 -- 30,Male,Asia,Doctorate's,Statistics,Experimental Design,"Engineer, Industrial Research Scientist",https://github.com/PingYangChen/milr,Yes,30%,One day ago,2--5 developers,Very important,Very important,Much more time,Same amount of time,Same amount of time,Very important,Very important,Important,Important,Important,Very important,Very important,Not important,Not important,Important,Very important,Every time,Occasionally,Almost every time,Every time,Seldom,Every time,I consult with my colleagues.,Very important,Very important,Important,Very important,Very important,Important,Somewhat important,Important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,"How to do the throughout error-proofing, Long Computing time, Depending R packages may be suddenly not working",40%,Very Important,Occasionally,Every time,Occasionally,Almost every time,"Rcpp, RcppArmadillo, glmnet",C/C++,, 11/29/2017 23:57:47,30 -- 40,Male,North America,Master's,Environmental Engineering ,Data Science,Software Engineer/Programmer,https://github.com/gaurbans/ecm,Yes,80%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Important,Somewhat important,Not at all important,Somewhat important,Somewhat important,Not at all important,Not at all important,Somewhat important,Very important,Occasionally,Seldom,Every time,Almost every time,Seldom,Seldom,I decide what I want to work on next,Very important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Debugging and coding in multiple languages,80%,Very Important,Almost every time,Every time,Every time,Every time,"Ecm, lubridate, shiny",Python,,gaurbans@gmail.com 11/30/2017 0:02:49,40 -- 50,Male,North America,Doctorate's,statistics,data analysis,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/rafalab,Yes,10%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Important,Not at all important,Not at all important,Important,Very important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,,,,,,,,,,,,,,,,,,,,,,,,,,, 11/30/2017 0:12:03,30 -- 40,Female,North America,Doctorate's,"Research, Evaluation, Measurement, and Statistics",Psychometrics,"Adacemic Researcher (professor, post-doc, etc), Assessment Sciences",https://github.com/jenitivecase/inspectr,Yes,60%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Not at all important,Somewhat important,Not important,Somewhat important,Not at all important,Not at all important,Somewhat important,Very important,Every time,Every time,Every time,Every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Very important,Very important,Important,Important,Very important,Somewhat important,Novice understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Vague understanding,"Unclear requirements from management, unclear documentation for other developers ' code, and version control issues across versions of other R packages",70%,Very Important,Occasionally,Almost every time,Almost every time,Every time,"dplyr, RODBC, & ggplot2","Python, Fortran, Shell Script",Very interested to know what the results show!,jbrussow@gmail.com 11/30/2017 0:14:55,30 -- 40,Male,North America,Doctorate's,Ecology,Ecology/Conservation,"Adacemic Researcher (professor, post-doc, etc)",,Yes,60%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Not important,Not at all important,Somewhat important,Not at all important,Very important,Not at all important,Not at all important,Important,Very important,Almost every time,Occasionally,Every time,Almost every time,Seldom,Occasionally,I decide what I want to work on next,,,,,,,,,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,,90%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"raster, shapefiles",,"not sure on the whether the scripts and source code i live in every day are part of the definition of ""software"" (which is defined in self-referential, circular terms here - e.g. ""software"" is defined as ""software"")",naturenoah@gmail.com 11/30/2017 0:24:58,30 -- 40,Male,Asia,Doctorate's,Engineering,statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,1 developer ( I work alone),Important,Important,Much more time,Much more time,Much more time,Important,Not important,Not at all important,Not important,Important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Occasionally,Seldom,Almost every time,Occasionally,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Important,Somewhat important,Somewhat important,Not important,Not important,Somewhat important,Vague understanding,Vague understanding,Vague understanding,No idea what it means,No idea what it means,No idea what it means,No idea what it means,No idea what it means,,20%,Very Important,Seldom,Occasionally,Seldom,Occasionally,"caret, randomForest, ggplot2",,, 11/30/2017 0:33:55,40 -- 50,Male,North America,Doctorate's,Marine Biology,Marine mammal population biology,Government Research Scientist,https://github.com/ericarcher,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Somewhat important,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Every time,Every time,Every time,Seldom,Almost every time,Almost every time,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Very important,Very important,Important,Somewhat important,Not important,Understand for the most part,Novice understanding,Expert-level understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,"Users with different levels of experience, increasing software efficiency, keeping code flexible and efficient at the same time",80%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"dplyr, strataG, ggplot2",C/C++,, 11/30/2017 0:38:01,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 11/30/2017 0:44:37,30 -- 40,Male,North America,Doctorate's,Bioinformatics and Computational Biology,Biodemography,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://cran.r-project.org/package=stpm,Yes,80%,One day ago,1 developer ( I work alone),Somewhat important,Important,Much less time,Less time,Same amount of time,Important,Important,Important,Somewhat important,Not important,Somewhat important,Important,Very important,Very important,Very important,Somewhat important,Every time,Every time,Every time,Almost every time,Every time,Every time,I consult with my colleagues.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,"Hardware limitations, licensing, project management",100%,Very Important,Occasionally,Every time,Almost every time,Occasionally,"plyr, ggplot2, Rcpp","Python, C/C++, Shell Script",,ilya.zhbannikov@duke.edu 11/30/2017 0:47:51,30 -- 40,Male,North America,Doctorate's,Bioinformatics,Computational Biology,"Engineer, Industrial Research Scientist, Manager/Supervisor, Software Engineer/Programmer",https://github.com/lawremi/rsolr,Yes,20%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Important,Important,Somewhat important,Very important,Very important,Very important,Important,Important,Important,Important,Every time,Almost every time,Every time,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Important,Important,Very important,Important,Somewhat important,Important,Important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"scalability, evolving requirements",10%,Very Important,Occasionally,Every time,Occasionally,Occasionally,"GenomicRanges, ggplot2, SummarizedExperiment",C/C++,, 11/30/2017 0:47:59,30 -- 40,Male,Asia,Doctorate's,Engineering,,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/,Yes,30%,One day ago,1 developer ( I work alone),Important,Somewhat important,Same amount of time,Same amount of time,Less time,Very important,Not at all important,Not at all important,Not at all important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Seldom,Seldom,Every time,Seldom,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,,30%,Very Important,Seldom,Every time,Occasionally,Almost every time,"base, stats, survival","C/C++, Java, JavaScript",, 11/30/2017 0:50:11,40 -- 50,Male,North America,Doctorate's,Assessment and Measurement (Psychology),testing (measurement and psychometrics),"Adacemic Researcher (professor, post-doc, etc)",,Yes,0%,One day ago,1 developer ( I work alone),Very important,Important,More time,Same amount of time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Important,Important,Somewhat important,Very important,Very important,Very important,Very important,Seldom,Seldom,Almost every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Important,Not at all important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,,,,,,,,,,, 11/30/2017 0:51:28,18 -- 30,Male,Oceania,Bachelor's,Statistics,Bayesian model development,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Software Engineer/Programmer",https://cran.r-project.org/web/packages/rjmcmc/index.html,Yes,10%,One month ago,1 developer ( I work alone),Somewhat important,Not important,More time,More time,Same amount of time,Very important,Not important,Somewhat important,Not at all important,Not at all important,Not important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Occasionally,Almost every time,Seldom,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Not important,Somewhat important,Important,Somewhat important,Important,Somewhat important,Not important,Somewhat important,No idea what it means,No idea what it means,Novice understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,No idea what it means,Uncertainty of correctness; platform dependence (particularly incompatibility with Windows); not knowing whether anyone else will use my software,80%,Very Important,Seldom,Every time,Occasionally,Seldom,"rjags, greta, madness",C/C++,,nick_gelling@hotmail.com 11/30/2017 0:55:45,30 -- 40,Male,Europe,Doctorate's,Forest planning,Forest inventories and Remote Sensing,Government Research Scientist,,Yes,80%,One week ago,2--5 developers,Very important,Important,Much more time,More time,More time,Very important,Important,Important,Important,Important,Very important,Very important,Important,Important,Important,Important,Almost every time,Every time,Occasionally,Almost every time,Occasionally,Almost every time,I consult with my colleagues.,Important,Important,Important,Important,Important,Important,Important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,60%,Very Important,Seldom,Occasionally,Occasionally,Never,"rgeos, rgdal, raster",Python,great!,nicola.puletti@gmail.com 11/30/2017 0:57:52,18 -- 30,Male,North America,Master's,Statistics,Engineering - Acoustic Telemetry,"Industrial Research Scientist, Software Engineer/Programmer",,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,More time,Very important,Somewhat important,Important,Not important,Not at all important,Very important,Important,Not at all important,Not at all important,Not at all important,Very important,Every time,Every time,Every time,Every time,Almost every time,Almost every time,I consult with my colleagues.,Important,Somewhat important,Very important,Important,Very important,Important,Important,Important,Understand for the most part,Novice understanding,Expert-level understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,Developing new methods while performing analysis for customers provides challenges re version control and reproducibility ,100%,Very Important,,,,,"data.table, ggplot2, Rcpp","Python, C/C++, Shell Script",,martin.blostein@gmail.com 11/30/2017 1:00:47,18 -- 30,Male,Asia,Doctorate's,Phd in Sparsity in Large Scale Kernel Methods,Bioinformatics; Computational Biology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/RGBM/index.html,Yes,50%,One day ago,2--5 developers,Very important,Very important,More time,More time,,Important,Very important,Very important,Important,Not important,Very important,Important,Not important,Not important,Not important,Very important,Almost every time,Every time,Every time,Almost every time,Every time,Occasionally,I decide what I want to work on next,Very important,Important,Very important,Very important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Software project management; Language of choice; Software Maintenance,40%,Important,Almost every time,Every time,Occasionally,Every time,data.table; ggplot2; doParallel,"Python, C/C++, Shell Script",,raghvendra5688@gmail.com 11/30/2017 1:02:26,over 60,Male,North America,Doctorate's,Mathematical Statistics,statistics,Government Research Scientist,,Yes,10%,One month ago,1 developer ( I work alone),Somewhat important,Not important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Somewhat important,Important,Important,Somewhat important,Not important,Not important,Occasionally,Occasionally,Almost every time,Almost every time,Seldom,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,,10%,Important,Seldom,Almost every time,Occasionally,Occasionally,,Python,, 11/30/2017 1:03:17,40 -- 50,Male,Asia,Doctorate's,Data mining,"Clustering - Data mining, Data analysis","Adacemic Researcher (professor, post-doc, etc)",,No,20%,One month ago,1 developer ( I work alone),Very important,Very important,Less time,Same amount of time,More time,Important,Important,Important,Important,Somewhat important,Important,Important,Important,Important,Very important,Very important,,,,,,,,,,,,,,,,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Initial logic,50%,Very Important,Occasionally,Occasionally,Seldom,Occasionally,GDS,"Python, C/C++",, 11/30/2017 1:10:17,30 -- 40,Male,Asia,Doctorate's,Economics,Reinforcement learning for dynamic economic games,"Engineer, Software Engineer/Programmer",https://github.com/striprtf,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,More time,Very important,Very important,Somewhat important,Not important,Not important,Not important,Very important,Not at all important,Not at all important,Somewhat important,Somewhat important,Almost every time,Occasionally,Every time,Every time,Occasionally,Almost every time,I fix the next high-priority bug assigned to me.,Somewhat important,Very important,Very important,Important,Very important,Important,Important,Somewhat important,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Vague understanding,Novice understanding,Communicating and sharing the concept among the team members,40%,Very Important,Occasionally,Almost every time,Seldom,Every time,dplyr ggplot2 shiny,"Python, C/C++, Shell Script",,kmori05@gmail.com 11/30/2017 1:16:44,30 -- 40,Male,North America,Doctorate's,statistics,statistics,"Industrial Research Scientist, Software Engineer/Programmer",,Yes,100%,One day ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Important,Very important,Very important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Test coverage, readable code, documentation",100%,Very Important,Seldom,Every time,Almost every time,Every time,"data.table, ggplot2, rmarkdown","Python, C/C++, Shell Script",, 11/30/2017 1:20:47,40 -- 50,Male,Asia,Bachelor's,Genetics & Zoology,"Student exam performance, controlled against extraneous factors such as initial aptitude measures, as indications of success of implemented programme procedures and practices.",Teacher,https://github.com/ram6ler/trotter,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Very important,Important,Somewhat important,Not at all important,Not at all important,Somewhat important,Important,Almost every time,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Not important,Very important,Important,Important,Important,Important,Somewhat important,Vague understanding,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,,10%,Important,Seldom,Almost every time,Occasionally,Almost every time,dplyr ,"Python, Dart","I'm not really sure if I qualify as a scientist. I am originally an amateur, self-taught, hobbyist programmer with no formal education in computers who moved on to using programming for administrative tasks and to assist in very specific research I do for the school I work at. Feel free to discard these responses!",rambler@ibwya.net 11/30/2017 1:30:04,30 -- 40,Male,Oceania,Doctorate's,Electrical Engineering,Computational statistics,"Adacemic Researcher (professor, post-doc, etc)",http://www.github.com/compops/pmh-tutorial-rpkg,Yes,50%,One day ago,2--5 developers,Very important,Not at all important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Important,Not at all important,Very important,,Somewhat important,Not at all important,Not at all important,Somewhat important,Somewhat important,Almost every time,Seldom,Every time,Every time,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Important,Important,Not important,Very important,Very important,Important,Not at all important,Novice understanding,,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,No idea what it means,"Debugging. Getting relevant help from others (most colleagues are not interested in software development and do not have good practices/habits for it)",40%,Very Important,Never,Almost every time,Almost every time,Almost every time,base,"Python, C/C++, JavaScript, Shell Script",, 11/30/2017 1:31:18,50 -- 60,Male,Europe,Doctorate's,Genetic and epigenetic factors of sex determination in turtles,ecology and evolution,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/phenology/index.html,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Important,Very important,Important,Important,Very important,Very important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,"R version changes that broke my code, user not reading documentation, web functionalities changing very fast",30%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"phenology, embryo growth, HelpersMG",Fortran,, 11/30/2017 1:36:52,over 60,Male,North America,Doctorate's,Economics,Finance,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/rmcd1024/derivmkts,No,20%,One day ago,1 developer ( I work alone),Important,,More time,Same amount of time,Same amount of time,Very important,Important,Not important,Not at all important,Not at all important,Not important,Somewhat important,Important,Very important,Very important,Very important,Occasionally,Almost every time,Every time,Occasionally,Almost every time,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Very important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"obtaining coding assistance, debugging, understanding the correct approach to the problem",20%,Very Important,Every time,Every time,Occasionally,Every time,"dplyr, ggplot2, knitr","Python, Shell Script",, 11/30/2017 1:46:50,30 -- 40,Male,Europe,Doctorate's,Biostatistics and Virology,Medical Health - Cancer and Diabetes,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/biscuit13161/UNGeneAnno.git,Yes,40%,One week ago,1 developer ( I work alone),Important,Important,More time,Same amount of time,Same amount of time,Important,Not important,Somewhat important,Not important,Not important,Not important,Somewhat important,Not important,Somewhat important,Important,Important,Almost every time,Every time,Every time,Almost every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Somewhat important,Somewhat important,Important,Important,Very important,Important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Vague understanding,"Time, access and resources",70%,Important,Occasionally,Every time,Almost every time,Almost every time,,"Python, C/C++, Perl",,ithompson@hbku.edu.qa 11/30/2017 1:49:00,30 -- 40,Male,North America,Doctorate's,Pharmacometrics,Pharmacometrics / clinical pharmacology,"Engineer, Industrial Research Scientist, Manager/Supervisor, Entrepeneur",https://github.com/ronkeizer/clinPK,Yes,70%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,More time,More time,Very important,Somewhat important,Not important,Not important,Very important,Important,Very important,Not at all important,Not at all important,Somewhat important,Very important,Every time,Every time,Every time,Almost every time,Every time,Almost every time,I decide what I want to work on next,Important,Very important,Very important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"writing documentation, writing tests, cross-environment development",50%,Important,Seldom,Occasionally,Almost every time,Almost every time,"ggplot2, dplyr, PKPDsim","Python, C/C++, JavaScript",,ronkeizer@gmail.com 11/30/2017 2:00:16,30 -- 40,Male,Oceania,Master's,hydrogeology,hydrogeology,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",https://github.com/mwtoews/seas,Yes,20%,One week ago,2--5 developers,Important,Important,More time,Same amount of time,Same amount of time,Important,Somewhat important,Somewhat important,Somewhat important,Not important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Occasionally,Occasionally,Occasionally,Occasionally,Seldom,I decide what I want to work on next,Somewhat important,Important,Important,Important,Important,Somewhat important,Somewhat important,Not important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,"1. Not finishing a module or subroutine. 2. Not having enough time to add a unit test for new features. 3. Tracing unexpected behaviours.",60%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"netcdf, hdf5, rpostgresql","Python, C/C++, Fortran, SQL",, 11/30/2017 2:01:27,over 60,Male,North America,Doctorate's,Psychology,Online influence and manipulation,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/FreqProf/index.html ,Yes,10%,One week ago,2--5 developers,Very important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Not important,Not important,Not important,Important,Important,Very important,Very important,Very important,Important,Important,Every time,Every time,Every time,Every time,Seldom,Seldom,I decide what I want to work on next,Very important,Very important,Very important,Important,Very important,Very important,Not important,Not important,Expert-level understanding,Expert-level understanding,Understand for the most part,Vague understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,"Debugging, confirming accurate data correction, accounting for data that don't make sense",50%,Very Important,Occasionally,Almost every time,Occasionally,Every time,,"JavaScript, PHP",, 11/30/2017 2:10:32,18 -- 30,Male,North America,Doctorate's,Statistical genetics ,Genetics,Graduate Student,http://www.github.com/rcorty/vqtl,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Important,Not important,Not at all important,Somewhat important,Important,,,,,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,not sure,70%,Very Important,Seldom,Almost every time,Almost every time,Occasionally,"Tidyverse, dglm",,, 11/30/2017 2:24:29,18 -- 30,Male,Europe,Master's,Statistics,Epidemiology,Software Engineer/Programmer,https://github.com/WetRobot/popEpi,Yes,20%,One day ago,2--5 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Important,Not important,Not important,Not important,Not important,Not at all important,Not at all important,Not at all important,Very important,Seldom,Seldom,Almost every time,Almost every time,Seldom,Almost every time,I decide what I want to work on next,Not important,Somewhat important,Very important,Not important,Very important,Somewhat important,Important,Not important,Vague understanding,Vague understanding,Expert-level understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,,70%,Very Important,Seldom,Almost every time,Seldom,Almost every time,"data.table, popEpi, survival",Python,, 11/30/2017 2:25:14,50 -- 60,Male,North America,Doctorate's,Crop science,Environmental science,"Adacemic Researcher (professor, post-doc, etc)",https://r-forge.r-project.org/projects/raster/,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not important,Very important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"maintenance (bug fixing, feature requests) of existing software can be a challenge at times (when I am focused on the next project)",30%,Very Important,Seldom,Occasionally,Every time,Almost every time,"raster, sp, rgdal","Python, C/C++",, 11/30/2017 2:35:48,30 -- 40,Male,North America,Doctorate's,"Statistics (or Mathematics, in general)",Statistics for risk management,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://cran.r-project.org/web/packages/copula/,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,More time,Very important,Important,Not important,Not important,Not important,Very important,Very important,Not important,Not important,Somewhat important,Very important,Occasionally,Every time,Every time,Almost every time,Occasionally,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Important,Very important,Very important,Very important,Important,Not important,Not at all important,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,"1) To not being interrupted when programming 2) To find the time to program (in general) 3) To have the technical skills to solve a problem (for example, a different programming language)",50%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"copula, qrmtools, zenplots","C/C++, Shell Script, LaTeX (if you want to count this)",, 11/30/2017 2:38:49,30 -- 40,Male,Europe,Master's,Psychology,"None, I am no longer in academia",data scientist,https://github.com/rmhogervorst/badgecreatr,Yes,30%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Less time,Same amount of time,Same amount of time,Very important,Not important,Not important,Not important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Not important,Important,Important,Important,Important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,80%,Somewhat important,Occasionally,Every time,Occasionally,Almost every time,"Tidyverse, caret, purrr",,, 11/30/2017 2:39:00,30 -- 40,Male,North America,Doctorate's,Engineering,Health Informatics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,Six months ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,More time,More time,Very important,Very important,Somewhat important,Somewhat important,Not important,Somewhat important,Very important,Not important,Not important,Not important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,,Important,Important,Important,,,,,,,,,,60%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,nlme dply ggplot2,Python,, 11/30/2017 2:40:23,18 -- 30,Male,Europe,Master's,linguistics,"linguistic typology, phonetics",Teacher,https://github.com/ropensci/lingtypology,Yes,20%,One day ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,Much more time,More time,Very important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Seldom,Seldom,Every time,Every time,Every time,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Not important,Not important,Not important,Not important,Not important,Not important,Not important,Not important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Test writing. There were not other problems.,20%,Very Important,Occasionally,Every time,Every time,Every time,"tidyverse, Rvest, lingtypology",Praat,There is a different high education system in Russia. I'm a specialist.,agricolamz@gmail.com 11/30/2017 2:42:14,40 -- 50,Male,Asia,Doctorate's,Statistics,data science,"Adacemic Researcher (professor, post-doc, etc), Engineer",https://CRAN.R-project.org/package=kofnGA,Yes,50%,One week ago,1 developer ( I work alone),Very important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Not important,Somewhat important,Somewhat important,Very important,Not important,Very important,Important,Important,Not at all important,Very important,Almost every time,Almost every time,Every time,Every time,Occasionally,Almost every time,I decide what I want to work on next,Very important,Very important,Important,Important,Very important,Somewhat important,Important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,"1) Developing good software takes time, but only publishing papers provides professional rewards in academia. As a result there is a constant feeling that you should not be spending so much time developing software. 2) If you want to compare other researchers' methods to your own, or use others' methods, it can be very difficult to do so. Often there is no software implementation, or the existing implementation is bad and/or poorly documented, or it requires a language/platform/environment that I'm not familiar with. 3) Working in interpreted languages like R or MATLAB, you often hit performance bottlenecks you wish you could work around. But this requires mixing languages and/or parallelization that is often not worth the development time. (I plan to try working with Julia to reduce the frequency of this problem)",60%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,,"C#, JavaScript, MATLAB",, 11/30/2017 2:43:27,30 -- 40,Male,North America,Doctorate's,Biostatistics,Statistical Genetics,"Graduate Student, Teacher",https://github.com/sahirbhatnagar/manhattanly,Yes,10%,One week ago,2--5 developers,Very important,Somewhat important,Much more time,Much more time,More time,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Almost every time,Every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Not at all important,Not important,Somewhat important,Not at all important,Not at all important,Somewhat important,Somewhat important,No idea what it means,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,"bugs, documentation, tests",20%,Very Important,Never,Almost every time,Almost every time,Every time,"data.table, dplyr, glmnet","C/C++, Fortran, Shell Script",, 11/30/2017 2:46:01,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 11/30/2017 2:48:10,40 -- 50,Male,Europe,Doctorate's,Epidemiology, Malaria,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Not important,Not important,Not at all important,Not at all important,Not at all important,Not important,Somewhat important,Very important,Very important,Important,Occasionally,Seldom,Occasionally,Occasionally,Seldom,Almost every time,I decide what I want to work on next,Important,Important,Somewhat important,Important,Very important,Somewhat important,Not important,Not important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Other's code can be difficult to read let alone debug.,30%,Very Important,Occasionally,Almost every time,Every time,Every time," base, jags, inla",,, 11/30/2017 2:48:55,30 -- 40,Male,North America,Doctorate's,Psychology,Psychology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Important,Somewhat important,Not at all important,Somewhat important,Very important,,,Very important,Important,Seldom,Occasionally,Occasionally,Seldom,Almost every time,Every time,I decide what I want to work on next,Important,Important,Important,Very important,Important,Very important,Important,Important,Novice understanding,Vague understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,No idea what it means,No idea what it means,,70%,Very Important,Seldom,Occasionally,Occasionally,Almost every time,"Psych, Multicon, lme4",,, 11/30/2017 2:49:43,50 -- 60,Male,Europe,Doctorate's,Economics,Behavioural Economics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,1 developer ( I work alone),Somewhat important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,Important,Important,Occasionally,Seldom,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Not important,Not important,Somewhat important,Important,Very important,Very important,Important,Important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Not enough time, continuity, ",50%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"Plyr, runjags, lattice","C/C++, Shell Script, Php",,oliver@kirchkamp.de 11/30/2017 2:52:38,18 -- 30,Male,Asia,Doctorate's,Medicine,Biology,"Graduate Student, Software Engineer/Programmer",https://cran.r-project.org/web/packages/mHG,Yes,30%,Six months ago,1 developer ( I work alone),Important,Somewhat important,More time,Same amount of time,Less time,Important,Somewhat important,Somewhat important,Somewhat important,Important,Somewhat important,Important,,,Very important,Somewhat important,Almost every time,Occasionally,Almost every time,Occasionally,Seldom,Almost every time,I decide what I want to work on next,Very important,Important,Important,Important,Somewhat important,Important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,90%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"ggplot2 caret data.table","Python, MATLAB",, 11/30/2017 2:53:40,18 -- 30,Male,North America,Doctorate's,Statistics,Data Science,Software Engineer/Programmer,https://github.com/patr1ckm/mvtboost,Yes,100%,One day ago,2--5 developers,Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Important,Not at all important,Not at all important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Very important,Occasionally,Almost every time,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,"Prioritizing, budgeting time, and balancing obligations ",100%,Very Important,Every time,Every time,Every time,Every time,"Base, devtools, testthat","Python, C/C++, Shell Script",,Patrick.mil10@gmail.com 11/30/2017 2:54:06,18 -- 30,Female,Europe,Master's,marine biology,ecological modelling,Graduate Student,https://github.com/cran/SDMPlay,Yes,10%,One month ago,2--5 developers,Somewhat important,Somewhat important,Much more time,Much more time,Same amount of time,Very important,Important,Not important,Not at all important,Not at all important,Not important,Not important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Every time,Every time,Every time,Every time,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Important,Novice understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,"debugging errors, available memory/computing performances, lack of time ",80%,Very Important,Occasionally,Every time,Almost every time,Almost every time,"raster, stats, ggplot2 ",Shell Script,,charleneguillaumot21@gmail.com 11/30/2017 2:54:40,30 -- 40,Male,Europe,Doctorate's,Computational Mass Spectrometry,Mathematical Computing,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Software Engineer/Programmer",,Yes,90%,One day ago,2--5 developers,Very important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Very important,Somewhat important,Not at all important,Not at all important,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Occasionally,Every time,Occasionally,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Important,Very important,Very important,Important,Very important,Very important,Somewhat important,Novice understanding,Expert-level understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,"GIT, pride, web development",90%,Very Important,Occasionally,Occasionally,Seldom,Almost every time,"Tidyverse, Rcpp, parallel","Python, C/C++",, 11/30/2017 2:56:20,18 -- 30,Male,Europe,Doctorate's,Causal inference,Statistics,Graduate Student,,Yes,20%,One week ago,1 developer ( I work alone),Somewhat important,Not at all important,Much more time,More time,Same amount of time,Important,Somewhat important,Very important,Not at all important,Somewhat important,Very important,Important,Not at all important,Not at all important,Not at all important,Important,Seldom,Almost every time,Every time,Occasionally,Almost every time,Occasionally,I decide what I want to work on next,Somewhat important,Important,Very important,Very important,Very important,Important,Somewhat important,Not important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Novice understanding,Vague understanding,"External requirements that constantly change and have to be fulfilled, obscure bugs and having up-to-date documentation",30%,Somewhat important,Occasionally,Almost every time,Never,Occasionally,"igraph, rjags and causaleffect","Java, JavaScript",, 11/30/2017 2:58:23,40 -- 50,Male,Europe,Doctorate's,Applied Mathematics,Applied Mathematics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One month ago,1 developer ( I work alone),Very important,Not important,More time,Same amount of time,Same amount of time,Very important,Not important,Somewhat important,Not important,Not at all important,Somewhat important,Somewhat important,Important,Important,Important,Somewhat important,Occasionally,Occasionally,Occasionally,Seldom,Seldom,Seldom,I decide what I want to work on next,Not important,Somewhat important,Important,Not important,Not important,Not important,Not important,Not at all important,Vague understanding,Novice understanding,Understand for the most part,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,,20%,Important,Occasionally,Seldom,Occasionally,Occasionally,,C/C++,, 11/30/2017 2:59:22,30 -- 40,Male,Oceania,Doctorate's,Biology,Evolutionary biology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/devillemereuil/qgglmm,Yes,10%,One month ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Not important,Not at all important,Somewhat important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Important,Almost every time,Seldom,Occasionally,Seldom,Seldom,Seldom,I decide what I want to work on next,Important,Somewhat important,Important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Vague understanding,Novice understanding,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,"lack of knowledge about software release, software distribution, cross-platform compilation",50%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"MCMCglmm, lme4, tidyverse","Python, C/C++","I am surprised there is no question about licensing. This, especially open source licensing, is a very important topic in scientific software development.",pierre.de.villemereuil@mailoo.org 11/30/2017 3:03:15,over 60,Male,Europe,Doctorate's,"Economics ","Kalman Filterung, survey imputation","Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,2--5 developers,Very important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Important,Not important,Not at all important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Almost every time,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Important,Important,Important,Not important,Not important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,,20%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,dlm ggplot2 Rcpp,"Python, C/C++, JavaScript, Fortran, Shell Script",, 11/30/2017 3:05:41,50 -- 60,Male,Europe,Doctorate's,Oceanography,Oceanography,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/jpgattuso/seacarb-git,Yes,10%,One month ago,2--5 developers,Somewhat important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Somewhat important,Very important,Very important,Almost every time,Occasionally,Almost every time,Seldom,Every time,Almost every time,I consult with my colleagues.,Somewhat important,Somewhat important,Somewhat important,Important,Somewhat important,Important,Important,Not at all important,Vague understanding,Vague understanding,Understand for the most part,Vague understanding,Vague understanding,Vague understanding,Understand for the most part,Novice understanding,,30%,Important,Never,Almost every time,Seldom,Almost every time,seacarb ggplot2 dplyr,,,gattuso@obs-vlfr.fr 11/30/2017 3:11:23,30 -- 40,Male,Asia,Master's,molecular biology,bioinformatics,"Industrial Research Scientist, Software Engineer/Programmer",,Yes,20%,One day ago,2--5 developers,Very important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Very important,Seldom,Almost every time,Almost every time,Occasionally,Seldom,Seldom,My supervisor tells me what to do.,Somewhat important,Somewhat important,Very important,Very important,Very important,Somewhat important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,10%,Very Important,Seldom,Seldom,Occasionally,Almost every time,,"C/C++, Java, Shell Script",,ivan@dote.ru 11/30/2017 3:12:47,30 -- 40,Male,Europe,Doctorate's,Data science,Data science,"Adacemic Researcher (professor, post-doc, etc), Industrial Research Scientist",,Yes,30%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not at all important,Not at all important,Not at all important,Not important,Somewhat important,Somewhat important,Important,Somewhat important,Occasionally,Occasionally,Occasionally,Never,Occasionally,Never,I decide what I want to work on next,Not at all important,Somewhat important,Very important,Very important,Not important,Important,Not important,Not at all important,Novice understanding,Understand for the most part,Understand for the most part,Expert-level understanding,No idea what it means,Understand for the most part,Vague understanding,Novice understanding,"Computation time O(n^x), cran reqirements for unknown platforms (e.g. Solaris), double documentation (header if functions, *.rd files)",70%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,My own :-). Stats. Ggplot2,"Python, C/C++","Normally tondi data science for such questions is very trying, dont expect to much from this :-) Feel free to ask me data science questions. ","The results, yes. " 11/30/2017 3:14:22,40 -- 50,Male,Europe,Doctorate's,Sequence analysis for the social sciences,Socioeconomics,"Adacemic Researcher (professor, post-doc, etc)",https://r-forge.r-project.org/R/?group_id=743,Yes,10%,One month ago,2--5 developers,Important,Very important,More time,Same amount of time,Same amount of time,Very important,Important,Very important,Not important,Not at all important,Not at all important,Important,Important,Very important,Very important,Very important,Seldom,Seldom,Seldom,Seldom,Seldom,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Not important,Not important,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Software maintenance and developments are not valorized in academic researches, at least in the social sciences. It should be done on extra time.",60%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"TraMineR, survival, lme4",C/C++,, 11/30/2017 3:19:26,30 -- 40,Male,Europe,Doctorate's,Meteorology,Meteorology,Government Research Scientist,http://www.github.com/jonasbhend/easyVerification,Yes,20%,One day ago,2--5 developers,Very important,Important,More time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Not at all important,Not important,Important,Very important,Not at all important,Not at all important,Somewhat important,Very important,Seldom,Occasionally,Every time,Every time,Every time,Almost every time,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Very important,Very important,Very important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"Lack of generality of software, bugs, unclear requirements",50%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"ncdf4, easyVerification, bookdown","Python, C/C++, Fortran, Shell Script",,jonas.bhend@meteoswiss.ch 11/30/2017 3:23:55,18 -- 30,Male,Europe,Doctorate's,Comparing nonlinear machine learning algorithms for regression problems. ,Forestry,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/jernejjevsenak/dendroTools,Yes,20%,One week ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,More time,Very important,Not important,Somewhat important,Important,Not important,Somewhat important,Somewhat important,Not at all important,Not at all important,Somewhat important,Important,Seldom,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Very important,Important,Somewhat important,Very important,Very important,Very important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"no time, little experience, /",20%,Important,Every time,Almost every time,Occasionally,Occasionally,"dplyr, ggplot2, brnn",,,jernej.jevsenak@gmail.com 11/30/2017 3:26:51,30 -- 40,Male,Africa,Doctorate's,ecological modelling,"how to quantify biodiversity, identifying the ecological processes generating such biodiversity","Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Not important,Somewhat important,Not important,Not important,Somewhat important,Very important,,,,Important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Somewhat important,Somewhat important,Very important,Very important,Somewhat important,Very important,,Somewhat important,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,Understand for the most part,Novice understanding,Novice understanding,"The difficulty to test all possible cases, which implicates that some bugs can go unnoticed",70%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"zetadiv (my package), vegan, rgdal","C/C++, Java, logo",, 11/30/2017 3:31:54,18 -- 30,Male,North America,Doctorate's,Electrical Engineering,Genetics,"Engineer, Graduate Student",https://github.com/levimcclenny/BoolFilter,Yes,50%,One week ago,2--5 developers,Very important,Very important,Much less time,Less time,Less time,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Not important,Very important,,,,,Occasionally,Almost every time,Almost every time,Every time,Almost every time,Almost every time,I consult with my colleagues.,Important,Important,Very important,Somewhat important,Very important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,50%,Very Important,Seldom,Almost every time,Seldom,Occasionally,"BoolNet, ggplot, stats",Python,, 11/30/2017 3:32:20,30 -- 40,Female,Europe,Doctorate's,Statistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/PGEE/index.html,Yes,20%,One month ago,1 developer ( I work alone),Somewhat important,Important,Same amount of time,Same amount of time,Much more time,Very important,Very important,Very important,Very important,Not important,Not important,Important,Important,Important,Important,Important,Almost every time,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Vague understanding,Vague understanding,Vague understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Most steps...,20%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,gee geeglm BinNonNor,NO,,ginan@metu.edu.tr 11/30/2017 3:32:53,30 -- 40,Male,Europe,Doctorate's,statistics,clustering and classification,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://CRAN.R-project.org/package=otrimle,Yes,30%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not important,Not important,Occasionally,Almost every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Very important,Important,Important,Not important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,reading others people code,20%,Very Important,Almost every time,Occasionally,Seldom,Occasionally,otrimle xtable grdevices,"Python, Fortran",, 11/30/2017 3:36:02,18 -- 30,Male,Europe,Doctorate's,Ecology,Landscape ecology,Graduate Student,https://github.com/julienvollering/MIAmaxent,Yes,10%,Six months ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,More time,Very important,Somewhat important,Not important,Not at all important,Not at all important,Somewhat important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Important,Important,Important,Important,Somewhat important,Somewhat important,No idea what it means,No idea what it means,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Novice understanding,Vague understanding,,40%,Very Important,Seldom,Almost every time,Seldom,Almost every time,,,, 11/30/2017 3:36:08,30 -- 40,Male,Europe,Doctorate's,Mathematics,Official Statistics,Government Research Scientist,https://github.com/statistikat/x12GUI,Yes,20%,One day ago,2--5 developers,Important,Somewhat important,More time,Same amount of time,Same amount of time,Important,Important,Somewhat important,Not important,Important,Somewhat important,Important,Not important,Not important,Very important,Very important,Occasionally,Occasionally,Almost every time,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Not important,Not important,Not important,Important,Important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,,60%,Important,Occasionally,Occasionally,Occasionally,Occasionally,data.table ggplot2 VIM,C/C++,,Alexander.kowarik@statistik.gv.at 11/30/2017 3:37:45,30 -- 40,Male,Europe,Doctorate's,Statistics,Computer science,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,2--5 developers,Very important,Very important,More time,Same amount of time,Same amount of time,Somewhat important,Very important,Not important,Not important,Not at all important,Not important,Not important,Not important,Not important,Not important,Somewhat important,Almost every time,Almost every time,Almost every time,Occasionally,Every time,Every time,I consult with my colleagues.,Very important,Important,Very important,Very important,Important,Important,Important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,"Efficient code, difficult to understand, implement, test functions or algorithms and advertisement.",10%,Very Important,Almost every time,Almost every time,Occasionally,Seldom,"Rfast, MXM and Compositional",,,mtsagris@yahoo.gr 11/30/2017 3:40:21,40 -- 50,Male,Europe,Doctorate's,Biochemistry,Proteomics/Biochemistry,"Adacemic Researcher (professor, post-doc, etc)",https://bitbucket.org/graumannlabtools/,Yes,20%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Important,Important,Very important,Very important,Very important,Almost every time,Occasionally,Every time,Almost every time,Every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Somewhat important,Very important,Important,Very important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Unwillingness to use serious tools - 'appification' of computation increases computational illiteracy ever more,90%,Very Important,Occasionally,Every time,Occasionally,Almost every time,"limma, autonomics, dplyr","Python, Shell Script",,nonsense@graumannschaft.org 11/30/2017 3:40:47,18 -- 30,Male,Asia,Doctorate's,Time Series Analysis and its applications.,wind energy,"Adacemic Researcher (professor, post-doc, etc), Engineer",https://github.com/neerajdhanraj/PSF,Yes,30%,One week ago,1 developer ( I work alone),Very important,Important,Much less time,Less time,More time,Very important,Important,Important,Important,Not important,Not important,Very important,Not important,Not important,Not important,Very important,Every time,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Important,Important,Very important,Very important,Important,Somewhat important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"visualisation, cross comparability with depending packages, optimisation of processes",30%,Very Important,Every time,Every time,Occasionally,Occasionally,"ggplot2, forecast, PSF",Python,I am happy to contribute in such valuable research work.,neerajdhanraj@gmail.com 11/30/2017 3:43:17,18 -- 30,Male,Asia,Master's,Business,Audit,Consultant ,,Yes,10%,One day ago,2--5 developers,Very important,Very important,Much less time,Much less time,Much more time,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 11/30/2017 3:44:56,over 60,Male,Europe,Master's,Psychology,"Web questionnaires, Statistical analyses, R programming","Adacemic Researcher (professor, post-doc, etc)",,Yes,90%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,More time,Very important,Not at all important,Not at all important,Not at all important,Not important,Somewhat important,Somewhat important,Very important,Very important,Important,Important,Never,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,Important,Somewhat important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,,90%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"ggplot2, tidyverse, ez","JavaScript, Fortran, PL1",,jos.feys@kuleuven.be 11/30/2017 3:46:45,30 -- 40,Male,Central America,Doctorate's,Environmental modelling,statistical hydrology,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/hanel/musica,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Important,Somewhat important,Important,Important,Important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Almost every time,Seldom,Almost every time,Occasionally,I decide what I want to work on next,Important,Important,Somewhat important,Important,Important,Important,Important,Important,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,,30%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"data.table, ggplot2, rmarkdown",,,hanel@fzp.czu.cz 11/30/2017 3:47:04,40 -- 50,Male,Europe,Doctorate's,Evolutionary Biology,Evolutionary Biology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One month ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Not important,Not at all important,Not at all important,Important,,Very important,Important,Somewhat important,Seldom,Seldom,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Very important,Important,Very important,Somewhat important,Important,,Very important,Not important,Vague understanding,Vague understanding,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,60%,Very Important,Occasionally,Seldom,Seldom,Occasionally,"lme4 MCMCglmm asreml",C/C++,, 11/30/2017 3:49:11,30 -- 40,Male,Europe,Doctorate's,computer science and applied mathematics,"data mining, fuzzy sets","Adacemic Researcher (professor, post-doc, etc), Engineer, Software Engineer/Programmer, Teacher",https://cran.r-project.org/web/packages/lfl/index.html,Yes,20%,One month ago,1 developer ( I work alone),Important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Very important,Very important,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Occasionally,Almost every time,Almost every time,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Important,Somewhat important,Not at all important,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,"validation and verification, documentation",60%,Very Important,Seldom,Occasionally,Almost every time,Occasionally,"ggplot2, knitr","C/C++, JavaScript",, 11/30/2017 3:50:03,30 -- 40,Male,North America,Doctorate's,Economics,statistics,"Adacemic Researcher (professor, post-doc, etc), Teacher",,Yes,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 11/30/2017 3:52:35,30 -- 40,Male,Europe,Doctorate's,Statistics,Computer science,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,Same amount of time,More time,Same amount of time,Important,Somewhat important,Not important,Not important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Important,Every time,Every time,Almost every time,Almost every time,Almost every time,Almost every time,I consult with my colleagues.,Very important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,,Understand for the most part,Understand for the most part,,,Understand for the most part,Understand for the most part,"Not many available functions in packages, not many efficiently written packages to use, not many papers advertising my package. ",20%,Very Important,Almost every time,Occasionally,Almost every time,Occasionally,"Rfast, MXM, pcalg",,, 11/30/2017 3:53:15,30 -- 40,Male,Europe,Doctorate's,insect dynamics,"entomology, complex systems","Adacemic Researcher (professor, post-doc, etc), Engineer",https://github.com/frareb,Yes,10%,One week ago,1 developer ( I work alone),Very important,Important,Less time,Same amount of time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Not important,Not important,Somewhat important,Important,Important,Important,Important,Every time,Almost every time,Every time,Almost every time,Seldom,Almost every time,I decide what I want to work on next,Somewhat important,Important,Somewhat important,Very important,Important,Somewhat important,Not important,Not important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"validation, promotion, what to implement next",20%,Very Important,Seldom,Almost every time,Never,Occasionally,"stats, utils, devRate",,,francois.rebaudo@ird.fr 11/30/2017 3:57:30,50 -- 60,Male,North America,Doctorate's,M.D.,Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One month ago,1 developer ( I work alone),Very important,Important,Less time,Less time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Somewhat important,Somewhat important,Not at all important,Very important,Important,Important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Important,Somewhat important,Important,Somewhat important,Not important,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Supporting end users, conforming with arbitrary external requirements (e.g., R packaging), inadequate time, especially prolonged uninterupted time",20%,Very Important,Occasionally,Almost every time,Almost every time,Occasionally,"lme4, rjava","C/C++, Java, JavaScript, Fortran, Shell Script",, 11/30/2017 4:02:21,30 -- 40,Male,Europe,Doctorate's,Biostatistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",https://CRAN.R-project.org/package=tukeytrend,Yes,10%,One week ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Very important,Not at all important,Somewhat important,Important,Not important,Very important,Very important,Very important,Occasionally,Occasionally,Every time,Every time,Almost every time,Every time,I decide what I want to work on next,Somewhat important,Very important,Important,Very important,Important,Very important,Important,Somewhat important,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,"too little time for careful planning, too few colleagues that cross check my code ",90%,Very Important,Seldom,Every time,Seldom,Almost every time,"lme4, ggplot2, lsmeans",,, 11/30/2017 4:03:29,30 -- 40,Male,Europe,Doctorate's,Economics,Insurance,"Industrial Research Scientist, Software Engineer/Programmer",,Yes,10%,One day ago,1 developer ( I work alone),Important,Important,Less time,Less time,Same amount of time,Very important,Important,Very important,Not important,Somewhat important,Very important,Very important,Not at all important,Not important,Somewhat important,Somewhat important,Almost every time,Occasionally,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Very important,Very important,Important,Important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Understand for the most part,Understand for the most part,"People asking questions without having read any documentation, changing requirements from CRAN, developing for operating systems i do not have direct access to",50%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"Ggplot2, forecast, knitr",C/C++,,jelmerypma@hotmail.com 11/30/2017 4:03:42,30 -- 40,Male,Europe,Doctorate's,"biometrics, apliaction of statistical methods in biology",apliaction of statistical methods in genetics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/ccChooser/index.html ,Yes,10%,One month ago,1 developer ( I work alone),Important,Important,Less time,Less time,Same amount of time,Very important,Important,Somewhat important,Important,Somewhat important,Important,Important,Somewhat important,Important,Important,Very important,Occasionally,Occasionally,Occasionally,Seldom,Almost every time,Almost every time,I fix the next high-priority bug assigned to me.,Important,Somewhat important,Important,Important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,,60%,Very Important,Seldom,Almost every time,Occasionally,Every time,,,, 11/30/2017 4:03:55,30 -- 40,Male,Europe,Doctorate's,Statistics,Statistical Consultancy,"Software Engineer/Programmer, Teacher",https://github.com/wahani/templates,Yes,70%,One day ago,2--5 developers,Very important,Important,More time,Same amount of time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Somewhat important,Not at all important,Important,Not at all important,Not at all important,Very important,Very important,Almost every time,Every time,Almost every time,Every time,Every time,Every time,I consult with my colleagues.,Important,Very important,Important,Somewhat important,Very important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,"Colleagues, discipline, technology fatigue",70%,Very Important,Almost every time,Every time,Occasionally,Occasionally,"base, stats, utils","C/C++, Shell Script, MySQL",,wahani@gmail.com 11/30/2017 4:09:07,18 -- 30,,Asia,Doctorate's,statistics,,Graduate Student,,Yes,10%,Three months ago,1 developer ( I work alone),Very important,Very important,Less time,Less time,Less time,Very important,Very important,Very important,Very important,Somewhat important,Very important,Very important,,,,,Every time,Every time,Every time,Almost every time,Every time,Every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,30%,Very Important,Never,Occasionally,Almost every time,Almost every time,"glmnet, mgcv, MASS, matrix, doParallel, foreach","Python, C/C++",, 11/30/2017 4:09:39,30 -- 40,Male,Europe,Master's,Economics,Environment ,Government Research Scientist,https://cran.r-project.org/,Yes,0%,One week ago,1 developer ( I work alone),Somewhat important,Not important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Somewhat important,Not at all important,Not important,Important,Very important,Not important,Not important,Not important,Not important,Seldom,Occasionally,Never,Every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Not important,Very important,Very important,Not important,Not important,Somewhat important,Novice understanding,Novice understanding,Vague understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,,10%,Somewhat important,Never,Seldom,Never,Every time,,,, 11/30/2017 4:09:49,30 -- 40,Male,Europe,Doctorate's,Ecology,River and fish ecology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,Six months ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Somewhat important,Not important,Not important,Not important,Not important,Not important,Not important,Very important,Occasionally,Almost every time,Seldom,Seldom,Almost every time,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Somewhat important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Not important,Novice understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,,20%,Important,Seldom,Occasionally,Almost every time,Occasionally,,"Python, Shell Script",, 11/30/2017 4:12:54,18 -- 30,Female,Europe,Doctorate's,Physical anthropology,genetic studies of ancient populations,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/WaverR/index.html,Yes,10%,More than one year ago,1 developer ( I work alone),Somewhat important,Not important,Much more time,Same amount of time,Same amount of time,Very important,Important,Not important,Not important,Not at all important,Not important,Very important,,,,,Occasionally,Occasionally,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Very important,Not important,Not important,Important,Somewhat important,Somewhat important,Not important,Not important,Novice understanding,Novice understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,"my very limited knowledge, developing software in a way that can be used by others, the time it takes",20%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"geomorph, morpho",Python,,cheronetolivia@gmail.com 11/30/2017 4:14:33,30 -- 40,Male,Europe,Doctorate's,Bioinformatics ,Protein engineering ,"Engineer, Industrial Research Scientist",https://github.com/hredestig/pcamethods,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Very important,Very important,Not important,Not important,Important,Important,Occasionally,Almost every time,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Very important,Somewhat important,Not important,Not important,Novice understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Dependence on infrastructure managed by staff outside my team. Lack of good software engineering practice among colleagues. Lack of proficiency building UI,50%,Very Important,Every time,Occasionally,Every time,Almost every time,"ggplot2, edgeR, qtl","Python, C/C++, Shell Script","Hard to list three R packages, I use so many but few all the time. ",hredestig@protonmail.com 11/30/2017 4:16:03,18 -- 30,Male,North America,Doctorate's,genetics,microbiology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/jtvanleuven/Stickbreaker,Yes,80%,One day ago,2--5 developers,Very important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Seldom,Never,Almost every time,Seldom,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Important,Important,Somewhat important,Important,Somewhat important,Very important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,lack of fluency made it slow. lack of formal training,90%,Very Important,Seldom,Occasionally,Occasionally,Almost every time,"ggplot, stringr, reshaeo","Python, perl",, 11/30/2017 4:17:30,30 -- 40,Male,Europe,Doctorate's,Mathematical Statistics,Phylogenetics,"Adacemic Researcher (professor, post-doc, etc), Engineer, Software Engineer/Programmer, Teacher",,Yes,10%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,Same amount of time,Same amount of time,Very important,Not important,Important,Not at all important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Not at all important,Very important,Important,Important,Somewhat important,Not important,Not at all important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,That I have to do it and I am not doing mathematics.,20%,Very Important,Occasionally,Never,Every time,Almost every time,"ape, mvtnorm, corpcor","Python, C/C++, Shell Script",, 11/30/2017 4:17:54,30 -- 40,Male,Europe,Master's,Medical science,Data visualization,"Clinician, Graduate Student, Software Engineer/Programmer, Teacher",https://github.com/jolars/qualpalr,Yes,20%,One day ago,1 developer ( I work alone),Important,Not important,Much more time,More time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Not important,Somewhat important,Not important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Every time,Almost every time,Occasionally,Every time,I decide what I want to work on next,Somewhat important,Very important,Important,Important,Very important,Very important,Somewhat important,Not at all important,No idea what it means,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,"Cross-platform compatibility, portability, lack of continuous integration.",20%,Very Important,Seldom,,,,"lattice, dplyr, tidyr","C/C++, Shell Script","There are typos in some of the questions and it was not quite clear what the question regarding time spent on certain activities required, given that the categories did not seem to relate appropriately to the question.",johanlarsson@outlook.com 11/30/2017 4:17:56,40 -- 50,Male,Oceania,Doctorate's,Bioengineering,Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,More time,More time,Same amount of time,Very important,Not important,Somewhat important,Not important,Important,Very important,Very important,Very important,Very important,Very important,Very important,Almost every time,Occasionally,Every time,Every time,Almost every time,Occasionally,I decide what I want to work on next,Somewhat important,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Nothing specific,40%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,"ordinalCont, GAMLSS, mgcv",,, 11/30/2017 4:19:03,40 -- 50,Male,Europe,Doctorate's,Linguistics,cross-linguistic comparison,"Adacemic Researcher (professor, post-doc, etc)",http://GitHub.com/cysouw/qlcMatrix,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,Much more time,Very important,Somewhat important,Not important,Not at all important,Not important,Not important,Not important,Important,Important,Very important,Very important,Every time,Almost every time,Almost every time,Occasionally,Seldom,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Somewhat important,Important,Important,Very important,Not important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,50%,Very Important,Almost every time,Every time,Almost every time,Every time,qlcMatrix qlcData qlcVisualize,"Python, Shell Script",, 11/30/2017 4:20:15,18 -- 30,Male,Europe,Doctorate's,Predictive Human Genetics,Predictive Human Genetics,Engineer,https://github.com/privefl/bigstatsr,Yes,50%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Important,Somewhat important,Not important,Not important,Somewhat important,,,,,Occasionally,Occasionally,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"work on all platforms, well tested, well documented.",90%,Very Important,Occasionally,Almost every time,Seldom,Occasionally,"bigstatsr, bigsnpr, ggplot2",C/C++,,florian.prive@univ-grenoble-alpes.fr 11/30/2017 4:20:19,40 -- 50,Male,Europe,Master's,Physics,Bioinformatics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/onertipaday,Yes,40%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Very important,Important,Occasionally,Seldom,Never,Never,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Somewhat important,Important,Not important,Somewhat important,Important,Not important,Vague understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,"time, pressure",80%,Very Important,Almost every time,Every time,Occasionally,Every time,"limma,dplyr,ggplot2","Python, Shell Script",, 11/30/2017 4:23:14,30 -- 40,Male,Europe,Doctorate's,Evolutionary Biology,Ecology and Evolution,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/GHBolstad/evolvability,Yes,10%,One month ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Important,Somewhat important,Not important,Somewhat important,Not important,Somewhat important,Somewhat important,Not important,Somewhat important,Important,Important,Occasionally,Occasionally,Occasionally,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Important,Important,Somewhat important,Important,Important,Important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Vague understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,,60%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,"lme4, TMB, evolvability",C/C++,, 11/30/2017 4:24:19,30 -- 40,Male,Europe,Doctorate's,Computer Science,Data Management,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Teacher",https://github.com/hannesmuehleisen/MonetDBLite-R,Yes,30%,One day ago,2--5 developers,Somewhat important,Very important,More time,Same amount of time,Same amount of time,Important,Important,Not important,Not important,Very important,Very important,Very important,,,Important,Important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Seldom,I decide what I want to work on next,Not at all important,Not at all important,Important,Not important,Important,Very important,Somewhat important,Not at all important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,"Software construction not valued by academic environment, but required",70%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"ggplot2, dplyr, DBI","Python, C/C++, Java, JavaScript, Shell Script",,hannes@cwi.nl 11/30/2017 4:30:06,40 -- 50,Male,Europe,Doctorate's,Mathematics,Optimization,"Adacemic Researcher (professor, post-doc, etc)",http://rcmdrpluginuca.r-forge.r-project.org/,Yes,10%,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Important,Important,Important,Not important,Not important,Somewhat important,Very important,Almost every time,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,I consult with my colleagues.,Important,Important,Important,Important,Important,Very important,Very important,Very important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Usability,30%,Very Important,Almost every time,Almost every time,Occasionally,Occasionally,"lpSolve, Benchmarking","C/C++, Fortran, Shell Script",,manuel.munoz@uca.es 11/30/2017 4:30:12,18 -- 30,Female,Europe,Doctorate's,Statistics,Epidemiology ,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/ropensci/rtimicropem,Yes,50%,One week ago,1 developer ( I work alone),Very important,Very important,More time,More time,Same amount of time,Very important,Very important,Not at all important,Not at all important,Not important,Very important,Very important,Very important,Very important,Very important,Very important,Every time,Every time,Never,Every time,Every time,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Very important,Somewhat important,No idea what it means,No idea what it means,No idea what it means,No idea what it means,Understand for the most part,Understand for the most part,Understand for the most part,No idea what it means,Lack of recognition,100%,Very Important,Never,Never,Every time,Every time,"Tidyverse, RMarkdown , devtools ",,There was an encoding issue in my name in the email ,Maelle.salmon@yahoo.se 11/30/2017 4:30:57,40 -- 50,Male,Europe,Doctorate's,Psychology,"Educational Psychology (Learning, Emotions and Metacognition in Adults)","Adacemic Researcher (professor, post-doc, etc), Teacher",,Yes,20%,One week ago,1 developer ( I work alone),Somewhat important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Important,Not important,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,"limited resources, mindset of researches is geared towards basic research and theory not developing applications for practice, concurrent teaching and administrative obligations",10%,Important,Occasionally,Almost every time,Seldom,Every time,"ggplot2, orddom, compute.es","JavaScript, Lua, php",,Jens.Rogmann@uni-hamburg.de 11/30/2017 4:32:57,18 -- 30,Male,Europe,Doctorate's,Computational modeling of cancer cell migration,Computational Biology,"Graduate Student, Software Engineer/Programmer, System Administrator",https://github.com/burgerga/shinyTime,Yes,30%,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,More time,Important,Somewhat important,Very important,Somewhat important,Not important,Very important,Somewhat important,Not important,Not important,Not important,Important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Important,Important,Very important,Very important,Somewhat important,Very important,Important,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Time pressure possibly preventing QA and product management,70%,Very Important,Occasionally,Almost every time,Occasionally,Every time,"tidyverse, devtools","Python, C/C++, Shell Script","(1) I have more than one R package on github (2) Before I became a graduate student I developed commercial scientific software for two years (3) Although I am now in Computational Biology, my MSc degree was in Scientific Computing (Mathematics specialization) ",burger.ga@gmail.com 11/30/2017 4:36:56,30 -- 40,Male,Europe,Doctorate's,Hydrology,climate research,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,2--5 developers,Very important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Very important,Very important,Occasionally,Occasionally,Almost every time,Seldom,Seldom,Seldom,depends on research objectives,Important,Somewhat important,Important,Very important,Important,Somewhat important,Somewhat important,Not important,Understand for the most part,Vague understanding,Expert-level understanding,Vague understanding,Vague understanding,Novice understanding,Vague understanding,Vague understanding,performance (CPU and memory),20%,Very Important,Seldom,Every time,Almost every time,Almost every time,"sp, lubridate, zoo",,interesting!,lukas.gudmundsson@env.ethz.ch 11/30/2017 4:38:18,18 -- 30,Male,Europe,Doctorate's,Statistics,Categorical Data Analysis ,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,2--5 developers,Very important,Not important,Much more time,More time,Same amount of time,Important,Very important,Somewhat important,Somewhat important,Very important,Not important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Occasionally,Almost every time,Almost every time,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Important,Important,Not important,Important,Not important,Not important,Very important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Novice understanding,Vague understanding,Vague understanding,Novice understanding,"gerneralizability, robustness, computational effort ",80%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"VGAM, mgcv, ggplot2",,,moritzmberger@gmail.com 11/30/2017 4:38:32,30 -- 40,Female,Europe,Doctorate's,,Science management,Research coordinator,https://cran.r-project.org/web/packages/neuralnet/index.html,No,0%,One year ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Very important,Very important,Not important,Important,Not important,Not important,Very important,Very important,Very important,Not important,Not important,Occasionally,Almost every time,Almost every time,Every time,Almost every time,Every time,I consult the software specification and choose the next piece to implement.,Somewhat important,Important,Very important,Very important,Very important,Important,Somewhat important,Not important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,,0%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,,,, 11/30/2017 4:38:41,50 -- 60,Male,Europe,Doctorate's,Social Sciences,"Medical nutrition, analysis of clinical trial data",Statistical programmer,,Yes,20%,One week ago,2--5 developers,Important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Not important,Not important,Not at all important,Important,Very important,Very important,Important,Important,Important,Seldom,Never,Occasionally,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Not at all important,Not at all important,Not at all important,Somewhat important,Important,Not at all important,Not at all important,Understand for the most part,Vague understanding,No idea what it means,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,No idea what it means,"Finding time, remembering where I left off, fixing bugs without causing new problems",20%,Important,Never,Every time,Every time,Every time,"ReporteRs, Arsenal, lmer",SAS,, 11/30/2017 4:38:51,40 -- 50,Female,Europe,Doctorate's,"Eco-morphology, evolution",Ecology of Alpine birds,"Adacemic Researcher (professor, post-doc, etc)",,Yes,50%,One day ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Important,Very important,Somewhat important,Not important,Not important,Somewhat important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Every time,Almost every time,Occasionally,Every time,I decide what I want to work on next,Very important,Somewhat important,Important,Important,Very important,Important,Important,Important,Novice understanding,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,"With the change of a Windows version the way to update an R-package also changes and I do not understand why because I do not understand the computer system. I am a typical practitioner, I can develop R-code for applied procedures but I am stuck very fast when the building of the package does not work as it has last time. That is because when building an R-package (e.g. by Rcmd build) I do not understand what exactly happens. ",70%,Very Important,Occasionally,Seldom,Every time,Almost every time,"lme4, arm, rstanarm",,,fraenzi.korner@vogelwarte.ch 11/30/2017 4:39:02,30 -- 40,Male,Europe,Doctorate's,Studies on magnetohydrodynamic instabilities in liquid metal flows,Liquid metal fluid mechanics,"Adacemic Researcher (professor, post-doc, etc), Engineer, Teacher",https://cran.r-project.org/web/packages/spectral/index.html,Yes,10%,One day ago,1 developer ( I work alone),Somewhat important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Important,Somewhat important,Not important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Important,Somewhat important,Not important,Occasionally,Almost every time,Occasionally,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Important,Somewhat important,Important,Very important,,Important,Somewhat important,Not important,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,"time, way to generate creative ideas, generate ""optimal"" code",100%,Very Important,Almost every time,Occasionally,Almost every time,Every time,"parallel, spectral, serial",C/C++,,m.seilmayer@hzdr.de 11/30/2017 4:40:17,30 -- 40,Male,Europe,Doctorate's,Modelling Ecophysiology Plant,"Digital, Modelling, Data Analysis for Agriculture","Adacemic Researcher (professor, post-doc, etc), Engineer, Manager/Supervisor",,Yes,20%,One day ago,2--5 developers,Very important,Important,Much less time,Less time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Not important,Not important,Important,Very important,Very important,Important,Occasionally,Occasionally,Every time,Every time,Almost every time,Almost every time,I fix the next high-priority bug assigned to me.,Important,Important,Somewhat important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,To employ good computer scientist in academic research institute,70%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"reshape2, nlme, ZeBook","Python, Java, JavaScript, Shell Script",,francoisbrun1@free.fr 11/30/2017 4:41:41,40 -- 50,Female,Europe,Doctorate's,Mathematics,Nonparametric and semiparametric regression methods,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Important,Somewhat important,Not important,Important,Not at all important,Not at all important,Somewhat important,Very important,Very important,Very important,Very important,Every time,Every time,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,,Very important,Very important,Very important,Very important,Very important,,,No idea what it means,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,,60%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"Matrix, mgcv, fields",Fortran,, 11/30/2017 4:42:51,40 -- 50,Male,North America,Doctorate's,Statistics,Environmental statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,,Very important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Very important,Somewhat important,Not at all important,Not at all important,Not important,Very important,Very important,Important,Important,Important,Seldom,Almost every time,Almost every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Very important,Very important,Very important,Very important,Somewhat important,Not important,Not important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,No idea what it means,No idea what it means,"The most pressing problem for me is, with so many different software packages and languages and developments, it is really hard to stay on top of everything and learn about what is really important to know. ",20%,Very Important,Almost every time,Seldom,Never,Seldom,"spatstat, deldir, quadprog",C/C++,, 11/30/2017 4:42:56,40 -- 50,Male,Europe,Doctorate's,systems ecology,"behavioural ecology, macroecology","Adacemic Researcher (professor, post-doc, etc)",https://github.com/valcu/rangeMapper,Yes,40%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Somewhat important,Not important,Somewhat important,Important,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Very important,Important,Very important,Very important,Somewhat important,Not important,Not at all important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,NA,80%,Very Important,Occasionally,Seldom,Almost every time,Almost every time,"data.table, rgdal, rgeos","JavaScript, Shell Script",, 11/30/2017 4:45:51,30 -- 40,Male,Europe,Doctorate's,Mathematical Biology,Infectious Disease Epidemiology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/libbi/rbi,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,,Very important,Very important,Not at all important,Somewhat important,Important,Important,Very important,Not important,Not important,Very important,Very important,Occasionally,Seldom,Every time,Seldom,Seldom,Seldom,I decide what I want to work on next,Very important,Very important,Somewhat important,Somewhat important,Very important,Very important,Very important,Not important,Novice understanding,Vague understanding,Expert-level understanding,No idea what it means,Understand for the most part,Understand for the most part,Understand for the most part,No idea what it means,errors that relate to specific use cases,70%,Very Important,Occasionally,Seldom,Occasionally,Almost every time,"rbi, ggplot2, data.table","C/C++, Shell Script",,sebastian.funk@lshtm.ac.uk 11/30/2017 4:47:33,over 60,Male,Europe,Doctorate's,Geography,software for handling spatial data,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/r-spatial/spdep,Yes,20%,One day ago,1 developer ( I work alone),Important,Very important,More time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Somewhat important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Not at all important,Important,Somewhat important,Somewhat important,Very important,Very important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"maintainers of reverse dependencies ignore my API changes, upstream changes of APIs break my work, having to support multiple cross platform build trains",10%,Important,Occasionally,Occasionally,Occasionally,Occasionally,sp spdep rgdal,"Python, C/C++, Fortran, Shell Script",, 11/30/2017 4:47:45,30 -- 40,Male,Europe,Doctorate's,Statistics,Statistical Inference,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,Three months ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,Same amount of time,Less time,Very important,Important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Very important,Occasionally,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Somewhat important,Not at all important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,20%,Important,Never,Never,Seldom,Occasionally,,C/C++,, 11/30/2017 4:47:54,30 -- 40,Male,Europe,Doctorate's,Geography/Geoecology,GIScience,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/jannes-m/RQGIS,Yes,20%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Important,Somewhat important,Not important,Not important,Somewhat important,,,Very important,Very important,Occasionally,Every time,Every time,Every time,Every time,Every time,I fix the next high-priority bug assigned to me.,Important,Important,Very important,Very important,Very important,Important,Very important,Somewhat important,,,,,,,,,,40%,Very Important,Occasionally,Seldom,Occasionally,Almost every time,"mgcv, sf, raster, sperrorest, RQGIS",Python,, 11/30/2017 4:48:33,30 -- 40,Female,Europe,Doctorate's,Biology,Population genetics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/JiscaH/sequoia,Yes,20%,One week ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Important,Somewhat important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Occasionally,Every time,Almost every time,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Important,Somewhat important,Important,Very important,Important,Important,Not important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,Novice understanding,Novice understanding,Novice understanding,"1. Unclear job prospects within academia; 2. Time needed for debugging, writing documentation, etc. not appreciated by non-coding supervisor; 3. x",80%,Very Important,Seldom,Almost every time,Seldom,Occasionally,"lme4, MASS, plyr",Fortran,,jisca.huisman@gmail.com 11/30/2017 4:48:41,30 -- 40,Male,Europe,Doctorate's,Soil Ecology,Agroecology,Government Research Scientist,https://bitbucket.org/ecoRoland/gasfluxes,Yes,10%,Three months ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not important,Somewhat important,Not at all important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Not at all important,Somewhat important,Very important,Seldom,Occasionally,Almost every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,"Anticipating user behavior, designing user interface, designing unit tests ",10%,Very Important,Seldom,Almost every time,Never,Almost every time,"data.table, ggplot2, lme4",,,roland.fuss@thuenen.de 11/30/2017 4:48:48,30 -- 40,Male,Europe,Doctorate's,Statistics / Machine learning,Text mining / statistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/MansMeg,Yes,70%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not important,Important,Very important,Not at all important,Not at all important,Important,Very important,Almost every time,Every time,Every time,Every time,Every time,Almost every time,I decide what I want to work on next,Important,Very important,Very important,Important,Very important,Important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Maintenance,90%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"dplyr, stringr, ggplot2","Python, C/C++, Java, Rust, Shell Script",,mons.magnusson@gmail.com 11/30/2017 4:48:56,30 -- 40,Male,Europe,Doctorate's,Biostatistics,Epidemiology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Important,Not at all important,Not at all important,Somewhat important,Important,,,,Very important,Seldom,Seldom,Almost every time,Occasionally,Seldom,Almost every time,I decide what I want to work on next,,,,,,,,,,,,,,,,,,90%,Very Important,Occasionally,Almost every time,Seldom,Occasionally,,"C/C++, Shell Script",, 11/30/2017 4:49:30,40 -- 50,Male,Europe,Doctorate's,Biostatistics ,Statistics in rheumatology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,40%,One day ago,1 developer ( I work alone),Very important,Important,More time,Same amount of time,Same amount of time,Very important,Important,Not important,Important,Not important,Not important,Important,Somewhat important,Very important,Very important,Very important,Almost every time,Never,Almost every time,Seldom,Seldom,Seldom,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,40%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"Random forest, rtf , ggplot2",C/C++,, 11/30/2017 4:49:36,30 -- 40,Male,Europe,Doctorate's,Biology,Ecology,"Adacemic Researcher (professor, post-doc, etc), Teacher",,Yes,0%,One month ago,1 developer ( I work alone),Not important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Not important,Somewhat important,Very important,Very important,Very important,Important,Not at all important,Not at all important,Not at all important,Occasionally,Seldom,Every time,Every time,Every time,Every time,I decide what I want to work on next,Very important,Important,Very important,Very important,Very important,Very important,Somewhat important,Not important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Following dependencies' updates,10%,Not important,Seldom,Every time,Never,Almost every time,"RVAideMemoire, vegan, lme4, lsmeans",,, 11/30/2017 4:49:38,18 -- 30,Male,Europe,Master's,Biosystems engineering,mathematical oncology,"Engineer, Graduate Student",https://cran.r-project.org/web/packages/TTCA/index.html,Yes,20%,One day ago,1 developer ( I work alone),Very important,,Much more time,More time,More time,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Important,Important,,,,,Every time,Almost every time,Occasionally,Every time,Seldom,Seldom,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,No idea what it means,No idea what it means,Understand for the most part,Understand for the most part,Novice understanding,No idea what it means,Vague understanding,Vague understanding,"data quality, data understanding, packages I rely on stop working",10%,Very Important,Occasionally,Almost every time,Seldom,Almost every time,none,"matlab, cast3m","20 % software development, 20% bureaucracy, 5% traveling and meetings, 55% thinking about the best way to treat data and literature research. I changed the field and do something else now. ", 11/30/2017 4:50:44,18 -- 30,Female,Europe,Doctorate's,pathway analysis,statistical bioinformatics,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Software Engineer/Programmer",,Yes,60%,One day ago,2--5 developers,Important,Important,Much more time,Much more time,More time,Very important,Important,Somewhat important,Important,Important,Somewhat important,Important,Very important,Not at all important,Not at all important,Not at all important,Almost every time,Every time,Every time,Almost every time,Almost every time,Almost every time,I fix the next high-priority bug assigned to me.,Very important,Important,Important,Very important,Very important,Important,Very important,Important,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,,70%,Very Important,Seldom,Almost every time,Occasionally,Every time,"edgeR, ggplot2, limma","Python, C/C++",, 11/30/2017 4:51:37,30 -- 40,Male,Europe,Doctorate's,Mechanical Engineering,Tribology,"Adacemic Researcher (professor, post-doc, etc), Engineer",https://cran.r-project.org/web/packages/trib/index.html,Yes,10%,One week ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Important,Not important,Very important,Important,Very important,Not important,Not important,Somewhat important,Somewhat important,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,Seldom,I fix the next high-priority bug assigned to me.,Important,Somewhat important,Somewhat important,Important,Important,Somewhat important,Not important,Not important,Understand for the most part,Vague understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,Novice understanding,Determining software requirements,20%,Somewhat important,Occasionally,Every time,Almost every time,Every time,"zoo, trib, readxl","Python, C/C++",,gmehmetay@gmail.com 11/30/2017 4:53:17,30 -- 40,Male,Europe,Doctorate's,Study urban geography with Multifractal Analysis,geography,"Adacemic Researcher (professor, post-doc, etc), Engineer, Government Research Scientist",,Yes,10%,One day ago,2--5 developers,Very important,Very important,Much more time,Same amount of time,Same amount of time,Very important,Important,Important,Important,Important,Important,Important,Important,Important,Important,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Very important,Important,Important,Important,Important,Important,Very important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,c++;c++ and c++,40%,Very Important,Seldom,Never,Seldom,Occasionally,"sf, dplyr, shinny","Python, C/C++, julia",,francois.semecurbe@insee.fr 11/30/2017 4:55:09,40 -- 50,Male,Europe,Doctorate's,Statistics,analysis of medical and satellite images,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Software Engineer/Programmer",https://bitbucket.org/Azeari/bayesimages,Yes,20%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Important,Important,Very important,Somewhat important,Not important,Important,Somewhat important,Very important,Very important,Important,Not at all important,Seldom,Seldom,Every time,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Important,Important,Very important,Not at all important,Important,Very important,Very important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,"debugging tools, Git, multithreading",30%,Very Important,Occasionally,Almost every time,Every time,Occasionally,"Rcpp, rmarkdown, rstan","C/C++, Shell Script",,M.T.Moores@warwick.ac.uk 11/30/2017 4:56:01,30 -- 40,Male,Europe,Doctorate's,PhD or Human biology,Neuroradiology,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Industrial Research Scientist, Manager/Supervisor, Software Engineer/Programmer",https://github.com/Tazinho/snakecase,Yes,30%,One month ago,5--10 developers,Very important,Not important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Important,Important,Not important,Somewhat important,Somewhat important,,,,Very important,Almost every time,Seldom,Almost every time,Almost every time,Occasionally,Almost every time,depends,Very important,Somewhat important,Very important,Important,Important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"unclear scope; compatibility on different os's, versioning, etc. ; ",40%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"Ants, data.table, ggplot2",,, 11/30/2017 4:57:10,18 -- 30,Male,Europe,Doctorate's,plant breeding,agriculture,Graduate Student,https://github.com/DominikMueller64/Meiosis,Yes,20%,One day ago,1 developer ( I work alone),Important,Somewhat important,Less time,Less time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Important,,,,Very important,Almost every time,Occasionally,Almost every time,Occasionally,Almost every time,Seldom,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,"1. Not enough time to develop mature software due to the need to write papers 2. A boss that has no idea about the tools I use to get my work done 3. Colleagues that write outrageous code and do not care about the reproducibility of their results",100%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"ggplot2, dplyr, purrr","Python, C/C++","I highly appreciate what you are doing. I think scientist should put way more effort into producing high quality tools and making their research fully reproducible. Sadly, publication pressure leaves them not enough time for this. Maybe you can raise some awareness of this quandary.",dominikmueller64@yahoo.de 11/30/2017 4:57:10,30 -- 40,Male,Europe,Doctorate's,Psychology,Cognitive Neuroscience,"Adacemic Researcher (professor, post-doc, etc)",https://r-forge.r-project.org/projects/erpr/,Yes,10%,One week ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Very important,Very important,Occasionally,Almost every time,Every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Important,,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Novice understanding,Vague understanding,"debugging, finding time to develop (in academia often is not priority), getting help from peers",90%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,"ggplot, ez, lmer","Python, Shell Script, Matlab",,giorgio.arcara@gmail.com 11/30/2017 4:58:33,30 -- 40,Male,Europe,Doctorate's,Biostatistics,Machine Learning,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/selcukorkmaz/MVN,Yes,30%,One day ago,2--5 developers,Very important,Important,Less time,Same amount of time,Much more time,Very important,Very important,Important,Important,Not at all important,Not important,Very important,Very important,Very important,Very important,Very important,Every time,Almost every time,Almost every time,Every time,Almost every time,Almost every time,I consult with my colleagues.,Important,Somewhat important,Important,Very important,Very important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,"Big data, Maintenance, Time",80%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"ggplot2, dplyr, roxygen","Python, JavaScript",I wish best in your study,selcukorkmaz@gmail.com 11/30/2017 4:58:20,30 -- 40,Male,Europe,Doctorate's,Forest Statistics,Optimization techniques in forest planning,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/kaihusmann/optimization,Yes,50%,One day ago,2--5 developers,Important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Very important,Important,Not at all important,Important,Somewhat important,Important,Somewhat important,Somewhat important,Very important,Very important,Occasionally,Almost every time,Every time,Every time,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Important,Important,Somewhat important,Somewhat important,Not important,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,No idea what it means,"Generalization of problem-specific code, Parsimonious documentation, Personal time management",90%,Very Important,Seldom,Occasionally,Almost every time,Almost every time,"MASS, mgcv, nlme","C/C++, Java, Julia",,khusman1@gwdg.de 11/30/2017 5:03:33,30 -- 40,Male,North America,Doctorate's,Biology,Evolutionary biology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/ericgoolsby/Rphylopars,Yes,10%,One week ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not important,Important,Not at all important,Very important,Important,Not important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,I decide what I want to work on next,Somewhat important,Important,Important,Very important,Very important,Very important,Very important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Balancing feature generality versus ease of use; collaborative coding; commenting code,80%,Very Important,Seldom,Seldom,Almost every time,Seldom,"ape, phytools, geiger","Python, C/C++",, 11/30/2017 5:03:53,50 -- 60,Female,Europe,Doctorate's,Scientific Computing,"Mathematical modelling, Data and Image analysis, Stochastic processes",Government Research Scientist,https://cran.r-project.org/web/packages/GaDiFPT/index.html,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much less time,Less time,Same amount of time,Very important,Very important,Important,Somewhat important,Not at all important,Not at all important,Somewhat important,Important,Important,Very important,Very important,Occasionally,Seldom,Almost every time,Occasionally,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Very important,Very important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,Novice understanding,modular design; switching languages; satisfying output design,70%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,fda; markdown; graphics,"C/C++, Fortran, Matlab; Mathematica",,f.carfora@iac.cnr.it 11/30/2017 5:04:02,18 -- 30,Male,Europe,Master's,Computer Sciences,Data Visualization,Software Engineer/Programmer,https://github.com/fatore/mp,Yes,90%,One day ago,2--5 developers,Somewhat important,Somewhat important,Much less time,Much less time,Less time,Very important,Important,Very important,Important,Somewhat important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Important,Occasionally,Almost every time,Every time,Seldom,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Important,Important,Very important,Somewhat important,Important,Somewhat important,Important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Project managment,10%,Very Important,Occasionally,Almost every time,Occasionally,Every time,"I've switched to Python recently: pandas, numpy, matplotlib","Python, Java","I would be interested to know if the major scientific contributions in terms of software really come from the academy, or actually from the industry.",fmfatore@gmail.com 11/30/2017 5:04:35,30 -- 40,Male,Asia,Doctorate's,geography,disaster media,Graduate Student,https://github.com/nikita-moor/ldatuning,Yes,50%,One week ago,1 developer ( I work alone),Very important,Important,Less time,Less time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Very important,Somewhat important,Somewhat important,Somewhat important,Important,Not important,Not important,Never,Seldom,Almost every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Not important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,,70%,Very Important,Occasionally,Every time,Almost every time,Almost every time,ggplot2 igraph RTextTools,Python,, 11/30/2017 5:04:46,over 60,Male,Europe,Master's,Economics,Multivariate statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org,Yes,50%,One day ago,1 developer ( I work alone),Very important,Very important,Much less time,Less time,Same amount of time,Important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Somewhat important,Somewhat important,Very important,Very important,Very important,Important,Occasionally,Almost every time,Never,Seldom,Occasionally,Seldom,I decide what I want to work on next,Somewhat important,Important,Somewhat important,Very important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Reading endless documentation - complexity,50%,Very Important,Occasionally,Every time,Almost every time,Seldom,"MASS, igraph, stat","Python, Matlab",, 11/30/2017 5:06:09,40 -- 50,Male,Europe,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",http://git.math.uzh.ch,Yes,10%,One week ago,2--5 developers,Important,Important,More time,Same amount of time,Less time,Important,Important,Somewhat important,Not important,Important,Somewhat important,Important,Somewhat important,Important,Important,Somewhat important,Almost every time,Occasionally,Occasionally,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Somewhat important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,,20%,Important,Occasionally,Almost every time,Occasionally,Seldom,"spam, fields, spam64",Fortran,, 11/30/2017 5:06:55,40 -- 50,Male,Europe,Doctorate's,Economic and Statistic,"spatial statistics, efficiency","Government Research Scientist, Software Engineer/Programmer",,Yes,80%,One week ago,2--5 developers,Important,Not important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not important,Not important,Not important,Somewhat important,Important,Important,Important,Important,Occasionally,Occasionally,Seldom,Seldom,Seldom,Never,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,,80%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"spdep, ssfa","SAS, STATA",,fvidoli@gmail.com 11/30/2017 5:10:09,40 -- 50,Male,Europe,Doctorate's,Mathematics,Applied mathematics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/afmToolkit/index.html,Yes,20%,One day ago,2--5 developers,Very important,Somewhat important,More time,More time,Same amount of time,Very important,Very important,Not important,Not important,Not at all important,Very important,Very important,Somewhat important,Somewhat important,Very important,Very important,Occasionally,Every time,Every time,Almost every time,Occasionally,Almost every time,I consult with my colleagues.,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Debugging,90%,Very Important,Occasionally,Occasionally,Almost every time,Almost every time,"dplyr, ggplot2, tidyr","Python, C/C++",, 11/30/2017 5:10:28,40 -- 50,Male,Europe,Doctorate's,Theoretical Computer Science,Static analysis of software,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One week ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not important,Very important,Not at all important,Very important,Important,Not important,Somewhat important,Somewhat important,Important,Important,Occasionally,Every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Very important,Somewhat important,Important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,,20%,Somewhat important,Occasionally,Almost every time,Occasionally,Seldom,,"C/C++, Scala",, 11/30/2017 5:11:18,40 -- 50,Male,Europe,Doctorate's,Shape analysis of biological structures,Biological Anthropology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/zarquon42b/Rvcg,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Not important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Very important,Very important,Occasionally,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Somewhat important,Important,Important,Important,Important,Important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,80%,Very Important,Occasionally,Occasionally,Almost every time,Almost every time,"Morpho, Rvcg, rgl","C/C++, Shell Script",Nice that somebody is interested in the (at least in my field) underestimated and under-appreciated efforts on software development.,zarquon42@gmail.com 11/30/2017 5:11:50,18 -- 30,Male,Europe,Doctorate's,Computational physics,Climate models,Graduate Student,https://github.com/10395803/meshsimplification,Yes,50%,One day ago,2--5 developers,Important,Important,,,,Important,Important,Important,Important,Not important,Important,Important,,,,,Almost every time,Almost every time,Every time,Almost every time,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Important,Important,Important,Somewhat important,Important,Somewhat important,Important,No idea what it means,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,Novice understanding,Novice understanding,Understand for the most part,,80%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,Rcpp,"Python, C/C++",,subbiali@phys.ethz.ch 11/30/2017 5:12:09,30 -- 40,Male,Europe,Doctorate's,Bioinformatics,Vector-borne diseases,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/kerguler/Barnard,Yes,70%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Very important,Important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Occasionally,Almost every time,Every time,Almost every time,Occasionally,Seldom,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"installation and compatibility of software parts, and keeping up to date with their recent versions",100%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"maps, sp, ggplot2","Python, C/C++, JavaScript",, 11/30/2017 5:12:28,30 -- 40,Male,Europe,Master's,Geoecology,water research,Engineer,https://cran.r-project.org/web/packages/kwb.hantush/index.html ,Yes,70%,One day ago,2--5 developers,Very important,Very important,Less time,Same amount of time,More time,Very important,Very important,Somewhat important,Important,Not at all important,Not important,Somewhat important,Not at all important,Not at all important,Important,Very important,Almost every time,Seldom,Every time,Occasionally,Almost every time,Almost every time,I consult with my colleagues.,Very important,Important,Important,Very important,Important,Important,Important,Somewhat important,Vague understanding,Vague understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,"easy useability, reproducibility (not easy: e.g. in case of changes in other R packages my own code might not work anymore), good error handling (anticipate and print helpfull error messages!)",70%,Very Important,Almost every time,Seldom,Occasionally,Every time,"tidyr, dplyr, ggplot",Python,,michael.rustler@kompetenz-wasser.de 11/30/2017 5:13:15,30 -- 40,Male,Europe,Doctorate's,Disease and Movement Ecology,Avian Migration and Diseasedynamics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/GeoLight/index.html,Yes,20%,One day ago,1 developer ( I work alone),Important,Very important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Somewhat important,Not important,Not important,Somewhat important,Not at all important,Not at all important,Very important,,Occasionally,Occasionally,Every time,Every time,Occasionally,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Important,Somewhat important,Important,Somewhat important,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Vague understanding,It ALWAYS takes much longer than anticipated. Starts with a nice idea and lots of motivation and ends up in a huge amount of work.,90%,Very Important,Occasionally,Almost every time,Occasionally,Every time,"base, raster, rgdal, parallel, MASS, zoo","C/C++, Fortran, Shell Script",,simeon.lisovski@gmail.com 11/30/2017 5:14:10,30 -- 40,Male,Europe,Doctorate's,Psychology,Psychology: Attention and Memory,"Adacemic Researcher (professor, post-doc, etc)",http://no-response-due-to-break-of-anonymity.com,Yes,20%,One week ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Important,Somewhat important,Not important,Somewhat important,Very important,Very important,Very important,Not important,Not important,Somewhat important,Somewhat important,Every time,Occasionally,Almost every time,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Not important,Important,Very important,Important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,,70%,Very Important,Occasionally,Occasionally,Seldom,Almost every time,"ez, sciplot, lme4","Python, C/C++, Java, JavaScript",, 11/30/2017 5:17:34,30 -- 40,Male,North America,Master's,Mathematics & Computer Science (Two M.Sc. degrees),computer science,"Engineer, Manager/Supervisor, Software Engineer/Programmer",https://r-forge.r-project.org/projects/histogramtools/,Yes,10%,One day ago,More than 50 developers,Very important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Important,Important,Important,Important,Important,Important,Important,Important,Important,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Important,Somewhat important,Important,Important,Important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,10%,Somewhat important,Occasionally,Occasionally,Seldom,Almost every time,"ggplot2, RProtoBuf, HistogramTools","Python, C/C++, Java",,murray@stokely.org 11/30/2017 5:18:46,30 -- 40,Male,Europe,Master's,Biology,Macroevolution ,"Adacemic Researcher (professor, post-doc, etc)",,Yes,70%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,More time,Somewhat important,Important,Very important,Very important,Very important,Very important,Very important,,,,,Almost every time,Every time,Every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Very important,Important,Very important,Very important,Not important,Not important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,"Time pressure, publication pressure, time pressure",100%,Very Important,Almost every time,Every time,Almost every time,Almost every time,"TreeSimGM, raster, glm ","Python, C/C++",Would be good to have a feedback on the survey. Boa sorte! (Ass. oskar hagen), 11/30/2017 5:19:02,18 -- 30,Male,Europe,Master's,Artificial Intelligence,Online education,Software Engineer/Programmer,https://github.com/datacamp/tutorial,Yes,50%,One week ago,11--20 developers,Very important,Very important,Much less time,Less time,Less time,Very important,Important,Somewhat important,Not at all important,Not at all important,Important,Important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Almost every time,Every time,Almost every time,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Important,Not important,Very important,Important,Very important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Estimation,20%,Important,Seldom,Almost every time,Occasionally,Occasionally,"dplyr, DBI, ggplot2",Python,"I am not sure if I am the best person to fill in this questionnaire; I am working in a startup, and we code, but not necessarily for hard-core research.", 11/30/2017 5:20:18,30 -- 40,Male,Europe,Doctorate's,Telecommunication Engineering,Magnetic Resonance Imaging,"Adacemic Researcher (professor, post-doc, etc), Engineer",https://github.com/swihart/libstableR,Yes,60%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Not important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Very important,Very important,Occasionally,Almost every time,Almost every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Important,Important,Somewhat important,Somewhat important,Important,Somewhat important,Not important,Important,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Vague understanding,Debugging and introducing new functionalities backwards compatible,70%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"I do not use R intensively, but have developed one package for R to share the tool.","C/C++, MATLAB",,javroyva@gmail.com 11/30/2017 5:23:21,30 -- 40,Female,Europe,Doctorate's,statistics,item response theory,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/package=fsia,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Not at all important,Not important,Somewhat important,Important,Very important,Very important,Very important,Very important,Seldom,Almost every time,Occasionally,Occasionally,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Expert-level understanding,Not well explained how to fix errors when checking R packages,70%,Very Important,Seldom,Almost every time,Seldom,Occasionally,equateIRT numDeriv ltm,C/C++,, 11/30/2017 5:24:01,40 -- 50,Female,Europe,Doctorate's,applied mathematics,biostatistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/tuxette/SOMbrero,Yes,40%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,Same amount of time,Much less time,Important,Important,Very important,Important,Somewhat important,Very important,Important,Somewhat important,Important,Important,Important,Every time,Every time,Every time,Every time,Every time,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Very important,Important,Very important,Very important,Important,Very important,Very important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,dependencies version that can evolve during the development; documenting; evolution of software that requires to make frequent (and sometimes heavy) maintenance,50%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"ggplot2, glasso, edgeR",C/C++,, 11/30/2017 5:24:57,40 -- 50,Male,Europe,Doctorate's,Linguistics/Literature,Distributional semantics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/computationalstylistics/stylo,Yes,10%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Not important,Somewhat important,Important,Very important,Very important,Almost every time,Occasionally,Occasionally,Almost every time,Almost every time,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Important,Important,Important,Very important,Important,Somewhat important,Not important,Vague understanding,Vague understanding,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,No idea what it means,,80%,Very Important,Seldom,Occasionally,Almost every time,Occasionally,"stylo, text2vec, mallet, topicmodels, tm, plotly",Shell Script,, 11/30/2017 5:24:58,30 -- 40,Female,Europe,Doctorate's,Statistics,"""Biostatistics""","Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/ProbYX/index.html,Yes,50%,Six months ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Important,Important,Somewhat important,,Not important,,Important,Important,Very important,Somewhat important,Somewhat important,Almost every time,Almost every time,Every time,Occasionally,Occasionally,Occasionally,I depend on my research project in statistics,Important,Somewhat important,Somewhat important,Important,Somewhat important,Important,Somewhat important,Important,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Novice understanding,Vague understanding,Vague understanding,"it takes long time, debugging problems",40%,Very Important,Occasionally,Occasionally,Almost every time,Almost every time,,C/C++,, 11/30/2017 5:25:05,30 -- 40,Male,Europe,Doctorate's,Spatial Statistics,Statistics for environmental data,"Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor, Teacher",,Yes,10%,One day ago,1 developer ( I work alone),Somewhat important,Not important,Much more time,More time,Same amount of time,Very important,Somewhat important,Important,Not at all important,Important,Important,Important,,,Important,Somewhat important,Occasionally,Seldom,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,,,,,,,,,,,,,,,,,,40%,Important,Never,Seldom,Almost every time,Occasionally,inla,"C/C++, matlab",, 11/30/2017 5:26:38,18 -- 30,Male,Europe,Doctorate's,Epidemiology and Statistical Science,Administrative data and computational statistics,Graduate Student,https://github.com/matthewjay15/generalhoslem,Yes,10%,One week ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Very important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Important,Every time,Every time,Every time,Almost every time,Every time,Almost every time,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Novice understanding,Novice understanding,Vague understanding,Lack of time for development; lack of administrative rights on some computers; lack of training,100%,Very Important,Occasionally,Almost every time,Seldom,Every time,"data.table, ggplot, R2OpenBUGS (based on frequency of use recently - I will likely be switching to using Stan instead of OpenBUGS for future projects)","Java, Delphi",, 11/30/2017 5:27:48,18 -- 30,Male,Asia,Doctorate's,Statistics,"Design of Experiments, Bioinformatics","Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/minimalRSD/index.html,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,Much less time,Less time,Same amount of time,Very important,Somewhat important,Important,Somewhat important,Somewhat important,Not important,Very important,,,,,Almost every time,Every time,Every time,Almost every time,Occasionally,Occasionally,I consult with my colleagues.,Very important,Important,Important,Very important,Important,Important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,1) Understanding software requirements. 2) Deciding software design. 3) Reviewing vast software resources related to present study,70%,Very Important,Occasionally,Almost every time,Occasionally,Every time,"Shiny, roxygen2, ggplot2",SAS,,shwetanklall@gmail.com 11/30/2017 5:28:13,50 -- 60,Male,Europe,Master's,Environmental engineering,Dissemination - climatology,Government Research Scientist,,Yes,0%,Three months ago,1 developer ( I work alone),Important,Important,Same amount of time,Same amount of time,Same amount of time,Somewhat important,Very important,Somewhat important,Somewhat important,Not at all important,Somewhat important,Important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Almost every time,Every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Somewhat important,Important,Important,Very important,Important,Somewhat important,Not important,Novice understanding,Vague understanding,Vague understanding,Novice understanding,Vague understanding,Understand for the most part,Novice understanding,Understand for the most part,,10%,Important,Occasionally,Occasionally,Occasionally,Every time,"ClimClass, Cairo",,, 11/30/2017 5:28:56,30 -- 40,Male,Europe,Doctorate's,Economic geography,Innovation ; Social Network ; Diffusion of knowledge,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",,Yes,10%,One week ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Not important,Not at all important,Important,Very important,,,Very important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Seldom,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Very important,Somewhat important,Very important,Somewhat important,Somewhat important,Not important,Important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,assuring retro compatibility when introducing new functions or changing the design,50%,Very Important,Seldom,Almost every time,Seldom,Every time,data.table ; Matrix,C/C++,Would be happy to be informed when research is out!,laurent.berge@uni.lu 11/30/2017 5:31:30,30 -- 40,Male,Europe,Master's,Electronics engineering,Pharmacometrics (a Pharmaceutical science),"Engineer, Government Research Scientist, Software Engineer/Programmer, System Administrator",https://github.com/rikardn/libsoc,Yes,90%,One day ago,2--5 developers,Somewhat important,Very important,Much more time,Much more time,More time,Very important,Important,Somewhat important,Somewhat important,Not important,Somewhat important,Not at all important,Not at all important,Not important,Somewhat important,Very important,Almost every time,Every time,Every time,Almost every time,Almost every time,Almost every time,My supervisor tells me what to do.,Somewhat important,Very important,Very important,Somewhat important,Very important,Very important,Important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,"More tasks than time, finding time for user support and supporting multiple operating systems.",30%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"ggplot2, dplyr and libsoc","Python, C/C++, Fortran",Very interesting research! I would love to see the results.,rikard.nordgren@farmbio.uu.se 11/30/2017 5:32:37,40 -- 50,Male,Europe,Doctorate's,Computer Science,Machine learning,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/CausalFX/index.html,Yes,50%,One day ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Important,Important,Not important,Important,Very important,Very important,Important,Important,Important,Important,Occasionally,Occasionally,Every time,Almost every time,Seldom,Occasionally,I decide what I want to work on next,Not important,Not important,Important,Not important,Important,Important,Important,Somewhat important,Understand for the most part,Novice understanding,Expert-level understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,,20%,Very Important,Occasionally,Almost every time,Almost every time,Occasionally,,"Python, C/C++, Julia, MATLAB",, 11/30/2017 5:34:02,40 -- 50,Male,Europe,Doctorate's,Statistics,Medical statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/penalized/index.html,Yes,10%,Three months ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Important,Not important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Very important,Important,Almost every time,Seldom,Almost every time,Seldom,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Not important,Somewhat important,Somewhat important,Important,Very important,Very important,No idea what it means,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Novice understanding,,20%,Important,Occasionally,Almost every time,Never,Every time,"globaltest, penalized, limma",C/C++,, 11/30/2017 5:35:46,40 -- 50,Male,Europe,Doctorate's,Medicine,Oncology and Imaging analysis technology,"Adacemic Researcher (professor, post-doc, etc), Clinician",,Yes,20%,Six months ago,2--5 developers,Very important,Very important,Less time,More time,Much more time,Very important,Somewhat important,Not important,Not important,Important,Important,Important,Very important,Very important,Very important,Very important,Seldom,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Very important,Very important,Very important,Important,Important,Important,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,,10%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,caret survival,C/C++,,nicola.dinapoli.74@gmail.com 11/30/2017 5:36:06,40 -- 50,Male,Europe,Doctorate's,Epidemiology,Epidemiology,"Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor, Software Engineer/Programmer, Teacher",https://github.com/SwissTPH/CrossVA,Yes,30%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Very important,Very important,Not important,Important,Somewhat important,Important,Very important,Very important,Very important,Very important,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,Seldom,I consult with my colleagues.,Important,Somewhat important,Very important,Very important,Very important,Very important,Important,Important,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Planning and estimation in the absence of a specification, under-funded projects, maintenance beyond end of funded projects",30%,Very Important,Seldom,Occasionally,Almost every time,Every time,"tidyverse, lubridate, RSQLite","Python, C/C++, Java, JavaScript, Fortran",, 11/30/2017 5:37:28,18 -- 30,Male,Europe,Master's,Feature selection on real-time data streams.,"data science, advanced analytics","Engineer, Manager/Supervisor, Software Engineer/Programmer",https://github.com/Appsilon/shiny.semantic,Yes,30%,One day ago,5--10 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Somewhat important,Important,Important,Important,Important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Important,Almost every time,Every time,Almost every time,Occasionally,Occasionally,Almost every time,I consult the software specification and choose the next piece to implement.,,,,,,,,,,,,,,,,,,20%,Very Important,,,,,,"Python, JavaScript",, 11/30/2017 5:38:44,30 -- 40,Male,Europe,Doctorate's,Economics/Data Science,graph clustering,"Graduate Student, Software Engineer/Programmer, Teacher",,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,Less time,Less time,Same amount of time,Very important,Important,Not important,Not at all important,Somewhat important,Important,Very important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Almost every time,Every time,Occasionally,Seldom,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Very important,Important,Somewhat important,Important,Not important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,Novice understanding,Understand for the most part,Vague understanding,Vague understanding,"It's all ""add-on"" to my research; I do not work at a professional software engineering environment; I want work to be done, careful planning does often not take place",10%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,igraph,"Python, C/C++, JavaScript, Shell Script",, 11/30/2017 5:39:09,18 -- 30,Male,Europe,Doctorate's,Theoretical Computer Science,Complexity Theory,Graduate Student,https://github.com/joukewitteveen/histmdl,Yes,20%,One day ago,1 developer ( I work alone),Somewhat important,Not important,Much more time,More time,Same amount of time,Very important,Important,Important,Not at all important,Very important,Very important,Not important,Not at all important,Not at all important,Not at all important,Not important,Almost every time,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Somewhat important,Important,Very important,Important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,"Style differences between contributors, Differences in skills between contributors, ",10%,Somewhat important,Seldom,Almost every time,Almost every time,Almost every time,ggmap,"Python, C/C++, Go, Rust, Haskell",, 11/30/2017 5:40:28,30 -- 40,Male,Europe,Doctorate's,Environmental data mining,Workflow programming (IT),"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/blosloos/enviMass,Yes,80%,One day ago,1 developer ( I work alone),Very important,Important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Somewhat important,Important,Not at all important,Not at all important,Somewhat important,Not important,Not important,Not important,Very important,Almost every time,Every time,Every time,Occasionally,Almost every time,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Important,Very important,Very important,Very important,Important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Expert-level understanding,different users = different expectations / maintenance & debugging costs / code complexity management,90%,Very Important,Occasionally,Every time,Almost every time,Almost every time,"nontarget, enviPick, enviMass","C/C++, JavaScript, HTML",,mloos@looscomputing.ch 11/30/2017 5:41:16,40 -- 50,Male,Europe,Doctorate's,Biophysics,Machine learning,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://cran.r-project.org/package=abf2,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Important,Important,Important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Every time,Almost every time,Every time,Almost every time,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,,40%,Very Important,Occasionally,Almost every time,Almost every time,Occasionally,,"Python, C/C++",, 11/30/2017 5:42:28,40 -- 50,Male,Europe,Doctorate's,Psychology,Cognitive development,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,Three months ago,2--5 developers,Important,Important,More time,More time,Same amount of time,Important,Important,Important,Not at all important,Not at all important,Important,Very important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,,,,,,,,,,,,,,,,,"time crunch, there is hardly time to develop and it is hardly recognized as useful",10%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"depmixS4, MASS, glba","Python, C/C++, Shell Script",,i.visser@uva.nl 11/30/2017 5:44:55,40 -- 50,Male,Europe,Doctorate's,Hydrology,River Flood Forecasting,Government Research Scientist,https://cran.r-project.org/,Yes,30%,One day ago,2--5 developers,Very important,Somewhat important,More time,Same amount of time,Same amount of time,Important,Important,Important,Important,Not at all important,Somewhat important,Very important,Not at all important,Very important,Very important,Important,Seldom,Occasionally,Almost every time,Occasionally,Seldom,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,"Reproducibility, silly bugs, CPU needs",30%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,"extRemes, rtop, raster","Python, Fortran",,jon.skoien@gmail.com 11/30/2017 5:46:56,50 -- 60,Male,Europe,Master's,Computer Science,Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/FreeSortR/index.html,Yes,20%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Not important,Not important,Important,Important,Important,Very important,Almost every time,Every time,Every time,Almost every time,Almost every time,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,30%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"randomForest, smacof, factoMineR",Python,, 11/30/2017 5:50:38,30 -- 40,Male,Europe,Doctorate's,drug analysis,chemometrics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/,Yes,10%,One day ago,1 developer ( I work alone),Important,Important,More time,More time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Seldom,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Very important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,-,50%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,,"Python, C/C++",, 11/30/2017 5:52:16,30 -- 40,Female,Europe,Doctorate's,Geoinformatics,,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,1 developer ( I work alone),Important,,,,,Very important,Important,Not important,Not important,Not important,Not important,Very important,,,Very important,Very important,Occasionally,Occasionally,Occasionally,Occasionally,Seldom,Occasionally,"I decide on my own, based on a rough specification in my mind",Somewhat important,Somewhat important,Very important,Important,Important,Somewhat important,Somewhat important,Not important,Novice understanding,Vague understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,,10%,Important,Occasionally,Almost every time,Seldom,Occasionally,sp,,,kristina.helle@uni-muenster.de 11/30/2017 5:53:24,30 -- 40,Male,Europe,Doctorate's,Data Analysis for chemical instrumentation,Data analysis,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://github.com/zeehio/condformat,Yes,60%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Not important,Important,Very important,Very important,,,,,Almost every time,Every time,Seldom,Almost every time,Seldom,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Somewhat important,Very important,Important,Very important,Important,Important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,80%,Important,Occasionally,Seldom,Occasionally,Almost every time,dplyr ggplot2,"Python, C/C++","Thanks for your work. I marked that I learned on my own, but a lot of what I learned was written by a huge community of people in the internet, I read code written by them and I learn from that. I don't know if that is reflected in the questionnaire", 11/30/2017 5:53:27,30 -- 40,Male,Europe,Doctorate's,"Gatekeeping in news diffusion (journalism, communication science)",Communication science,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, Teacher",https://github.com/kasperwelbers/RNewsflow,Yes,20%,One day ago,2--5 developers,Very important,Important,Much more time,More time,More time,Very important,Important,Not at all important,Not important,Not important,Important,Very important,,,Important,Very important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Almost every time,Very much driven by research needs ,Important,Important,Important,Very important,Important,Important,Important,Somewhat important,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,"(1) Since programming in communication science, and more generally social science, is still upcoming, there is hardly any formal appreciation for time spent programming (hard to publish tools in our field's journals). (2) People in our field for whom we develop tools have little to no computational skills, making it difficult to package software in a way that they can use it correctly. (3) Feeling trapped by the need to make code sufficiently efficient to work on an average laptop, since this is what most of our collegues would use.",40%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,"data.table, lme4, corpustools","Python, C/C++","Really interesting and relevant. A factor that I found to be missing is the more formal part of programming in science. In our field (communication science), programming is still something that only pays off if you use it for your own research. As a result, key practices for proper tool sharing such as documentation are something which you mainly do out of personal drive. I think an interesting (perhaps follow-up) question regarding the diffusion of computational methods in science is whether and how different fields accomodate and stimulate researchers to develop tools.",kasperwelbers@gmail.com 11/30/2017 5:54:00,30 -- 40,Male,Europe,Doctorate's,Quantitative Genetics,Genomic selection in agriculture,"Adacemic Researcher (professor, post-doc, etc)", https://github.com/stefanedwards/lemon,Yes,60%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,Much more time,Same amount of time,Very important,Very important,Very important,Very important,Important,Important,Important,,,,,Seldom,Seldom,Every time,Almost every time,Seldom,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Important,Very important,Very important,Important,Important,Important,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,No idea what it means,"The goal is not always clear, as it mostly becomes clear after several iterations",100%,Very Important,Seldom,Occasionally,Every time,Almost every time,"tidyverse, RSQLite, knitr","Fortran, Shell Script",You do not make a distinction between scripting (for running our own analysis pipeline) vs. developing software that could be distributed for others to use. This makes it difficult to say how much time we use on coding.,sme@iysik.com 11/30/2017 5:54:09,18 -- 30,Male,Europe,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,50%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Important,Important,Not important,Not important,Not important,Important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Not important,Not important,No idea what it means,No idea what it means,Novice understanding,Novice understanding,Novice understanding,Novice understanding,No idea what it means,No idea what it means,,50%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,"ggplot2, glmnet, mgcv",C/C++,, 11/30/2017 5:56:22,18 -- 30,Male,Europe,Doctorate's,Statistics,Machine learning,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One month ago,1 developer ( I work alone),Important,Important,More time,More time,Same amount of time,Very important,Important,Not important,Not important,Not important,Somewhat important,Very important,Important,Important,Important,Important,Seldom,Seldom,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Not important,Somewhat important,Important,Very important,Somewhat important,Important,Not important,Not important,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,"Debugging stochastic errors, checking convergence for non-convex objectives",10%,Important,Seldom,Occasionally,Almost every time,Almost every time,"RCpp, MASS",Python,,ricardo.monti08@gmail.com 11/30/2017 5:56:53,30 -- 40,Male,South America,Doctorate's,Water use - Evapotranspiration,Natural resources,"Adacemic Researcher (professor, post-doc, etc), Engineer, Government Research Scientist",https://github.com/midraed/water,Yes,80%,One day ago,2--5 developers,Very important,Important,Much more time,Much more time,More time,Very important,Somewhat important,Important,Somewhat important,Not important,Somewhat important,Important,Not important,Not important,Somewhat important,Very important,Occasionally,Every time,Every time,Almost every time,Almost every time,Almost every time,I consult the software specification and choose the next piece to implement.,Somewhat important,Important,Important,Very important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,"documentation, testing",90%,Very Important,Occasionally,Seldom,Never,Seldom,"water, raster, sp",Python,,guillermo.olmedo@gmail.com 11/30/2017 5:57:06,18 -- 30,Female,Europe,Doctorate's,Resampling approaches to semi- and nonparametric effects with dependent observations,Resampling approaches in nonparametric statistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/smn74/MANOVA.RM,Yes,10%,One month ago,2--5 developers,Important,Very important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not at all important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Occasionally,Every time,Almost every time,Occasionally,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Important,Not important,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,No idea what it means,"cover the wide variety of real-world problems, write ""easy-to-understand"" documentation, try to cover possible user errors",50%,Very Important,Occasionally,Every time,Almost every time,Almost every time,"MANOVA.RM, nparLD, MASS",Shell Script,,sarah.friedrich@uni-ulm.de 11/30/2017 5:57:09,18 -- 30,Male,Europe,Master's,"Statistics, Graphical Models",clinical psychology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/mgm/index.html,Yes,10%,One week ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not important,Not at all important,Not important,Important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Not important,Very important,Somewhat important,Important,Very important,Very important,Important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,insufficient planning of software architecture and thus more bugs than necessary; an organized/proper way of doing testing/sanity checks,10%,Very Important,Seldom,Seldom,Seldom,Never,"mostly base R, mgm, qgraph; but I use A LOT depending on what I am working on",C/C++,"I think some questions about how much time of my research I spend on coding was twice; Also very important topic, I think it is really an issue that non-professional software developers develop (almost) all the scientific software; I am sure there is a fair amount of bugs in all the R packages on CRAN, for instance, which are the basis for research",jonashaslbeck@gmail.com 11/30/2017 5:59:59,30 -- 40,Male,Europe,Doctorate's,Medicine (family physician),"Epidemiology, nutrition, breastfeeding","Adacemic Researcher (professor, post-doc, etc), Clinician",https://cran.r-project.org/web/packages/MedDietCalc/index.html,Yes,10%,Six months ago,1 developer ( I work alone),Important,Not at all important,Much more time,Much more time,Same amount of time,Very important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Every time,Never,Seldom,Seldom,Seldom,I decide what I want to work on next,Not at all important,Not at all important,Very important,Very important,Somewhat important,Important,Not at all important,Not at all important,Novice understanding,Vague understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,No idea what it means,No idea what it means,"1) Lack of background knowledge and understanding of software (I am a clinical physician) 2) Lack of mathemathical skills",0%,Very Important,Never,Almost every time,Never,Almost every time,"stats, ggplot2, survival",none. I only use R,,miguelmo@gmail.com 11/30/2017 6:00:16,30 -- 40,Male,Europe,Master's,Statistics,Natural Language Processing,Consultant,https://github.com/bnosac/udpipe,Yes,70%,One day ago,1 developer ( I work alone),Very important,,Same amount of time,Same amount of time,Same amount of time,Very important,Not at all important,Very important,Very important,Not at all important,Not at all important,Important,Very important,Very important,Very important,Very important,Occasionally,Every time,Every time,Occasionally,Every time,Every time,I decide what I want to work on next,Not at all important,Not at all important,Somewhat important,Not at all important,Somewhat important,Very important,Very important,Very important,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,,70%,Important,Occasionally,Almost every time,Almost every time,Almost every time,,C/C++,, 11/30/2017 6:00:43,50 -- 60,Male,Europe,Doctorate's,tomography and probabilistic representation of the Helmotz equation,"Clustering, remote sensing, functional data analysis, missing values ","Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, Teacher",https://r-forge.r-project.org/R/?group_id=1937,Yes,80%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,,Very important,Somewhat important,Not important,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Very important,Occasionally,Seldom,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Very important,Important,Not important,Important,Somewhat important,Somewhat important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Diffusion,80%,Very Important,Occasionally,Occasionally,Occasionally,Almost every time,"Rcpp, rtkore,","Python, C/C++",, 11/30/2017 6:02:14,30 -- 40,Male,Europe,Doctorate's,Animal Breeding and Genetics,Genomic Selection,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/xbreed/index.html,Yes,30%,Three months ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not at all important,Not important,Not important,Very important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I consult with my colleagues.,Somewhat important,Somewhat important,Very important,Very important,Very important,Important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,,80%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"BGLR, xbreed",Fortran,,esfandyari.hadi@gmail.com 11/30/2017 6:02:44,30 -- 40,Male,Europe,Doctorate's,Urban social structures and ecological city,Urban economics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/OasisR/index.html,Yes,30%,One week ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Important,Important,Important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Very important,Important,Important,Important,Important,Very important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,,70%,Very Important,Seldom,Almost every time,Seldom,Occasionally,"OasisR spdep rgeos",Maple,, 11/30/2017 6:03:53,18 -- 30,Male,Africa,Doctorate's,Quantifying aging of the immune system,Computational immunology,Graduate Student,https://github.com/buriom/denoiSeq.git,Yes,20%,One month ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Important,Somewhat important,Not at all important,Not important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,My supervisor tells me what to do.,Important,Very important,Very important,Very important,Very important,Important,Very important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,"run time, proofs, ignorance of certain useful functions",10%,Important,Occasionally,Occasionally,Never,Seldom,"ggplot2, coda, distr","Python, C/C++",,buri@aims.edu.gh 11/30/2017 6:04:32,40 -- 50,Male,Europe,Doctorate's,Molecular biology,"Infection biology, biomarkers","Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/tmod/index.html,Yes,10%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,More time,Very important,Very important,Not at all important,Not at all important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Every time,Occasionally,Almost every time,Every time,I decide what I want to work on next,Not at all important,Not at all important,Important,Important,Somewhat important,Very important,Somewhat important,Somewhat important,No idea what it means,No idea what it means,Novice understanding,Novice understanding,Vague understanding,Novice understanding,Vague understanding,No idea what it means,time. No time for doing it properly.,80%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"limma, edgeR, caret, randomForest, nlme, my own: tmod, pca3d, unpublished ""myfuncs""","C/C++, JavaScript, Shell Script, Perl, oh my, how could you omit Perl from that list, not all of us are teenagers. Also, does SQL count as a language?","which research. Yours or mine? Last questions were about my research. Assuming this is about your questionnaire (it is really hard for me to tell you anything about your research, I only know your questionnaire): I found some of the questions imprecise (like this one). Also, you use language of computer science talking to a researcher who merely makes little software package for academic use. What the heck is defensive programming? I don't know this term; I never took a computer class in my lifetime. However, after having looked it up - yeah, I definitely worry a lot about software persistence and high availability, so I am tight-assed on backwards compatibility, dependence on other libraries, source code readability and documentation, input check etc etc. This is vexing in light of the high horse remark about using common language to describe what I work on currently.",january.weiner@gmail.com 11/30/2017 6:04:41,over 60,Male,North America,Doctorate's,statistics,"for the ""sos"" package: computer / data search strategy","Engineer, Industrial Research Scientist, Software Engineer/Programmer",https://r-forge.r-project.org/,Yes,10%,Six months ago,1 developer ( I work alone),Very important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Somewhat important,Not at all important,Not at all important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Not important,Not important,Almost every time,Occasionally,Occasionally,Every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,developing collaboration with others,10%,Very Important,Almost every time,Almost every time,Seldom,Almost every time,"sos, readODS, Ecfun","Python, Fortran",,spencer.graves at nospam effectivedefense.org 11/30/2017 6:05:58,30 -- 40,Male,Europe,Doctorate's,Statistics,Statistical modelling,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,2--5 developers,Very important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Important,Not important,Not at all important,Not important,Not important,Very important,Not important,Somewhat important,Somewhat important,Somewhat important,Seldom,Seldom,Almost every time,Occasionally,Seldom,Occasionally,I fix the next high-priority bug assigned to me.,Somewhat important,Somewhat important,Important,Important,Somewhat important,Important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Understand for the most part,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,"time, documentation",20%,Important,Occasionally,Almost every time,Occasionally,Seldom,"glmnet, MASS, npmlreg",,There are a few typos in Qu 16....., 11/30/2017 6:06:34,30 -- 40,Male,Europe,Doctorate's,Palaeoenvironmental reconstruction and geochronology,"Geochronology, Human evolution and data science ","Adacemic Researcher (professor, post-doc, etc)",https://github.com/R-Lum/rxylib,Yes,20%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not at all important,Not important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Seldom,Seldom,Every time,Every time,Every time,I basically depends on the particular research needs,Somewhat important,Somewhat important,,Important,Very important,Very important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Expert-level understanding,"(1) As researcher you are paid to do research not to write code, (2) The recognition for the need for open-source software in science is not very well developed, (3) Formal publication of software (peer-review)",60%,Very Important,Seldom,Almost every time,Occasionally,Every time,"Luminescence, RLumModel, ggplot2","C/C++, JavaScript, Shell Script","Its a rather good idea, so please go ahead. The importance of software development in science is far to much underestimated. ", 11/30/2017 6:09:18,30 -- 40,Male,Europe,Doctorate's,System Science ,Ecology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org,Yes,10%,One week ago,2--5 developers,Very important,Important,More time,Same amount of time,Same amount of time,Important,Somewhat important,Somewhat important,Important,Important,Somewhat important,Very important,Somewhat important,Important,Important,Important,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Somewhat important,Not important,Important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"licensing, testing / debugging, compatibility",90%,Very Important,Seldom,Occasionally,Every time,Occasionally,"lme4, Jags, BayesianTools ","Python, C/C++",, 11/30/2017 6:09:51,50 -- 60,Male,Europe,Doctorate's,Palaeoecology,Physical Geography,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/nsj3/rioja,Yes,10%,One week ago,1 developer ( I work alone),Very important,Very important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Somewhat important,Important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Almost every time,Seldom,Almost every time,Almost every time,I decide what I want to work on next,Not important,Not important,Important,Not important,Somewhat important,Important,Not important,Not important,No idea what it means,Novice understanding,Understand for the most part,No idea what it means,No idea what it means,Vague understanding,Novice understanding,Vague understanding,Having time to do it,70%,Very Important,Seldom,Every time,Occasionally,Almost every time,"vegan, dplyr, rioja",C/C++,, 11/30/2017 6:10:51,18 -- 30,Male,Europe,Doctorate's,Epidemiology,Clinical prediction models,Graduate Student,https://cran.r-project.org/web/packages/apricom/index.html,Yes,10%,One week ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,No idea what it means,No idea what it means,Novice understanding,No idea what it means,Vague understanding,No idea what it means,No idea what it means,Understand for the most part,,50%,Very Important,Seldom,Almost every time,Seldom,Almost every time,,,, 11/30/2017 6:11:27,40 -- 50,Male,Europe,Master's,Business Administration,I'm currently unemployed,open source researcher,https://github.com/mlampros/textTinyR,Yes,60%,One day ago,1 developer ( I work alone),Important,Important,More time,More time,Same amount of time,Important,Not important,Important,Not important,Not important,Not important,Not important,Not important,Not important,Not important,Not important,Every time,Every time,Every time,Every time,Every time,Almost every time,I fix the next high-priority bug assigned to me.,Important,Very important,Very important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"feed back in case of an error (issue), software optimization, debugging",60%,Important,Every time,Almost every time,Occasionally,Almost every time,"Rcpp, RcppArmadillo, testthat","Python, C/C++",-,mouselimislampros@gmail.com 11/30/2017 6:12:26,18 -- 30,Male,Europe,Doctorate's,Statistics,,"Engineer, Software Engineer/Programmer",,Yes,100%,One day ago,2--5 developers,Very important,Important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Very important,Very important,Important,,,Very important,Very important,Almost every time,Almost every time,Every time,Occasionally,Seldom,Occasionally,I consult with my colleagues.,Important,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,,30%,Very Important,Seldom,Almost every time,Almost every time,Occasionally,,"C/C++, Java, C#, Spark",, 11/30/2017 6:12:44,30 -- 40,Female,Europe,Doctorate's,Statistics,Applied statistics,Statistical civil servant,,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,Same amount of time,Same amount of time,Very important,Very important,Important,Important,Not at all important,Important,Very important,,,,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I consult the software specification and choose the next piece to implement.,Very important,Important,Very important,Very important,Very important,Very important,Important,Important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Learn how to use new modalities of the language by my own,50%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"sas7bdat, dplyr, isocir",SAS,,sandra.barragan@gmail.com 11/30/2017 6:12:50,30 -- 40,Male,Oceania,Doctorate's,Machine learning,"Financial engineering, renewable energies","Adacemic Researcher (professor, post-doc, etc)",https://github.com/fnoorian/gramEvol,Yes,100%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Very important,Somewhat important,Somewhat important,Not important,Not important,Not important,Not important,Occasionally,Seldom,Every time,Seldom,Seldom,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Very important,Important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"changing specification, buggy packages",100%,Very Important,Occasionally,Every time,Seldom,Occasionally,"forecast, lubridate, xts","Python, C/C++",, 11/30/2017 6:12:53,30 -- 40,Female,Europe,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,50%,One day ago,1 developer ( I work alone),Very important,Not important,Much more time,Much more time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Not at all important,Somewhat important,Somewhat important,Very important,Important,Important,Occasionally,Every time,Never,Almost every time,Never,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Important,Important,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,Vague understanding,Vague understanding,,80%,Very Important,Occasionally,Every time,Almost every time,Every time,"INLA, spdep, geor",,, 11/30/2017 6:15:00,18 -- 30,Male,Europe,Doctorate's,Statistics,Statistics of extremes,"Adacemic Researcher (professor, post-doc, etc), Engineer",http://github.com/r-fndv/mvPot,Yes,60%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Important,Important,,,,Very important,Seldom,Seldom,Every time,Seldom,Almost every time,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Somewhat important,No idea what it means,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,80%,Very Important,Occasionally,Every time,Every time,Occasionally,"Evd, Parallel, ggplot2","Python, C/C++",, 11/30/2017 6:15:01,40 -- 50,Male,Europe,Doctorate's,Artificial Intelligence in Medicine - Knowledge Engineer,"Process Mining , Radiomics","Adacemic Researcher (professor, post-doc, etc), Engineer, Industrial Research Scientist, Software Engineer/Programmer",https://github.com/kbolab/pMineR,Yes,60%,One day ago,2--5 developers,Very important,Very important,,,,Very important,Somewhat important,Very important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Very important,Important,Occasionally,Every time,Every time,Seldom,Seldom,Seldom,depending on the deadlines,Important,Important,Very important,Important,Important,Very important,Very important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,1- there is no a clear goal ; 2 - communication problems with the Lab-leader (often away); 3 - the first I said,70%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"pMineR and moddicom (mine), stringr, rvcg","C/C++, JavaScript, PHP",,roberto.gatta.bs@gmail.com 11/30/2017 6:17:19,18 -- 30,Male,Europe,Doctorate's,Medical Statistics,Medical statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One week ago,1 developer ( I work alone),Important,Important,Same amount of time,Same amount of time,Same amount of time,Important,Very important,Important,Not important,Somewhat important,Important,Important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Almost every time,Every time,Seldom,Almost every time,Occasionally,I decide what I want to work on next,Important,Very important,Very important,Very important,Very important,Very important,Somewhat important,Not important,Vague understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Expert-level understanding,"debugging, testing and having to rewrite functions that are working for reasons of speed",40%,Very Important,Seldom,Every time,Never,Every time,"survival, lme4, boot",C/C++,, 11/30/2017 6:18:01,30 -- 40,Male,Europe,Doctorate's,Discrete mathematics and informatics (combinatorics on words),currently not active in science,"Engineer, Software Engineer/Programmer",,Yes,70%,One day ago,5--10 developers,Very important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Important,Not important,Important,Very important,Not important,Somewhat important,Somewhat important,Very important,Very important,Very important,Almost every time,Seldom,Occasionally,Seldom,Seldom,Seldom,I decide what I want to work on next,Very important,Very important,Important,Somewhat important,Somewhat important,Important,Important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,"managing complexity, result tracking (many experimets give a perception, but it is hard to pin them down to good examples), time pressure (there's never enough time for proper development practices)",0%,Very Important,Never,Almost every time,Occasionally,Seldom,,JavaScript,"I haven't been active in science for the past 5 years, so the answers above are mostly reconstructed from memory from the time when I was working on my doctor's thesis, and supporting other projects at my university with software.",edmunds.cers@gmail.com 11/30/2017 6:18:39,40 -- 50,Male,Europe,Doctorate's,Percolation modeling of stochastically self-affined porous structures,Site percolation on square lattices; Fractal Brownian functions; Random iterated function systems; Statistical analysis of multidimensional data in chemometrics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,2--5 developers,Important,Important,Same amount of time,More time,More time,Very important,Important,Somewhat important,Not important,Somewhat important,Important,Very important,Very important,Very important,Important,Important,Occasionally,Almost every time,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Very important,Very important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"correctness proofs, model-checking, computational performance",50%,Very Important,Occasionally,Almost every time,Almost every time,Occasionally,"Rcpp, SPSL, RIFS","C/C++, Julia",,moskalefff@gmail.com 11/30/2017 6:19:53,30 -- 40,Male,Europe,Doctorate's,Biology,Genomics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/StevenVB12/patternize,Yes,20%,One week ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Not important,Somewhat important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Seldom,Every time,Almost every time,Almost every time,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Debugging, modularity, platform dependence",90%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"Ggplot, faster, morpho",Python,,Vanbelleghemsteven@hotmail.com 11/30/2017 6:20:46,30 -- 40,Male,Europe,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc), Industrial Research Scientist",https://bitbucket.org/tkharrat/countr_project,Yes,40%,One day ago,2--5 developers,Very important,Important,Much more time,Much more time,More time,Very important,Important,Somewhat important,Not important,Not important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Every time,Almost every time,Every time,Every time,I decide what I want to work on next,Very important,Very important,Important,Very important,Very important,Important,Important,Important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"design, bugs, corner cases",80%,Very Important,Seldom,Almost every time,Almost every time,Every time,"dplyr, mongolite, caret","C/C++, Shell Script",,tarak.kharrat@gmail.com 11/30/2017 6:21:33,18 -- 30,Male,Europe,Doctorate's,statistic,extremes,Graduate Student,https://github.com/lbelzile/mev,Yes,10%,One week ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Same amount of time,Important,Somewhat important,Somewhat important,Not important,Not at all important,Somewhat important,Important,,,,,Occasionally,Almost every time,Almost every time,Seldom,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,,Somewhat important,Important,Important,Important,Somewhat important,Important,No idea what it means,No idea what it means,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Understand for the most part,new CRAN requirements/portability/testing,10%,Somewhat important,Seldom,Almost every time,Occasionally,Occasionally,Outside of base/graphics (1) evd (2) SpatialExtremes (3) ismev,C/C++,, 11/30/2017 6:23:02,18 -- 30,Male,Europe,Doctorate's,Statistical Machine Learning,Machine Learning,"Adacemic Researcher (professor, post-doc, etc)",http://www.GitHub.com/jkrijthe/Rtsne,Yes,30%,One week ago,1 developer ( I work alone),Very important,Important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Important,Not important,Very important,Important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Seldom,Every time,Almost every time,Occasionally,Seldom,I decide what I want to work on next,Not important,Not important,Very important,Not important,Important,Somewhat important,Somewhat important,Not important,Vague understanding,Novice understanding,Understand for the most part,Vague understanding,Understand for the most part,Vague understanding,No idea what it means,No idea what it means,"Bugs on systems you have no access to, backwards compatibility, interface design",40%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"ggplot2, dplyr, Rstan",C/C++,,jkrijthe@gmail.com 11/30/2017 6:23:31,40 -- 50,Male,Europe,Doctorate's,Computer Science,Wireless Networks,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/rplotengine/index.html,Yes,20%,One day ago,2--5 developers,Very important,Important,More time,Same amount of time,Less time,Very important,Not important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Seldom,Every time,I consult the software specification and choose the next piece to implement.,Very important,Very important,Important,Very important,Very important,Important,Not important,Not important,Understand for the most part,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,No idea what it means,Dependencies with other libraries and incompatibility of versions between them ,100%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,rplotengine xtable ,"C/C++, Java",,pgarrido@umh.es 11/30/2017 6:23:43,50 -- 60,Male,Europe,Doctorate's,epidemiology,cancer research,international research scientist,https://sourceforge.net/projects/mcmc-jags,Yes,10%,One week ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Not important,Not important,Important,Not important,Not important,Not important,Important,Very important,Very important,Very important,Occasionally,Occasionally,Every time,Every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Important,Very important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,"Porting to Windows ",40%,Very Important,Never,Almost every time,Almost every time,Occasionally,,C/C++,, 11/30/2017 6:23:43,30 -- 40,Male,Europe,Doctorate's,Geography,Transport,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/ropensci/stplanr,Yes,30%,One day ago,2--5 developers,Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Somewhat important,Important,Not important,Not important,Very important,Not important,Not important,Not important,Not important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,,,,,,,,Shell Script,"Open source software is vital for scientific research and, ultimately, social progress in the digital age.",rob00x@gmail.com 11/30/2017 6:23:43,50 -- 60,Male,Oceania,Doctorate's,Improved time series analysis to detect climate change signals in mean sea level,time series analysis,Engineer,,Yes,0%,One week ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Seldom,Almost every time,Every time,Every time,Seldom,Every time,I decide what I want to work on next,Not important,Not important,Important,Important,Somewhat important,Important,Not important,Not at all important,No idea what it means,No idea what it means,Vague understanding,Novice understanding,Vague understanding,No idea what it means,Vague understanding,Understand for the most part,"Not coming from a programming background and the very blunt error messages in R which are often undecipherable to the ""non-programmer""",10%,Very Important,Occasionally,Occasionally,Seldom,Occasionally,"Rssa, timeseries, zoo",,,philwatson.slr@gmail.com 11/30/2017 6:24:13,18 -- 30,Male,Asia,Master's,CS,Quantitative trading,"Engineer, Industrial Research Scientist, Manager/Supervisor, Software Engineer/Programmer, System Administrator",https://github.com/peterwittek/somoclu/src/R,Yes,80%,One day ago,2--5 developers,Very important,Important,Much more time,More time,More time,Very important,Important,Somewhat important,Not important,Important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Every time,Almost every time,Every time,Occasionally,Almost every time,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Important,Important,Very important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Research code to production code translation,80%,Very Important,Every time,Every time,Every time,Every time,Rcpp dplyr ggplot,"Python, C/C++, JavaScript",,xgdgsc@gmail.com 11/30/2017 6:25:38,30 -- 40,Female,Europe,Doctorate's,Mathematical statistics,"Meteor astronomy, rheumatology","Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One month ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Not important,Important,Very important,Very important,Very important,Very important,Very important,Every time,Every time,Every time,Every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,Vague understanding,,70%,Very Important,Occasionally,Every time,Occasionally,Every time,"nparLD, nortest, MetFns",None at the moment,,mackikac@gmail.com 11/30/2017 6:25:55,40 -- 50,Male,Europe,Master's,computer science,bioinformatics,"Industrial Research Scientist, Software Engineer/Programmer",https://github.com/kforner/rcpp_progress,Yes,70%,One day ago,2--5 developers,Not important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Important,Not at all important,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Every time,Every time,Almost every time,Almost every time,I consult with my colleagues.,Very important,Important,Very important,Somewhat important,Very important,Important,Somewhat important,Not at all important,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,,10%,Important,Occasionally,Every time,Occasionally,Every time,"devtools, testthat, roxygen2",C/C++,, 11/30/2017 6:26:15,18 -- 30,Male,Europe,Doctorate's,Statistics,Statistical ecology,Graduate Student,https://github.com/TheoMichelot/moveHMM,Yes,80%,One day ago,1 developer ( I work alone),Very important,Very important,More time,More time,More time,Very important,Important,Important,Not important,Important,Important,Very important,,,,,Almost every time,Almost every time,Every time,Occasionally,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Important,Important,Important,Very important,Important,Important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,,80%,Very Important,Occasionally,Every time,Almost every time,Every time,"Rcpp, ggplot2, moveHMM",C/C++,, 11/30/2017 6:29:26,over 60,Male,Europe,Master's,Statistics,survey methodologies,Government Research Scientist,http://cran.stat.unipd.it/web/packages/SamplingStrata/index.html,Yes,20%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Somewhat important,Not at all important,Somewhat important,Not important,Important,Important,Very important,Very important,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Not important,Not important,Not important,Somewhat important,Somewhat important,Very important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,documentation of software produced by others that has to be used by the software I develop,50%,Very Important,Almost every time,Almost every time,Seldom,Almost every time,"caret, randomForest, data.table",Fortran,,barcarol@istat.it 11/30/2017 6:29:29,40 -- 50,Male,Europe,Doctorate's,Experimental Biology,Evolution,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/ENiRG/index.html,Yes,40%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Not at all important,Not at all important,Not at all important,Somewhat important,Important,Very important,Very important,Not important,Every time,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,"GUIs, memory allocation, users avoiding reading manuals",90%,Very Important,Almost every time,Every time,Every time,Every time,"vegan, BiodiversityR, ade4, adegenet, ape, boot, pegas, spider, rgdal, rgrass7, rmarkdown, Sweave, mgcv, gam, PopGenReport","Python, C/C++, Shell Script, Arduino","I felt very interested since I got your invitation to participate in this survey. I am also curious about sociology of software development from ""non-formally"" software engineers or developers",fcgarcia@ualg.pt 11/30/2017 6:29:59,30 -- 40,Male,Europe,Doctorate's,Model fitting in Biology,Speciation,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/thijsjanzen/STEPCAM,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not at all important,Not important,Not important,Important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Occasionally,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Very important,Very important,Somewhat important,Not important,Not important,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,Cross-platform compatibility,70%,Very Important,Occasionally,Almost every time,Every time,Almost every time,"ggplot2, ape, vegan","Python, C/C++",There are some typo's in question 16 ;),thijs.janzen@uni-oldenburg.de 11/30/2017 6:30:30,50 -- 60,Male,Europe,Doctorate's,Statistics,space-time point processes,"Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor, Software Engineer/Programmer, Teacher",https://cran.r-project.org/,Yes,10%,One week ago,2--5 developers,Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Not important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Important,Somewhat important,Somewhat important,Almost every time,Almost every time,Occasionally,Occasionally,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Important,Important,Important,Very important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,,20%,Very Important,Almost every time,Every time,Occasionally,Occasionally,,Fortran,, 11/30/2017 6:31:57,18 -- 30,Male,Europe,Doctorate's,Ecology,Ecology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,1 developer ( I work alone),Important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Important,Not important,Somewhat important,Important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Almost every time,Every time,Almost every time,Occasionally,Every time,I decide what I want to work on next,Important,Important,Important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,,50%,Very Important,Occasionally,Every time,Occasionally,Every time,,"C/C++, JavaScript, Shell Script",, 11/30/2017 6:33:31,18 -- 30,Female,Asia,Doctorate's,Biostatistics,Bioinformatics,"Adacemic Researcher (professor, post-doc, etc), Graduate Student", https://cran.r-project.org/web/packages/wtest/index.html,No,10%,One day ago,1 developer ( I work alone),Somewhat important,Not at all important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not at all important,Not at all important,Important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Every time,Every time,Every time,Almost every time,,Somewhat important,Very important,Very important,Important,Important,Important,Important,Important,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Debug for R package submission, especially for clearing ""NOTE""s in the checking report. ",90%,Very Important,Occasionally,Every time,Every time,Every time,"Many. ""parallel""",C/C++,, 11/30/2017 6:36:21,40 -- 50,Male,Europe,Doctorate's,Computer science,Epidemiology,Industrial Research Scientist,https://cran.r-project.org/web/packages/SqlRender/index.html,Yes,70%,One day ago,11--20 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Important,Important,Important,Important,Important,Very important,Very important,Very important,Occasionally,Almost every time,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"The fact that R is not a real programming language (ie. lacks true object orientation, no strong typing, implicit casting)",90%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"Cyclops, ggplot2, CohortMethod (in Github)","C/C++, Java",, 11/30/2017 6:37:22,30 -- 40,Male,Europe,Master's,Forest Ecology,Geoecology,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/gdkrmr/DRR,Yes,80%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Somewhat important,Very important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Never,Almost every time,Every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Not important,Important,Very important,Very important,Somewhat important,Very important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,Two language problem; Too static too mobile package ecosystem; Time limitations,90%,Very Important,Occasionally,Almost every time,Almost every time,Occasionally,Base; Stats; DimRed,"Python, C/C++, JavaScript, Shell Script, Julia",,gkraemer@bgc-jena.mpg.de 11/30/2017 6:37:33,30 -- 40,Male,Europe,Doctorate's,Biostatistics,medicine,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/sachsmc/tufterhandout,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not at all important,Important,Not at all important,Not important,Important,Very important,Not at all important,Not important,Very important,Very important,Every time,Almost every time,Occasionally,Occasionally,Every time,Every time,I decide what I want to work on next,Very important,Important,Very important,Very important,Very important,Somewhat important,Not important,Not important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Vague understanding,,60%,Very Important,Seldom,Almost every time,Almost every time,Every time,,"JavaScript, Shell Script",, 11/30/2017 6:38:15,30 -- 40,Male,Europe,Master's,Computer Science,Optimization,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Software Engineer/Programmer",,Yes,30%,One day ago,2--5 developers,Very important,Important,More time,Same amount of time,Same amount of time,Very important,Important,Important,Not at all important,Not important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,to make the software keep up with research progress,20%,Very Important,Occasionally,Occasionally,Almost every time,Almost every time,"CEGO, stats, ggplot2 ","Python, C/C++, Java",, 11/30/2017 6:39:42,18 -- 30,Male,Europe,Master's,Geoscience,hydrology,"Graduate Student, Software Engineer/Programmer, Teacher",https://github.com/brry/rdwd,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Not important,Not at all important,Somewhat important,Very important,,,,,Occasionally,Almost every time,Every time,Seldom,Seldom,Almost every time,I decide what I want to work on next,Very important,Somewhat important,Very important,Not important,Somewhat important,Very important,Somewhat important,Not important,Expert-level understanding,Novice understanding,Expert-level understanding,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,"unhelpful R error messages, missing traceback",40%,Very Important,Seldom,Every time,Occasionally,Occasionally,"devtools, lmomco, pbapply",Shell Script,"Good survey, thanks!",berryboessenkool@hotmail.com 11/30/2017 6:40:52,40 -- 50,Male,Europe,Doctorate's,Plant biology,Ecological modelling,Government Research Scientist,https://github.com/miquelcaceres,Yes,50%,One day ago,2--5 developers,Very important,Important,More time,More time,More time,Very important,Somewhat important,Not important,Somewhat important,Very important,Important,Somewhat important,Somewhat important,Very important,Very important,Very important,Almost every time,Every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Very important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"The amount of time it requires, which should be devoted to actual research",50%,Very Important,Almost every time,Almost every time,Occasionally,Almost every time,"sp, meteoland, medfate","C/C++, Java, Fortran",, 11/30/2017 6:41:16,18 -- 30,Female,Europe,Doctorate's,meta-analysis of incomplete data and its application in epidemiological studies,"epidemiology, biostatistics","Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/iRepro/index.html,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Important,Somewhat important,Not at all important,Very important,Somewhat important,Not at all important,Not at all important,Important,Very important,Almost every time,Every time,Every time,Every time,Seldom,Occasionally,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Very important,Very important,Somewhat important,Not at all important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,"data formatting, figuring where the bug is, fixing bugs if they are nontrivial",20%,Very Important,Seldom,Occasionally,Seldom,Almost every time,"depends on the research problem -- in everyday work sqldf, xlsx, foreign",C/C++,, 11/30/2017 6:42:54,30 -- 40,Male,Europe,Doctorate's,"Computer Science, Machine Learning",bioinformatics,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Software Engineer/Programmer",https://github.com/pradosj/bmrm,Yes,90%,One day ago,1 developer ( I work alone),Important,Very important,More time,More time,More time,Very important,Very important,Very important,Not at all important,Very important,Somewhat important,Somewhat important,,,Very important,Very important,Every time,Occasionally,Almost every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Not important,Not at all important,Somewhat important,Not important,Not at all important,Important,Important,Not at all important,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"1) portability: share R projects with non-expert users require harmonized R version, package installation and bio conductor version 2) collaboration with non-expert users: most of my activities consists in preparing data and write skeleton scripts for non-expert coders (biologists), and assist them to introduce new functionalities. One challenge is to deal/review the code introduce in the original scripts by non-expert users. 3) customisation of produced figures for paper publication",90%,Very Important,Occasionally,Every time,Occasionally,Almost every time,bioconductor; ggplot2; bmrm,C/C++,,julien.prados@unige.ch 11/30/2017 6:44:21,18 -- 30,Male,Europe,Doctorate's,Evolutionary Biology,Evolution of biodiversity,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/windex/index.html,Yes,10%,One month ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Very important,Not at all important,Not at all important,Important,Very important,Not at all important,Not at all important,Not at all important,Very important,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,"As someone without formal training in computer science or proper software design, I occasionally come across coding issues when trying to implement an idea that take a lot of time to figure out how to resolve.",20%,Very Important,Every time,Every time,Seldom,Occasionally,"ape, phytools, diversitree",,,kevin.arbuckle@swansea.ac.uk 11/30/2017 6:47:44,18 -- 30,Male,Asia,Master's,MBA,Data Science and Machine Learning,Industrial Research Scientist,https://github.com/cran/RLogicalOps,Yes,20%,One month ago,1 developer ( I work alone),Important,Important,Less time,More time,Much more time,Very important,Important,Somewhat important,Somewhat important,Important,Important,Very important,,,Very important,Very important,Seldom,Occasionally,Never,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Very important,Very important,Important,Important,Very important,Important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,,20%,Important,Never,Almost every time,Occasionally,Every time,"ggplot2, stringr, dplyr","Python, Java",, 11/30/2017 6:49:14,40 -- 50,Male,Europe,Doctorate's,Science,Medicine,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, System Administrator",,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,Much less time,Less time,Same amount of time,Very important,Not at all important,Somewhat important,Not important,Somewhat important,Important,Important,Very important,Very important,Very important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Vague understanding,Making the software runnable under after the update of the programming language,20%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"sound, shiny, rcircos","JavaScript, Shell Script, PHP",,langenberg@uni-bonn.de 11/30/2017 6:50:34,30 -- 40,Male,Europe,Doctorate's,Genetic Epidemiology,Genetics,"Adacemic Researcher (professor, post-doc, etc)",http://cran.r-project.org/,Yes,10%,Three months ago,1 developer ( I work alone),Very important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Not important,Somewhat important,Not important,Not important,Somewhat important,Not at all important,Not at all important,Very important,Very important,Seldom,Almost every time,Occasionally,Occasionally,Seldom,Occasionally,My supervisor tells me what to do.,Somewhat important,Somewhat important,Somewhat important,Very important,Important,Very important,Somewhat important,Not important,Vague understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,No idea what it means,No idea what it means,"My software consists of packages for the R language and environment. My main bugbear with writing R code is the documentation of other packages and R itself. Many R packages have incomplete or sometimes no useful documentation. Fortunately, the R environment itself is extensively documented, but often the more advanced topics are described in very technical language - that is hard to follow even for someone who thoroughly understands basic R functions. ",90%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,"survival, QCGWAS (my own), rms",none,, 11/30/2017 6:50:38,over 60,Male,Europe,Doctorate's,statistics,multivariate analysis,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, Teacher",,Yes,0%,One year ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Important,Not important,Not important,Important,Very important,Somewhat important,Somewhat important,Not important,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Important,Very important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,,50%,Very Important,Occasionally,Every time,Occasionally,Every time,,any,,jegido@usal.es 11/30/2017 6:53:09,30 -- 40,Male,Europe,Doctorate's,rer.nat.,geomorphology,"Manager/Supervisor, Software Engineer/Programmer",https://github.com/coffeemuggler/EMMAgeo/,Yes,20%,One week ago,2--5 developers,Important,Important,Much more time,More time,More time,Very important,Important,Not important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Very important,Almost every time,Almost every time,Every time,Almost every time,Every time,Every time,I decide what I want to work on next,Somewhat important,Not important,Very important,Very important,Very important,Very important,Important,Not important,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,,70%,Very Important,Occasionally,Seldom,Seldom,Almost every time,"eseis, sp, EMMAgeo","Python, C/C++, Shell Script","would be good to add an option ""no comment"", otherwise the query is biased to the existing answer options.", 11/30/2017 6:54:05,30 -- 40,Male,Europe,Bachelor's,Information Technology,Moved from academia to industry,Software Engineer/Programmer,,Yes,100%,One day ago,5--10 developers,Not at all important,Important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Important,Not important,Very important,Important,Not at all important,Not at all important,Not at all important,Important,Important,Occasionally,Seldom,Every time,Occasionally,Seldom,Seldom,I consult with my colleagues.,Somewhat important,Somewhat important,Very important,Somewhat important,Very important,Important,Important,Important,Novice understanding,Novice understanding,Expert-level understanding,Vague understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Vague understanding,"Drifting requirements, lack of QA, lack of sustainability",0%,Not at all important,Never,Never,Never,Never,,"Python, C/C++, JavaScript, Shell Script, Perl",, 11/30/2017 6:54:12,30 -- 40,Male,Europe,Doctorate's,Environmental Sciences,molecular ecology,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",https://github.com/ericpante/marmap,Yes,50%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not important,Not important,Very important,Not important,Not important,Somewhat important,Important,Every time,Every time,Every time,Every time,Every time,Every time,I consult with my colleagues.,Very important,Very important,Important,Very important,Very important,Very important,Very important,Very important,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,finding time to do it...,50%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"ape, marmap, ade4",Shell Script,, 11/30/2017 6:55:26,30 -- 40,Male,Europe,Doctorate's,Stats,social science,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/daob/lavaan.survey,Yes,10%,,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Occasionally,Seldom,Almost every time,Seldom,Occasionally,Almost every time,I consult the software specification and choose the next piece to implement.,Very important,Very important,Important,Not important,Important,Very important,Very important,Very important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"Supporting the software, dealing with feature requests, dependency hell",30%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"tidyverse, lavaan, Matrix","Python, C/C++",,d.l.oberski@uu.nl 11/30/2017 6:55:55,30 -- 40,Male,Africa,Doctorate's,Economics,Environmental economics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/spanel/index.html,Yes,40%,One day ago,1 developer ( I work alone),Very important,Important,Less time,More time,Much more time,Very important,Not at all important,Not at all important,Not at all important,Important,Not important,Not important,Not important,Not important,Not important,Not important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Somewhat important,Very important,Important,Very important,Very important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Internet access,100%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,dynpanel spanel ivprobit ,C#,Important ,zedtaha@gmail.com 11/30/2017 6:56:03,18 -- 30,Male,Europe,Master's,Finance,Trading strategies,"Graduate Student, Industrial Research Scientist, Software Engineer/Programmer",,Yes,50%,One day ago,1 developer ( I work alone),Very important,Not at all important,Much more time,Same amount of time,Same amount of time,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Not at all important,Not at all important,Not at all important,Very important,Every time,Almost every time,Every time,Every time,Every time,Almost every time,I consult the software specification and choose the next piece to implement.,Very important,Very important,Important,Important,Very important,Important,Somewhat important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,,50%,Very Important,,,,,,Python,, 11/30/2017 6:56:14,18 -- 30,Female,Europe,Doctorate's,Population health,Genetics of cognitive phenotypes,Graduate Student,https://github.com/anders-biostat/focusedMDS,Yes,10%,One month ago,2--5 developers,Somewhat important,Somewhat important,More time,More time,Same amount of time,Very important,Very important,Somewhat important,Not important,Not important,Not important,Very important,Not important,Not important,Not important,Not important,Occasionally,Almost every time,Every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Somewhat important,Important,Somewhat important,Vague understanding,Vague understanding,Understand for the most part,Vague understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,"Too many avenues to take the project, choosing which ideas to implement is the hardest.",100%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"dplyr, plotly, ggplot","Python, Shell Script","My package was completed as a rotation project, and I don't really develop software as my main project anymore- this may affect the answers that ask about what I currently work on.",lea.urpa@helsinki.fi 11/30/2017 6:57:33,30 -- 40,Male,Europe,Doctorate's,Bioinformatics,"Bioinformatics, statistics, genetics","Adacemic Researcher (professor, post-doc, etc)",https://github.com/rsamantha/minerva,Yes,70%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Important,,,Not at all important,Not at all important,Important,Not at all important,Not at all important,Important,Very important,Occasionally,Almost every time,Every time,Occasionally,Occasionally,Occasionally,I consult with my colleagues.,Very important,Important,Somewhat important,Very important,Very important,Important,Important,Somewhat important,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,"Lack of standards, Manual annotation, Documenting",90%,Very Important,Almost every time,Almost every time,Every time,Every time,"limma, edgeR, tidyverse","Python, C/C++, Shell Script, Perl",,michele.filosi@unitn.it 11/30/2017 7:00:09,40 -- 50,Female,Europe,Doctorate's,Climate change,geosciences,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,1 developer ( I work alone),Very important,Not important,Less time,Less time,Same amount of time,Very important,Very important,Important,Important,Not important,Important,Very important,Very important,Very important,Very important,Important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Very important,Very important,Very important,Important,Not important,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,30%,Very Important,Occasionally,Every time,Every time,Almost every time,,"Fortran, Shell Script",, 11/30/2017 7:01:08,18 -- 30,Male,Europe,Doctorate's,Evolutionary Biology,Evolution of cooperation,Graduate Student,https://github.com/PabloCapilla/incR,Yes,10%,One week ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not important,Important,Not at all important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I fix the next high-priority bug assigned to me.,Very important,Very important,Very important,Very important,Very important,Very important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"Efficiency, debugging, writing documentation",90%,Very Important,Occasionally,Every time,Every time,Almost every time,"dplyr, lme4, ggplot",Shell Script,, 11/30/2017 7:01:57,30 -- 40,Male,Europe,Doctorate's,Environmental Modeling,Environmental risk Assessment,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/EnviroPRA/index.html,Yes,30%,Three months ago,2--5 developers,Important,Important,Same amount of time,More time,More time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Not important,Somewhat important,Somewhat important,Important,Important,Very important,Almost every time,Every time,Almost every time,Almost every time,Almost every time,Every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Vague understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,,70%,Very Important,Occasionally,Seldom,Seldom,Almost every time,,,, 11/30/2017 7:03:07,30 -- 40,Female,Europe,Doctorate's,Statistics,design of experiments,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://cran.r-project.org/web/packages/OptimalDesign/index.html,Yes,20%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not important,Somewhat important,Not at all important,Not at all important,Somewhat important,Very important,Occasionally,Almost every time,Every time,Every time,Occasionally,Almost every time,I fix the next high-priority bug assigned to me.,Somewhat important,Somewhat important,Important,Very important,Important,Important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Vague understanding,,50%,Very Important,Seldom,Seldom,Occasionally,Occasionally,,C/C++,, 11/30/2017 7:03:19,18 -- 30,Female,Europe,Doctorate's,Infection Biology,Tuberculosis,Graduate Student,,Yes,30%,More than one year ago,2--5 developers,Very important,Important,Much more time,Much more time,More time,Important,Very important,Not important,Important,Not at all important,Not at all important,Very important,,,,,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,,,,,,Important,Important,,Vague understanding,Vague understanding,No idea what it means,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,to little programming skills,40%,Very Important,Almost every time,Almost every time,Seldom,Almost every time,"stats, biomaRt, ggplot2",,, 11/30/2017 7:04:49,50 -- 60,Male,Europe,Doctorate's,Probability theory (Markov chains),Econometrics,"Adacemic Researcher (professor, post-doc, etc)", https://CRAN.R-project.org/package=nlWaldTest ,Yes,40%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Seldom,Seldom,Never,Never,Never,Never,I decide what I want to work on next,Very important,Important,Important,Very important,Very important,Very important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,No idea what it means,No idea what it means,approval procedure: 1) 2) 3),20%,Very Important,Never,Almost every time,Occasionally,Almost every time,forecast stats rcpp,"C/C++, hansl (gretl software language)","Primarily this package if for economrtric courses: it have the capability of commercial analogues as stata, and do not require from users/developers to create generic functions: it is applicable after anything that outputs vector of estimates and covariance matrix If 'this research' means this questioner, how do you approach to sample selection problem? ", 11/30/2017 7:05:40,30 -- 40,Male,Europe,Doctorate's,Evolutionary biology - Palaeontology,Palaeontology & phylogenetics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/ms609/tci,Yes,20%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,More time,Very important,Somewhat important,Not at all important,Not at all important,Important,Important,Important,Not at all important,Not at all important,Not at all important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Very important,Important,Important,Important,Important,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,code access. Memory handling.,20%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,"phangorn, ape, graphics","Python, C/C++, Shell Script, Perl",,martins@gmail.com 11/30/2017 7:07:24,50 -- 60,Male,Europe,Doctorate's,Ecology,Conservation science,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One month ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Not important,Not at all important,Not at all important,Important,Important,Important,Very important,Very important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Novice understanding,Novice understanding,Novice understanding,No idea what it means,Vague understanding,Novice understanding,Vague understanding,Vague understanding,,10%,Somewhat important,Never,Occasionally,Never,Occasionally,lme4 unmarked circular,,, 11/30/2017 7:08:39,40 -- 50,Male,Europe,Doctorate's,applied mathematics,statistics,Engineer,http://cran.r-project.org,Yes,10%,Three months ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Important,Important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Not important,Somewhat important,Somewhat important,Important,Almost every time,Occasionally,Seldom,Seldom,Seldom,Almost every time,I consult with my colleagues.,Somewhat important,Somewhat important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Important,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Novice understanding,Understand for the most part,,10%,Very Important,Never,Almost every time,Occasionally,Almost every time,"mixOmics, MASS, FactoMineR",C/C++,, 11/30/2017 7:09:06,40 -- 50,Male,Europe,Master's,GIS,Conservation,"Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor",https://cran.r-project.org/web/packages/rCAT/index.html,Yes,10%,One week ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,More time,Very important,Very important,Important,Important,Not important,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Occasionally,Almost every time,Every time,Every time,Almost every time,Occasionally,I decide what I want to work on next,Very important,Very important,Important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,,70%,Very Important,Occasionally,Almost every time,Almost every time,Every time,,"Java, JavaScript",, 11/30/2017 7:09:35,30 -- 40,Male,Europe,Doctorate's,Chemistry,"Bibliometrics, , altmetrics, and research evaluation","Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One week ago,1 developer ( I work alone),Important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Very important,Important,Somewhat important,Important,Important,Very important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Important,Somewhat important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Bugs, bugs, bugs",80%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"ggplot2, Hmisc, BibPlots","Shell Script, Perl",,R.Haunschild@fkf.mpg.de 11/30/2017 7:13:25,40 -- 50,Male,South America,Doctorate's,Software engineering,Software engineering and Machine learning,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Manager/Supervisor, Software Engineer/Programmer",https://github.com/ptaranti/coppeCosenzaR,Yes,20%,One week ago,,Very important,Very important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Not important,Not at all important,Not important,Somewhat important,Very important,Not at all important,Very important,Important,Important,Every time,Almost every time,Almost every time,Occasionally,Seldom,Occasionally,I fix the next high-priority bug assigned to me.,Very important,Very important,Important,Not important,Important,Somewhat important,Very important,Somewhat important,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,"Time, coordination with others, and the disperse information about R codding and language.",10%,Very Important,Almost every time,Occasionally,Occasionally,Occasionally,"anova, ggplot, statistics",Java,"The answers are highly dependent on the software under discussion (I considered the coppeConsenzaR) and the team involved. I am the only programmer - the others are statisticians with very low software development capabilities. They are specialists in the theory (a fuzzy methodology) who asked me to develop a R package in order to made the method widely available through CRAN. I have only some hours during week and the weekend to work on this. I had similar experience with another R package (ceg - Chain Event Graph) - and it was worked out in same fashion.",ptaranti@gmail.com 11/30/2017 7:14:32,40 -- 50,Male,Asia,Doctorate's,Medical Science,Nursing science,"Adacemic Researcher (professor, post-doc, etc)",,Yes,0%,One day ago,1 developer ( I work alone),Not at all important,Somewhat important,Much less time,Less time,Same amount of time,Very important,Very important,Very important,Very important,Not important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Seldom,Seldom,Seldom,Seldom,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Not important,Somewhat important,Important,Important,Important,Not important,Not important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,"(1) portability for windows users, (2) huge amount of document for rule or policy of repository, and (3) no time to consider about software due to massive other tasks.",0%,Very Important,Seldom,Seldom,Seldom,Seldom,"sf, spdep, and logistf",Perl,"Some questions have only 10% intervals. My answer could be 1% or 0.5%, so there is no way except marking 0% instead. But it is not zero. ",aruminat@gmail.com 11/30/2017 7:14:44,30 -- 40,Male,Europe,Doctorate's,Biological and Environmental Engineering,Environmental and Agricultural Engineering,"Adacemic Researcher (professor, post-doc, etc)",https://CRAN.R-project.org/package=biogas,Yes,10%,One day ago,2--5 developers,Very important,Important,More time,More time,Same amount of time,Very important,Very important,Not important,Not important,Not important,Somewhat important,Important,Not at all important,Not at all important,Somewhat important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,,,,,,,,,,,,,,,,,,30%,Very Important,,,,,,Fortran,, 11/30/2017 7:16:16,30 -- 40,Male,Europe,Doctorate's,Biostatistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://cran.r-project.org/,Yes,50%,Three months ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Very important,Not important,Not important,Not at all important,Somewhat important,Somewhat important,Not at all important,Very important,Very important,Important,Seldom,Never,Occasionally,Occasionally,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Somewhat important,Somewhat important,Very important,Important,Somewhat important,Not important,Not important,Novice understanding,Vague understanding,Vague understanding,Understand for the most part,Expert-level understanding,Novice understanding,No idea what it means,No idea what it means,"the mathematics behind, efficient programming, time",50%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"multcomp, nlme, SimComp",,, 11/30/2017 7:17:57,over 60,Male,Europe,Master's,Chemistry,Retired,"Industrial Research Scientist, Software Engineer/Programmer",,Yes,70%,One week ago,2--5 developers,Important,Important,More time,More time,More time,Very important,Somewhat important,Not at all important,Not important,Not important,Important,Important,Important,Important,Important,Important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Somewhat important,Important,Important,Not important,Important,Important,Not at all important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,Understand for the most part,Novice understanding,Vague understanding,Papers no comprehensively describing methods and results,50%,Important,Occasionally,Occasionally,Never,Occasionally,"stats, mvt, PowerTOST",SAS macro language,,detlewlabes@gmx.de 11/30/2017 7:18:23,40 -- 50,Male,Europe,Doctorate's,Mathematics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,Same amount of time,Same amount of time,Not at all important,Not at all important,Somewhat important,Very important,Not at all important,Somewhat important,Not at all important,Very important,Very important,Very important,Not at all important,Every time,Every time,Every time,Every time,Every time,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,N/A,50%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,N/A,"C/C++, Shell Script",, 11/30/2017 7:19:07,40 -- 50,Male,Europe,Doctorate's,young carers in germany,healthcare,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One week ago,1 developer ( I work alone),Somewhat important,Not important,More time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Somewhat important,Important,Important,Very important,Not important,Not important,Not important,Important,Seldom,Occasionally,Every time,Occasionally,Seldom,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,bug analysis,80%,Important,Occasionally,Almost every time,Every time,Almost every time,ggplot2,"Python, Shell Script, php",, 11/30/2017 7:19:38,50 -- 60,Male,Europe,Doctorate's,Economics,time series,Government Research Scientist,,Yes,20%,One week ago,2--5 developers,Important,Very important,Less time,Same amount of time,More time,Somewhat important,Somewhat important,Very important,Very important,Not at all important,Not important,Somewhat important,Very important,Very important,Important,Important,Never,Every time,Never,Almost every time,Every time,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Important,Important,Very important,Very important,Somewhat important,Important,Important,Vague understanding,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,time and staff involvement.,20%,Very Important,Occasionally,Almost every time,Seldom,Almost every time,"forecast,MASS,marckdown",Python,, 11/30/2017 7:21:42,30 -- 40,Male,South America,Doctorate's,Biology,Plant Ecophysiology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/lselzer/multcompview,Yes,10%,One month ago,1 developer ( I work alone),Not important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Not important,Not at all important,Somewhat important,Not important,Very important,Not at all important,Not at all important,Important,Important,Seldom,Occasionally,Almost every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Very important,Very important,Important,Important,Important,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Debugging ,30%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,"tidyverse, vegan, lsmeans","Python, C/C++","My way of developing software is very amateur, and there's almost no reward in my daily work to do it.",luciano.selzer@gmail.com 11/30/2017 7:21:55,30 -- 40,Male,Europe,Master's,Physics,data visualisation,Software Engineer/Programmer,https://github.com/martinjhnhadley/statesRcontiguous,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Seldom,Seldom,Almost every time,Seldom,Seldom,Occasionally,I decide what I want to work on next,Very important,Very important,Somewhat important,Important,Important,Important,Very important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Designing extensible code,40%,Very Important,Never,Every time,Occasionally,Every time,"dplyr, tidyr, highcharter",Wolfram Language,,martinjohnhadley@gmail.com 11/30/2017 7:22:31,40 -- 50,Male,Europe,Doctorate's,Computer Science,Genetics,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/mailund/admixture_graph,Yes,50%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,Much more time,More time,Important,Important,Important,Important,Somewhat important,Important,Very important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,I decide what I want to work on next,Important,Important,Important,Somewhat important,Very important,Very important,Important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,rushing for deadlines instead of taking the time to get it right; regression on all current analysis projects when model changes; integrating updated software in existing analysis pipelines,50%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"dplyr, ggplot2, tidyr","Python, C/C++, Shell Script",, 11/30/2017 7:23:30,40 -- 50,Male,Europe,Master's,Statistics & Operation Research,Data Science,"Engineer, Software Engineer/Programmer, Data Scientist",https://github.com/viraltux/Robocoap,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Very important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Every time,Every time,Every time,Almost every time,Seldom,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,,80%,Very Important,Occasionally,Almost every time,Occasionally,Every time,"data.table, keras, testthat","Python, C/C++",be mindful of sampling problems with voluntary surveys, 11/30/2017 7:24:05,18 -- 30,Male,South America,Doctorate's,Environmental science,Hydrology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,60%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,More time,Very important,Important,Important,Somewhat important,Not at all important,Somewhat important,Very important,Important,Somewhat important,Important,Very important,Almost every time,Every time,Every time,Every time,Every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Important,Very important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,"Indecision of others, adaptability of the code to do many things because the indecision, and make a clean code",40%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"geoR, agricolae, and hydroGOF",Python,"I really like the topic of this research, it is very interesting.",rodolfomssouza@gmail.com 11/30/2017 7:26:34,30 -- 40,Male,Europe,Master's,Geographic Information Systems and Cartography,Geography,Engineer,https://github.com/Groupe-ElementR/SpatialPosition,Yes,40%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Somewhat important,Not important,Not important,Not important,Not important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,70%,Very Important,Occasionally,Almost every time,Seldom,Occasionally,"sf, sp, cartography","Python, JavaScript",,timothee.giraud@cnrs.fr 11/30/2017 7:26:34,40 -- 50,Male,Europe,Doctorate's,Cell and Molecular Biology,Plant genomics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,50%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Not important,Not important,Not important,Not important,Very important,Very important,Very important,Every time,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,I consult with my colleagues.,Somewhat important,Somewhat important,Somewhat important,Important,Important,Very important,Somewhat important,Somewhat important,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,"insufficient human resources, keeping up with changes in dependencies, using big data often requires long running tests",50%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,"igraph, Biostrings, ShortReads","Python, Shell Script",,petr@umbr.cas.cz 11/30/2017 7:27:08,18 -- 30,Male,Europe,Doctorate's,Mathematical Statistics,Stochastic dependence modeling,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Software Engineer/Programmer",https://github.com/tnagler/VineCopula,Yes,50%,One day ago,1 developer ( I work alone),Not important,Important,Much more time,Much more time,More time,Very important,Not important,Not at all important,Not at all important,Not at all important,Not at all important,Important,,,,Important,Occasionally,Occasionally,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Not important,Somewhat important,Very important,Not important,Very important,Very important,Important,Important,No idea what it means,Understand for the most part,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,cross-platform compatibility,10%,Important,Seldom,Almost every time,Almost every time,Occasionally,"Rcpp, dplyr, ggplot",C/C++,,thomas.nagler@tum.de 11/30/2017 7:29:27,40 -- 50,Male,Europe,Doctorate's,Bioengineering + bioinformatics,Biophysics,"Government Research Scientist, Software Engineer/Programmer",,Yes,30%,One day ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Important,Not important,Not at all important,Important,Important,Important,Important,Important,Important,Important,Occasionally,Occasionally,Almost every time,Almost every time,Every time,Almost every time,I decide what I want to work on next,Somewhat important,Not important,Somewhat important,Somewhat important,Important,Important,Important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,,50%,Very Important,Occasionally,Occasionally,Occasionally,Almost every time,"rms, survival, ggplot","Python, C/C++, Shell Script",Productivity and quality of programmers (on the one hand) and difficulty of the problems (on the other) varies so wildly that bureaucrat-friendly metrics such as man-month estimates tend to be useless.,toni.giorgino@gmail.com 11/30/2017 7:31:51,40 -- 50,Male,South America,Master's,Statistic,Statistic multivariate,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Laboratory Technician, Software Engineer/Programmer, Teacher",https://cran.r-project.org/web/packages/MVar.pt/index.html,Yes,30%,One week ago,1 developer ( I work alone),Very important,Very important,More time,More time,,Very important,Somewhat important,Not important,Not at all important,Not important,Not important,Not important,Important,Important,Important,Important,Almost every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,lack of teaching materials,10%,Very Important,Every time,Every time,Every time,Every time,"MVar.pt, MFAg, ExpDes","C/C++, Delphi, Matlab, Clipper, ....",This research is very important for all software developers.,ossanipc@hotmail.com 11/30/2017 7:36:26,18 -- 30,Male,Europe,Master's,Statistics,Time series analysis,Graduate Student,https://github.com/cran/uGMAR,Yes,30%,One month ago,1 developer ( I work alone),Very important,Important,Less time,Less time,Same amount of time,Very important,Not important,Very important,Not important,Important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Error in the code for which the reason is difficult to find,30%,Very Important,Occasionally,Almost every time,Seldom,Occasionally,stats,,, 11/30/2017 7:35:11,30 -- 40,Male,Europe,Doctorate's,Science,"Estuarine and coastal ecology, biogeochemistr and sediment dynamics","Adacemic Researcher (professor, post-doc, etc)",https://github.com/tomjscox/Tides,Yes,10%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,Much more time,More time,Important,Important,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Important,Important,Occasionally,Seldom,Almost every time,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Important,Somewhat important,Important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Developing software takes more time than I want to devote to it; software development is not enough rewarded (only A1 papers are really rewarded); I lack support for e.g. data-base management and high performance coding (speed),50%,Very Important,Seldom,Almost every time,Seldom,Every time,"deSolve, ReacTran, GPPFourier",Fortran,If ind question 20 impossible to answer in a general way. It really depends on the type of software project.,tom.cox@uantwerp.be 11/30/2017 7:37:28,40 -- 50,Male,Europe,Master's,"Biology (1st master), Statistics (2nd master)","bio-informatics, genome analysis, ecology, toxicology and environmental modelling",Statistical consultant,https://github.com/CenterForStatistics-UGent/pim,Yes,30%,One day ago,2--5 developers,Very important,Important,Less time,Less time,Same amount of time,Very important,Somewhat important,Important,Important,Very important,Somewhat important,Not important,Important,Not important,Important,Very important,Almost every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Very important,Very important,Very important,Important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"time constraints, requirements changing mid-project, managing dependencies",20%,Very Important,Occasionally,Almost every time,Almost every time,Every time,"mgcv, vegan, effects","C/C++, Fortran, julia","Look at your age classes. 30-40 and 40-50, where should a 40-year old go? tss tss tss ;-)",jorismeys@gmail.com 11/30/2017 7:37:48,18 -- 30,Male,Asia,Master's,Statistic,Data analysis,"Graduate Student, Industrial Research Scientist",https://cran.r-project.org/web/packages/CSclone/index.html,Yes,20%,One week ago,1 developer ( I work alone),Very important,Somewhat important,Much less time,Less time,Same amount of time,Important,Important,Important,Somewhat important,Not important,Somewhat important,Important,Not important,Not important,Somewhat important,Important,Occasionally,Almost every time,Almost every time,Occasionally,Almost every time,Occasionally,I consult the software specification and choose the next piece to implement.,Somewhat important,Very important,Important,Very important,Somewhat important,Somewhat important,Important,Important,Vague understanding,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"How to code the algorithm, design function which is easy for using by the others who are not the background of statistic and write the package file.",30%,Important,Every time,Occasionally,Occasionally,Every time,"randomForest , MASS",NO,Just curiosity the questionnaire.,peter123wu0@gmail.com 11/30/2017 7:38:16,50 -- 60,Male,Europe,Doctorate's,Statistical science,Psychology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/,Yes,10%,One day ago,1 developer ( I work alone),Very important,Somewhat important,,,,Important,Somewhat important,Important,Important,Not important,Very important,Very important,Important,Somewhat important,Important,Important,Occasionally,Almost every time,Every time,Every time,Occasionally,Every time,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,,80%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"ggplot2, rstan, rjags",,,massimiliano.pastore@unipd.it 11/30/2017 7:39:36,18 -- 30,Male,South America,Bachelor's,Computer science ,Simbolic data statistic ,"Graduate Student, Software Engineer/Programmer",,Yes,30%,One week ago,1 developer ( I work alone),Important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Not important,Not important,Very important,Very important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Almost every time,Almost every time,Every time,Occasionally,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,Expert-level understanding,,20%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,,"Python, C/C++, Java, JavaScript, Shell Script",,rjaqfcin@gmail.com 11/30/2017 7:39:36,18 -- 30,Male,Asia,Master's,,Deep learning,"Graduate Student, Software Engineer/Programmer",https://github.com/rosdyana/ROpenDota,Yes,70%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Much more time,Very important,Very important,Somewhat important,Important,Very important,Very important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,Almost every time,I fix the next high-priority bug assigned to me.,Important,Very important,Important,Important,Important,Somewhat important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,50%,Important,Almost every time,Almost every time,Almost every time,Almost every time,,Python,,rosdyana.kusuma@gmail.com 11/30/2017 7:40:33,30 -- 40,Male,Europe,Doctorate's,Computer science,Machine learning,Software Engineer/Programmer,,Yes,100%,One day ago,11--20 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,,,Very important,Very important,,Very important,Very important,,,,Seldom,Occasionally,Occasionally,Almost every time,Almost every time,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Important,,Not important,Very important,Important,Very important,Very important,Novice understanding,Novice understanding,Expert-level understanding,Vague understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,,100%,Very Important,Never,Never,Never,Never,,"Python, Scala",, 11/30/2017 7:40:52,over 60,Male,Europe,Doctorate's,Psychology,Neuroscience,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Manager/Supervisor", https://CRAN.R-project.org/package=psyphy,Yes,20%,One month ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Somewhat important,Important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,1) lack of experience of students and colleagues with programming; 2) Lack of consistency in data preparation; 3) Lack of checking of consistency of results by users,80%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"lme4, lattice, rjags",Python,, 11/30/2017 7:41:47,over 60,Male,Europe,Doctorate's,medical statistics,"medical statistics applied to paediatrics, particularly human growth and development","Adacemic Researcher (professor, post-doc, etc)",https://github.com/statist7/sitar,Yes,10%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Not at all important,Not at all important,Not at all important,Somewhat important,Somewhat important,Important,Very important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,,,,,,,,,Novice understanding,Vague understanding,Understand for the most part,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,finding time to devote to software development given other commitments,20%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,nlme splines gamlss,,"You might consider swapping questions 20 and 21, as it makes little sense to ask people how important a concept is if they know nothing about it.",tim.cole@ucl.ac.uk 11/30/2017 7:42:14,30 -- 40,Male,Europe,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://r-forge.r-project.org/projects/bayesr/,Yes,70%,One day ago,2--5 developers,Very important,Very important,Less time,Same amount of time,Same amount of time,Very important,Not important,Not important,Important,Not at all important,Not at all important,Very important,Not at all important,Very important,Very important,Very important,Almost every time,Occasionally,Almost every time,Seldom,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Somewhat important,Important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,70%,Very Important,Occasionally,Almost every time,Almost every time,Occasionally,bamlss,"C/C++, Shell Script",, 11/30/2017 7:42:29,30 -- 40,Male,North America,Doctorate's,"Computer Science, Statistics",Cancer genomics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,Much more time,Very important,Important,Important,Somewhat important,Very important,Very important,Very important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Seldom,Occasionally,Seldom,Seldom,Seldom,I decide what I want to work on next,,,,,,,,,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,"Interfacing, poor comments/documentation in other open source code, installation of other required softwares",30%,Very Important,Occasionally,Seldom,Occasionally,Occasionally,"MASS, gtools, gplots","Python, C/C++",, 11/30/2017 7:43:14,18 -- 30,Male,Europe,Master's,stability of scientific collaborations,social network analysis,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/mri/index.html,Yes,30%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not important,Somewhat important,Very important,Very important,,,,,Occasionally,Seldom,Every time,Occasionally,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Very important,Very important,Important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,,90%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"MASS, blockmodeling, ERGM",Python,,marjan.cugmas@fdv.uni-lj.si 11/30/2017 7:44:50,50 -- 60,Male,Europe,Doctorate's,Matching images pixel-wise by elastic models,systems biology,Software Engineer/Programmer,https://github.com/sgsokol/rmumps,Yes,50%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Important,Somewhat important,Important,Somewhat important,Important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Not important,Not important,Very important,Important,Very important,Important,Very important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,10%,Very Important,Occasionally,Occasionally,Seldom,Almost every time,"Rcpp, RcppArmadillo, rmumps","Python, C/C++, Fortran, Shell Script, awk, sed",,sokol@insa-toulouse.fr 11/30/2017 7:44:58,40 -- 50,Male,Europe,Doctorate's,Parasitology,"Bioinformatics, imaging, parasitology, systematics, biodiversity.","Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor, System Administrator",https://github.com/WaylandM/aspi,Yes,10%,One week ago,1 developer ( I work alone),Very important,Very important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Not at all important,Not at all important,Important,Very important,Very important,Very important,Every time,Every time,Every time,Every time,Almost every time,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,"All software I develop for my own research is open source. Because I want other people to use it, my main challenges are cross-platform support, maintenance and providing support to users. When developing software for others, the issue is carrying out effective requirements capture, so that a clear specification can be produced.",90%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"Difficult to pick just three, but this year I have found the following to be particularly useful: caret, bookdown and shiny","Python, C/C++","I was surprised not to see a question on software sustainability. It would be interesting to know what proportion of scientists developing scientific software preserve their code in a permanent digital repository (citable with a DOI) such as zenodo. Also, what proportion of scientist developers are using containers (such as docker) for reproducible research?",mw283@cam.ac.uk 11/30/2017 7:45:41,18 -- 30,Female,Europe,Doctorate's,Biostatistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,Much less time,Less time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Not important,Somewhat important,Important,Very important,Very important,Very important,Very important,Occasionally,Almost every time,Every time,Seldom,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,testing ,70%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,optimx nlme4 glm geeglm,Fortran,, 11/30/2017 7:47:23,30 -- 40,Male,Europe,Doctorate's,Information and Communication Technologies,remote sensing,Government Research Scientist,,Yes,30%,One day ago,1 developer ( I work alone),Very important,Somewhat important,More time,Same amount of time,Same amount of time,Important,Important,Very important,Important,Somewhat important,Important,Important,Not at all important,,,Very important,Seldom,Seldom,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,"debugging, documenting",70%,Very Important,,,,,"raster, rgdal, kernlab","Python, C/C++",,michele.dalponte@fmach.it 11/30/2017 7:47:27,30 -- 40,Female,Europe,Doctorate's,geoscience,geoscience,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://cran.r-project.org/,Yes,20%,One day ago,2--5 developers,Very important,Important,Much more time,More time,More time,Very important,Somewhat important,Somewhat important,Not important,Somewhat important,Not important,Very important,Not at all important,Not important,Somewhat important,Very important,Occasionally,Occasionally,Every time,Almost every time,Occasionally,Every time,I decide what I want to work on next,Somewhat important,Important,Important,Very important,Very important,Important,Not at all important,Important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,Understand for the most part,Expert-level understanding,Understand for the most part,"1. Thinking structures of colleagues which are not experienced in the possibilities of using a computer for more than a typing and surfing machine 2. Excel-Sheet-Thinking (something is not possible, because it is not possible or very difficult to accomplish in Excel) which is still taught to undergrad and grad students - instead of teaching: for each problem find the best program to solve it (or write your own code...) 3. Better possibilities/tools to develop code-testing",90%,Very Important,Occasionally,Every time,Almost every time,Occasionally,"data.table, ggplot, Rmarkdown","Python, Shell Script",,s.pospiech@gmx.de 11/30/2017 7:47:32,30 -- 40,Male,Europe,Master's,Statistics,Time Series Machine Learning,"Graduate Student, Software Engineer/Programmer",,Yes,40%,One day ago,1 developer ( I work alone),Very important,Very important,More time,More time,More time,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Not at all important,Not at all important,Important,Important,Occasionally,Occasionally,Almost every time,Seldom,Seldom,Seldom,I decide what I want to work on next,Important,Not at all important,Important,Important,Somewhat important,Important,Not important,Not at all important,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,Novice understanding,Vague understanding,"Dealing with missing or invalid data, error handling",80%,Very Important,Seldom,Every time,Almost every time,Occasionally,,"Python, C/C++, Java, Shell Script",, 11/30/2017 7:49:31,18 -- 30,Male,Europe,Doctorate's,Tools for analysis of nonlinear dynamical systems,time series analysis and chaos theory,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/Chaos01/index.html,Yes,70%,One day ago,2--5 developers,Very important,Important,Much less time,Less time,Same amount of time,Very important,Not important,Important,Important,Somewhat important,Not important,Somewhat important,Not at all important,Not at all important,Important,Very important,Every time,Every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Very important,Important,Important,Very important,Important,Important,Somewhat important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"debugging, implementing new features, implementing error control",90%,Very Important,Almost every time,Occasionally,Almost every time,Every time,"dplyr, ggplot2, pbdMPI","Python, C/C++",,tomas.martinovic@vsb.cz 11/30/2017 7:51:15,30 -- 40,Male,Europe,Doctorate's,Bioinformatics,Computational science,"Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor",https://github.com/ropengov/eurostat,Yes,20%,One week ago,2--5 developers,Important,Somewhat important,More time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Not at all important,Not important,Somewhat important,Not at all important,Somewhat important,Important,Very important,Occasionally,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Important,Somewhat important,Important,Very important,Very important,Very important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,time management; lack of incentives; conflicting objectives,10%,Important,Occasionally,Occasionally,Seldom,Almost every time,microbiome; ggplot2; eurostat;,"Python, Shell Script",, 11/30/2017 7:51:57,18 -- 30,Male,Europe,Doctorate's,Human Sciences in Medical Science,Developing statistical methods for designing and analyzing clinical trials ,Graduate Student,https://github.com/gunhanb/nmaINLA,Yes,80%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not important,Not important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Almost every time,Never,Seldom,Occasionally,Occasionally,"I am a statistician, so I impelement methods whenever I cannot find somewhere; and I need it.",,,,,Important,Important,,,Vague understanding,Vague understanding,No idea what it means,Vague understanding,Novice understanding,Vague understanding,Novice understanding,Vague understanding,Sometimes it is hard to read others code when you collaborate. ,50%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"rstan, ggplot2, knitr",Stan/JAGS,, 11/30/2017 7:52:09,over 60,Male,Europe,Doctorate's,Chemistry,Statistics for analytical chemistry,Consultant,https://cran.r-project.org/web/packages/metRology/index.html,Yes,20%,One month ago,2--5 developers,Important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Somewhat important,Important,Important,Very important,Very important,Very important,Very important,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Very important,Very important,Very important,Very important,Very important,Very important,Important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Platform version change,70%,Very Important,Occasionally,Every time,Almost every time,Every time,"base, MASS, metRology, lme4","C/C++, JavaScript, VBA",,s.ellison@lgcgroup.com 11/30/2017 7:54:33,30 -- 40,Male,South America,Doctorate's,Software Engineering,Reliability of Web Applications,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, Teacher",https://github.com/diogosmendonca/ApacheLogProcessor,Yes,30%,One day ago,2--5 developers,Important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Very important,Important,Not at all important,Very important,Very important,Important,Occasionally,Every time,Every time,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,R programming language data types and operations are unusual; The functional programming paradigm; The RStudio IDE.,10%,Very Important,Seldom,Every time,Almost every time,Almost every time,ApacheLogProcessor; stringr; doParallel;,"Python, C/C++","I think you should ask which software engineering phases the researchers used to develop cientific software, and not which we think it is important. I think all them it are important, but not used it all to develop cientific software. ",diogosmendonca@gmail.com 11/30/2017 7:58:41,30 -- 40,Male,Europe,Doctorate's,Biophysics,Structural biology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/beautifulMountain/PdPDB,Yes,40%,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,More time,Very important,Somewhat important,Very important,Very important,Very important,Very important,Important,Not at all important,Not at all important,Important,Very important,Almost every time,Occasionally,Every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Not important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,"multiplatform support, in particular for Windows",70%,Very Important,Seldom,Occasionally,Almost every time,Almost every time,,Shell Script,,luca.belmonte@unimore.it 11/30/2017 7:59:46,30 -- 40,Male,Europe,Doctorate's,Machine Learning,Health-care,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/tensorBF/index.html,Yes,20%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Important,Not important,Not at all important,Very important,Very important,Not important,Very important,Important,Important,Every time,Almost every time,Occasionally,Seldom,Seldom,Seldom,I decide what I want to work on next,Very important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Expert-level understanding,Uncertainty of the results,10%,Very Important,Seldom,Occasionally,Occasionally,Seldom,"tensorBF, CCAGFA, GFA",,,suleiman.khan@helsinki.fi 11/30/2017 8:05:18,30 -- 40,Female,Europe,Doctorate's,Statistics,Statistics,Statistical consultant,https://github.com/hturner/gnm,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Not important,Somewhat important,Not at all important,Somewhat important,Very important,Not at all important,Very important,Very important,Very important,Every time,Occasionally,Every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Important,Somewhat important,Very important,Somewhat important,Understand for the most part,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,1) Feature creep 2) Documenting sufficiently for others to use 3) Code breaking due to changes in dependencies,50%,Very Important,Occasionally,Every time,Seldom,Almost every time,"devtools, ggplot2, stats",C/C++,"Question about packages hard to answer - should base/recommended packages, including Biobase be assumed? Some questions should have had n/a or other options, e.g. was in education 15 years ago, so professional experience not relevant then.",ht@heatherturner.net 11/30/2017 8:05:32,18 -- 30,Male,Europe,Doctorate's,Statistics,Actuarial science: claim modelling,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/TReynkens/rospca,Yes,30%,One day ago,2--5 developers,Very important,Important,More time,Same amount of time,Same amount of time,Very important,Very important,Important,Important,Not important,Somewhat important,Very important,,,,Very important,Occasionally,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Very important,Very important,Important,Very important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Vague understanding,No idea what it means,,60%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"Rcpp, ggplot2, MASS",C/C++,, 11/30/2017 8:05:39,50 -- 60,Male,Europe,Master's,Management,"Finance, Investments",Industrial Research Scientist,https://github.com/1na/colr.git,Yes,30%,One day ago,2--5 developers,Very important,Important,Less time,Less time,Same amount of time,Very important,Somewhat important,Important,Very important,Not at all important,Not at all important,Important,Important,Important,Important,Important,Every time,Occasionally,Every time,Almost every time,Occasionally,Every time,I decide what I want to work on next,Important,Very important,Very important,Very important,Important,Important,Important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,"Distribution, version management, promotion",30%,Very Important,Occasionally,Occasionally,Almost every time,Almost every time,"magrittr, dplyr, zoo","Python, Shell Script, Oxmetrics",, 11/30/2017 8:06:40,40 -- 50,Male,Europe,Doctorate's,Information systems,Data mining,Graduate Student,https://github.com/mvattulainen,Yes,10%,Three months ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Not important,Not important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Important,Important,Somewhat important,Important,Somewhat important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,"Lack of time, I am doing PhD in addition to my job in a private company",10%,Very Important,Seldom,Almost every time,Seldom,Every time,"ggplot, random forest, dmwr",C/C++,,markus.vattulainen@gmail.com 11/30/2017 8:07:32,18 -- 30,Male,Europe,Master's,Business Mathematics,Statistics / Econometrics ,Graduate Student,,Yes,30%,More than one year ago,2--5 developers,Somewhat important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Important,Very important,Not important,Not important,Important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,My supervisor tells me what to do.,Important,Important,Important,Very important,Very important,Important,Important,Important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Figure out what exactly the scope of the software should be,50%,Very Important,Seldom,Occasionally,Almost every time,Almost every time,,,,Mildenberger.stat@web.de 11/30/2017 8:09:35,30 -- 40,Male,Europe,Doctorate's,Statistics,Exploratory and Computational Statistics ,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://cran.r-project.org/,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Important,Important,Not important,Somewhat important,Important,Very important,Somewhat important,Important,Important,Very important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Very important,Important,Important,Very important,Important,Important,Somewhat important,Not important,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,"Bugs, poor documentation, time ",60%,Very Important,Occasionally,Every time,Occasionally,Almost every time,"smacof, codillera, cops","Python, Shell Script",, 11/30/2017 8:10:04,30 -- 40,Female,Europe,Doctorate's,Environmental and evolutionary biology,Mathematical biology,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://github.com/boydorr/rdiversity,Yes,70%,One week ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Every time,Every time,Occasionally,Seldom,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Somewhat important,Somewhat important,Important,Important,Important,Important,Not at all important,No idea what it means,No idea what it means,Understand for the most part,No idea what it means,Novice understanding,Novice understanding,Novice understanding,No idea what it means,,60%,Very Important,Never,Almost every time,Almost every time,Almost every time,"rdiversity, ggplot2, reshape2",,,s.mitchell.2@research.gla.ac.uk 11/30/2017 8:10:20,40 -- 50,Male,Europe,Doctorate's,Computer Science,Data Science,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://cran.r-project.org/web/packages/rminer/index.html,Yes,10%,One week ago,1 developer ( I work alone),Very important,Somewhat important,Less time,Same amount of time,Same amount of time,Important,Important,Important,Important,Somewhat important,Very important,Very important,Important,Very important,Very important,Very important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Important,Important,Somewhat important,Important,Important,Not important,Not important,Understand for the most part,Expert-level understanding,Understand for the most part,Vague understanding,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Solving bugs.,70%,Very Important,Seldom,Almost every time,Almost every time,Occasionally,"rminer, mco, nnet",Shell Script,,pcortez@dsi.uminho.pt 11/30/2017 8:13:32,18 -- 30,Male,Europe,Doctorate's,Sociology of homogamy and partner choice,Sociology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/nalimilan/logmult,Yes,30%,One day ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,More time,More time,Very important,Somewhat important,Somewhat important,Somewhat important,Not important,Not important,Important,,,Very important,Very important,Every time,Every time,Every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Vague understanding,,50%,Very Important,Seldom,Every time,Occasionally,Every time,"dplyr, gnm, survival",Julia,,nalimilan@club.fr 11/30/2017 8:14:17,30 -- 40,Female,Europe,Doctorate's,Medical Science,Epidemiology,"Adacemic Researcher (professor, post-doc, etc), Engineer, Teacher",https://cran.r-project.org/web/packages/ms.sev/index.html ,Yes,60%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Somewhat important,Somewhat important,Very important,Somewhat important,Not important,Very important,Very important,Not at all important,Not at all important,Very important,Very important,Almost every time,Occasionally,Almost every time,Every time,Seldom,Occasionally,I decide what I want to work on next,Very important,Somewhat important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"bad specifications, lack of understanding of time, lack of hardware",70%,Very Important,Seldom,Occasionally,Almost every time,Every time,"stats, survival, sandwich","Python, C/C++, Java, Shell Script, SAS",, 11/30/2017 8:15:07,50 -- 60,Male,Europe,Doctorate's,statistics,survival analysis in biostatistics,"Adacemic Researcher (professor, post-doc, etc)", https://cran.r-project.org/web/packages/timereg/index.html,Yes,20%,One day ago,2--5 developers,Important,Important,Much more time,Much more time,More time,Important,Important,Somewhat important,Not important,Not important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,,,,,,,,,,,,,,,,,,,,,,,,,,Important,,,,,,C/C++,, 11/30/2017 8:17:21,30 -- 40,Male,Europe,Doctorate's,Forestry,Forest ecology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,70%,One week ago,1 developer ( I work alone),Very important,Important,Much more time,Much more time,More time,Very important,Somewhat important,Somewhat important,Important,Not important,Not important,Not important,Important,Important,Important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Somewhat important,Important,Important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Lack of understand of the product by users,40%,Very Important,Occasionally,Occasionally,Occasionally,Almost every time,"vegan, ggplot2 and nlme","Python, C/C++",,jgalday@pvcf.udl.cat 11/30/2017 8:18:43,30 -- 40,Male,Europe,Doctorate's,Statistics,Financial networks,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/IrishDirectorates/index.html,Yes,20%,One week ago,1 developer ( I work alone),Very important,Not important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Not at all important,Very important,Somewhat important,,,,,Occasionally,Occasionally,Occasionally,Occasionally,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Very important,Important,Very important,Important,Somewhat important,Somewhat important,Important,Novice understanding,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,"Debug, portability",50%,Very Important,Seldom,Occasionally,Seldom,Almost every time,"Rcpp, RcppArmadillo, igraph, ",C/C++,"Some questions involved a level of technicality which is generally not required in statistics, hence they were not particularly relevant to my field",riccardo.rastelli@wu.ac.at 11/30/2017 8:23:10,18 -- 30,Male,Europe,Doctorate's,Mathematical Statistics,Experimental designs for regression model discrimination,"Adacemic Researcher (professor, post-doc, etc), Industrial Research Scientist",,Yes,30%,One day ago,1 developer ( I work alone),Important,Not important,More time,More time,Same amount of time,Important,Important,Important,Not important,Somewhat important,Important,Somewhat important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Occasionally,Almost every time,Seldom,Seldom,Seldom,I decide what I want to work on next,Not important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Not important,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,No idea what it means,No idea what it means,,70%,Somewhat important,Seldom,Almost every time,Almost every time,Almost every time,data.table,Python,, 11/30/2017 8:23:35,40 -- 50,Male,Europe,Doctorate's,,urban science,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/ropensci/osmplotr,Yes,60%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not important,Somewhat important,Not at all important,Somewhat important,,Somewhat important,Important,Very important,Almost every time,Occasionally,Every time,Every time,Every time,Every time,I consult with my colleagues.,Somewhat important,Very important,Very important,Very important,Very important,Very important,Very important,Important,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Funding agencies do not acknowledge software as a valid research output,80%,Very Important,Seldom,Occasionally,Every time,Occasionally,"Rcpp,RcppArmadillo,magrittr","Python, C/C++, JavaScript, Shell Script",,mark.padgham@email.com 11/30/2017 8:27:52,30 -- 40,Male,Europe,Doctorate's,Physics,"Statistics, climate research","Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/sieste/SpecsVerification,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Important,Important,Important,Not at all important,Not at all important,Very important,Very important,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Somewhat important,Important,Very important,Very important,Very important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"badly documented external libraries/modules; compatibility across platforms; collaborators not appreciating the importance of version control, proper documentation, unit testing",100%,Very Important,Occasionally,Occasionally,Almost every time,Almost every time,"rstan, INLA, tidyverse","Python, C/C++, Fortran, Shell Script","The research you are doing is very important. Anything you can do to raise awareness for the importance of proper software development in research settings will be much appreciated. At the moment, the situation is still such that researchers who quickly write badly documented, buggy, unreadable code have more time to publish papers, which makes people who aim for good programming practice look ""less productive"".",s.siegert@exeter.ac.uk 11/30/2017 8:28:36,18 -- 30,Male,South America,Master's,Economics,Statistics,"Government Research Scientist, Graduate Student, Industrial Research Scientist, Software Engineer/Programmer",https://github.com/rpradosiqueira,Yes,60%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,More time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Somewhat important,Important,Not at all important,,,Very important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Very important,Important,Very important,Very important,Very important,Somewhat important,Very important,Vague understanding,Novice understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Scarse time to develop; to many news on the area and little time to follow up; writing documentation,70%,Very Important,Occasionally,Almost every time,Almost every time,Every time,"dplyr, ggplot2, tidyr","Python, C/C++",,rpradosiqueira@gmail.com 11/30/2017 8:29:24,30 -- 40,Male,Europe,Doctorate's,Statistics,Statistical Methodology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One day ago,2--5 developers,Very important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Not important,Not at all important,Not at all important,Important,,,,Very important,Occasionally,Every time,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,,,,,,,,,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Computational speed,30%,Very Important,Never,Almost every time,Never,Almost every time,,"C/C++, Fortran",, 11/30/2017 8:29:57,18 -- 30,Male,Europe,Doctorate's,Management Science,decision making,"Engineer, Graduate Student",,Yes,30%,One week ago,1 developer ( I work alone),Important,Somewhat important,More time,Less time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Not at all important,Somewhat important,Somewhat important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Every time,Almost every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Not important,Not important,Important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,"lack of time, lack of best practices in science ,bad documentation",60%,Important,Seldom,Occasionally,Occasionally,Occasionally,"tidyverse, MCMCglmm, lme4",Python,, 11/30/2017 8:32:09,30 -- 40,Male,Europe,Doctorate's,Ecology and Evolution,Global change biology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/gdauby,Yes,10%,One month ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Very important,Important,Important,Important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Not enough time for doing the work properly. Difficult to find someone for testing properly the software. Difficult to follow-up the code.,10%,Very Important,Never,Almost every time,Seldom,Almost every time,"raster, ggplo2, dplyr","C/C++, JavaScript",,gildauby@gmail.com 11/30/2017 8:32:32,18 -- 30,Male,Europe,Bachelor's,Cognitive Science,Automatic psychological diagnostics with neural networks,"Industrial Research Scientist, Student doing research",https://github.com/LudvigOlsen/groupdata2,Yes,30%,One day ago,1 developer ( I work alone),Very important,Somewhat important,More time,More time,More time,Very important,Very important,Important,Important,Important,Very important,,,,,Important,Occasionally,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Not important,Very important,Very important,Very important,Important,Important,Somewhat important,Novice understanding,Vague understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Marketing my R packages. Getting feedback on my R packages from the R community. Validating the software dependencies of my R packages.,30%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,"dplyr, plyr, tidyr","Python, Java",,r-pkgs@ludvigolsen.dk 11/30/2017 8:37:38,18 -- 30,Male,South America,Master's,Economics,Economic Forecasting,"Adacemic Researcher (professor, post-doc, etc), Teacher Assistant",https://github.com/nmecsys/nowcasting,Yes,40%,One day ago,2--5 developers,Very important,Very important,Much less time,Less time,Same amount of time,Very important,Very important,Not important,Important,Not at all important,Important,Very important,Not at all important,Not at all important,Important,Very important,Almost every time,Almost every time,Seldom,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Somewhat important,Somewhat important,Not important,Somewhat important,Very important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Documentation, debug and make it be user friendly",80%,Very Important,Seldom,Every time,Almost every time,Almost every time,"BETS, nowcasting and zoo",,,guilherme.branco@fgv.br 11/30/2017 8:38:27,50 -- 60,Male,Europe,Doctorate's,,Volatility dynamics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,More time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,Not important,Not important,Not important,Very important,Very important,Very important,Very important,Seldom,Every time,Almost every time,Almost every time,Every time,Almost every time,I decide what I want to work on next,,,,,,,,,,,,,,,,,,40%,Very Important,Seldom,Seldom,Seldom,Seldom,"forecast, rugarch",Fortran,, 11/30/2017 8:40:01,30 -- 40,Male,Europe,Master's,Psychology,data science,Industrial Research Scientist,https://github.com/twolodzko/extraDistr,Yes,10%,One day ago,1 developer ( I work alone),Somewhat important,Important,Much less time,Less time,Same amount of time,Very important,Not important,Not at all important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Every time,Almost every time,Every time,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Important,Very important,Important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,testing and verifying the results,100%,Very Important,Seldom,Every time,Almost every time,Every time,"dplyr, lubridate, tidyr","Python, C/C++, Shell Script",I don't have 15 y+ work experience so some of the questions didn't apply, 11/30/2017 8:42:21,18 -- 30,Male,Europe,Doctorate's,dynamic ensembles for time series forecasting,machine learning,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://github.com/vcerqueira/tsensembler,Yes,20%,One day ago,1 developer ( I work alone),Very important,Not important,Much less time,Less time,Same amount of time,Very important,Important,Very important,Somewhat important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Not at all important,Somewhat important,Almost every time,Occasionally,Occasionally,Seldom,Seldom,Occasionally,I decide what I want to work on next,Important,Very important,Important,Somewhat important,Somewhat important,Important,Not important,Not important,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,efficiency,50%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,"tsensembler,forecast,stats",Python,,cerqueira.vitormanuel@gmail.com 11/30/2017 8:42:39,40 -- 50,Male,Europe,Doctorate's,Risk assessment of biocides,Risk analysis of chemicals in the environment,Independent consultant,https://cgit.jrwb.de/mkin/,Yes,20%,One week ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Not important,Important,Important,Important,Important,Almost every time,Seldom,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Very important,Important,Important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Vague understanding,Vague understanding,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,Limitations of toolkits,30%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"deSolve, FME, mkin","Python, C/C++, Shell Script",,jranke@uni-bremen.de 11/30/2017 8:42:43,30 -- 40,Male,Europe,Doctorate's,Epidemiology of Chronic Pain Rehabilitation,Rehabilitation medicine,"Graduate Student, Teacher",,Yes,30%,One day ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Not important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Unability to trace each step of the code and finding the information I need.,70%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,,Python,,riccardo.lo.martire@ki.se 11/30/2017 8:43:50,30 -- 40,Female,Europe,Doctorate's,Statistics,Public health,"Government Research Scientist, Software Engineer/Programmer",https://github.com/VNyaga/CopulaDTA,Yes,50%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Very important,Very important,Not important,Somewhat important,Important,Not at all important,Not at all important,Very important,Very important,Almost every time,Almost every time,Every time,Every time,Almost every time,Every time,My supervisor tells me what to do.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,70%,Very Important,Seldom,Occasionally,Seldom,Seldom,,,, 11/30/2017 8:44:27,30 -- 40,Male,South America,Doctorate's,Stock assessment and fisheries biology,Assessment of exploited marine species (stock assessment),Government Research Scientist,http://cran.ma.imperial.ac.uk/web/packages/cuttlefish.model/index.html,Yes,10%,More than one year ago,1 developer ( I work alone),Very important,Very important,,,,Very important,Important,Somewhat important,Very important,Not at all important,Not important,Somewhat important,Not at all important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Never,Almost every time,I developed on my own for one need and stopped the development after publication,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,The absence of up to date documentation on how to develop a package in R,10%,Very Important,Almost every time,Every time,Seldom,Every time,"RODBC, geoR, FLR, FSA",,"Thanks for that initiative, I would be keen to read the results of your research",michael.gras@ymail.com 11/30/2017 8:45:04,40 -- 50,Male,Europe,Doctorate's,Economics,econometrics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One month ago,1 developer ( I work alone),Very important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Very important,Very important,Very important,Very important,Almost every time,Every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Not at all important,Not at all important,Important,Important,Important,Important,Not important,Not at all important,No idea what it means,No idea what it means,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,,50%,Very Important,Occasionally,Almost every time,Almost every time,Occasionally,,,, 11/30/2017 8:46:19,30 -- 40,Male,Europe,Doctorate's,Statistics,Immunology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/cran/drLumi/tree/master/R,Yes,20%,One month ago,2--5 developers,Somewhat important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Not at all important,Not at all important,Somewhat important,Not important,Important,Important,Important,Every time,Every time,Every time,Every time,Occasionally,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Important,Important,Important,Important,Not important,Not at all important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,"defining clearly main functions, main objective of the software, way to achieve the main objective.",50%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"survival, ggplot2, stats","Python, C/C++",, 11/30/2017 8:46:19,40 -- 50,Male,Europe,Doctorate's,statistics,statistics,"Adacemic Researcher (professor, post-doc, etc), Teacher",,Yes,30%,One week ago,1 developer ( I work alone),Important,Important,Much more time,Much more time,More time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,,Important,,,Very important,,Never,Every time,Never,Almost every time,Every time,Every time,I fix the next high-priority bug assigned to me.,,Very important,,Important,Very important,Very important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,,,30%,Important,Occasionally,Almost every time,Occasionally,Seldom,"nlme, mgcv",,, 11/30/2017 8:47:14,30 -- 40,Male,South America,Master's,Zoology,Ecology,"Adacemic Researcher (professor, post-doc, etc), Laboratory Technician",https://cran.r-project.org/web/packages/forams/index.html,Yes,20%,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Not important,Somewhat important,Important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Somewhat important,Important,Important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,C++ pointers and GUI coding (almost never do the last one),20%,Important,Occasionally,Almost every time,Occasionally,Occasionally,"vegan, phangorn, ape, phytools, gdata, googlesheets","Python, C/C++",It was very interesting and enlightening.,rodrigo.aluizio@ufpr.br 11/30/2017 8:51:11,30 -- 40,Male,Oceania,Doctorate's,Biology,Biology,"Adacemic Researcher (professor, post-doc, etc)",http://www.github.com/wcornwell/earthtones,Yes,10%,One week ago,2--5 developers,Very important,Important,More time,More time,Same amount of time,Important,Very important,Important,Somewhat important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Important,Very important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Important,Very important,Important,Important,Important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,40%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,Tidyverse lme4 raster,"C/C++, JavaScript",, 11/30/2017 8:54:02,40 -- 50,Male,,Doctorate's,Hidden semi-Markov Models (Statistics),Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/hsmm/index.html,No,0%,More than one year ago,2--5 developers,Not important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Not important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Occasionally,Almost every time,Almost every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Important,Important,Somewhat important,Very important,Very important,Important,Not important,Not important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,NA,0%,Very Important,Seldom,Almost every time,Never,Almost every time,"nlme, glmnet, MASS",SAS,, 11/30/2017 8:54:36,30 -- 40,Male,Europe,Doctorate's,Statistics,Spatial statistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/antiphon/spatialsegregation,Yes,10%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Not important,Important,Not important,Very important,Important,Important,Not at all important,Not at all important,Important,Very important,Occasionally,Seldom,Every time,Almost every time,Every time,Almost every time,I decide what I want to work on next,Important,Not important,Important,Important,Important,Very important,Not important,Not important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,Vague understanding,CRAN requirement changes; lack of feedback from users; lack of time,50%,Important,Seldom,Every time,Almost every time,Occasionally,spatstat; ggplot2; parallel,C/C++,, 11/30/2017 8:55:29,40 -- 50,Male,Oceania,Doctorate's,"Natural Resources, Forestry, Plant Ecophysiology",Plant Ecophysiology,"Adacemic Researcher (professor, post-doc, etc)",http://bitbucket.org/remkoduursma/YplantQMC,Yes,30%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not important,Somewhat important,Very important,,Not at all important,Very important,Very important,Occasionally,Every time,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Very important,Very important,Very important,Very important,Very important,Important,Somewhat important,Vague understanding,Vague understanding,Expert-level understanding,Vague understanding,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,"debugging, writing documentation, reading documentation, managing software conflicts and versions, updating software",40%,Very Important,Almost every time,Almost every time,Occasionally,Almost every time,"dplyr, car, ","Go, Fortran",Nice initiative! Good luck.,remkoduursma@gmail.com 11/30/2017 8:58:14,40 -- 50,Male,Europe,Doctorate's,Ecology,Island Biogeography,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/mkborregaard/nodiv,Yes,10%,One day ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,Much more time,More time,Very important,Important,Important,Not important,Not at all important,Not at all important,Very important,Not important,Not important,Important,Important,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Important,Very important,Important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,Lack of scientific credit,20%,Very Important,Occasionally,Almost every time,Seldom,Seldom,"nodiv, raster, ape",Julia,,mkborregaard@snm.ku.dk 11/30/2017 9:00:36,30 -- 40,Male,Asia,Doctorate's,Statiatics,high dimensional analysis,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,More than one year ago,2--5 developers,Very important,Very important,Much less time,Same amount of time,Much more time,Very important,Very important,Very important,Very important,Not important,Important,Important,Important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Seldom,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Not at all important,Somewhat important,Somewhat important,Not important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,,0%,Very Important,Occasionally,Almost every time,Almost every time,Every time,BB,no,nice work, 11/30/2017 9:00:42,30 -- 40,Male,Africa,Doctorate's,Processing sequencing data for HIV vaccine trials,Bioinformatics,Software Engineer/Programmer,https://github.com/philliplab/logOfGamma,Yes,50%,More than one year ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Important,Not at all important,Very important,Somewhat important,Very important,Not at all important,Not at all important,Very important,Very important,Every time,Every time,Every time,Occasionally,Occasionally,Occasionally,I consult the software specification and choose the next piece to implement.,Very important,Somewhat important,Somewhat important,Very important,Important,Important,Important,Not at all important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Scope creep; User error; Dishonesty in academia (p-value hacking etc),50%,Very Important,Occasionally,Almost every time,Seldom,Occasionally,ggplot2; dplyr; Rcpp,C/C++,, 11/30/2017 9:01:08,30 -- 40,Male,Europe,Doctorate's,Theoretical ecology,"Macroecology, biogeography, community ecology, conservation science","Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/nos/index.html,Yes,40%,One week ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,More time,Very important,Very important,Not important,Somewhat important,Not at all important,Not at all important,Important,Very important,,,,Occasionally,Almost every time,Every time,Almost every time,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Important,Important,Very important,Somewhat important,Somewhat important,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,"Being confident your code is correct, ",60%,Very Important,Seldom,Almost every time,Almost every time,Every time,"dplyr, ggplot2, vegan","Python, C/C++",, 11/30/2017 9:02:04,over 60,Male,Oceania,Doctorate's,quantitative genetics,"quantitative genetics, sheep breeding, statistics","Government Research Scientist, retired scientist",https://github.com/nevillejackson,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Not important,Not important,Not important,Not important,Not important,Very important,Very important,Very important,Very important,Very important,Occasionally,Almost every time,Almost every time,Every time,Almost every time,Every time,I decide what I want to work on next,Somewhat important,Not at all important,Important,Important,Somewhat important,Important,Very important,Not at all important,Vague understanding,Vague understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Understand for the most part,Expert-level understanding,Vague understanding,"bugs, finding test data, keeping linux updated",20%,Very Important,Almost every time,Almost every time,Occasionally,Every time,"dmm, nadiv, xtable","C/C++, Fortran","you should look at how much retired people contribute to sw development you should ask how important free software (gnu) has been to scientific computing",nanddjackson@bigpond.com 11/30/2017 9:03:59,18 -- 30,Male,Europe,Doctorate's,"Development of statistical models to detect gene of interest in presence of relatedness and dominance, application to maize genetics. ",Statistics applied to quantitative genetics,Graduate Student,,Yes,20%,One day ago,1 developer ( I work alone),Somewhat important,Important,Much less time,Less time,Same amount of time,Important,Important,Somewhat important,Not important,Not important,Not important,Very important,,,,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Seldom,Occasionally,I consult with my colleagues.,Important,Not at all important,Very important,Very important,Somewhat important,Important,Not important,Not at all important,Novice understanding,Vague understanding,Understand for the most part,Expert-level understanding,Novice understanding,Understand for the most part,Vague understanding,Vague understanding,"Computational cost, Plannig all exemples, Writing Help ",40%,Important,Seldom,Almost every time,Every time,Almost every time,"AsREML-R, Relatedness, MLM_MM (in development) ",C/C++,, 11/30/2017 9:04:39,50 -- 60,Male,Europe,Doctorate's,Theoretical Physics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",https://www.rdocumentation.org/collaborators/name/Uwe%20Menzel,Yes,50%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Not important,Not at all important,Somewhat important,Not at all important,Not at all important,Not important,Very important,Very important,Very important,Very important,Occasionally,Almost every time,Every time,Every time,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Very important,Very important,Important,Not at all important,Not at all important,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Novice understanding,No idea what it means,No idea what it means,,90%,Very Important,,,,,,"Fortran, Shell Script",, 11/30/2017 9:04:48,40 -- 50,Male,Europe,Doctorate's,Statistics,Biostatistics,Statistical Technician at Non profit research center,https://cran.r-project.org/web/packages/tlm/,Yes,50%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Important,Not at all important,Not at all important,Important,Important,Somewhat important,Somewhat important,Very important,Very important,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Not important,Not important,Not important,Important,Not important,Very important,Somewhat important,Not important,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,"Hardware computational limitations, Data storage ",80%,Very Important,Seldom,Almost every time,Seldom,Almost every time,Cannot say. A lot...,,, 11/30/2017 9:07:36,18 -- 30,Male,Europe,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Software Engineer/Programmer, Teacher",https://github.com/paul-buerkner/brms,Yes,50%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Somewhat important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Occasionally,Every time,Every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Very important,Very important,Important,Very important,Important,Important,Somewhat important,Expert-level understanding,Understand for the most part,Expert-level understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,"coding consistently, develope modularized code, anticipate future changes",50%,Very Important,Seldom,Every time,Occasionally,Almost every time,"dplyr, brms, rstan",C/C++,,paul.buerkner@gmail.com 11/30/2017 9:12:28,30 -- 40,Male,Europe,Doctorate's,Statistics,item response theory,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://cran.r-project.org/web/packages/PerFit/index.html,Yes,10%,One day ago,2--5 developers,Important,Somewhat important,More time,More time,Same amount of time,Important,Important,Somewhat important,Not important,Not important,Somewhat important,Somewhat important,Not at all important,Not at all important,Important,Important,Seldom,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Very important,Very important,Important,Important,Important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,"Make it run efficiently (vectorizing, etc.).",10%,Very Important,Never,Occasionally,Occasionally,Occasionally,"ltm, irtoys, mokken (among many others)",Julia (starting now),,j.n.tendeiro@rug.nl 11/30/2017 9:14:27,30 -- 40,Male,North America,Bachelor's,Economics,Data Science,Software Engineer/Programmer,https://github.com/mikeasilva/blsAPI,Yes,50%,One day ago,1 developer ( I work alone),Very important,Very important,More time,Same amount of time,Same amount of time,Very important,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Occasionally,Occasionally,Every time,Every time,Every time,Almost every time,I decide what I want to work on next,Somewhat important,Important,Very important,Important,Important,Important,Important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Time constraints,40%,Important,Occasionally,Occasionally,Almost every time,Every time,dplyr Rcurl jsonlite,"Python, JavaScript, PHP",,mike.a.silva@gmail.com 11/30/2017 9:15:24,18 -- 30,Male,North America,Doctorate's,Ecology and Evolution,Ecology,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://github.com/jcrichardson617/selectapref,Yes,0%,Six months ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,Much more time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,,,,,Occasionally,Every time,Almost every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Vague understanding,,50%,Very Important,Seldom,Every time,Seldom,Occasionally,"ggplot, ddply, metafor",,, 11/30/2017 9:15:54,50 -- 60,Male,Europe,Doctorate's,Statistics,Statistical modelling,Independent consultant,https://CRAN.R-project.org/package=CatDyn.,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,More time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Not at all important,Somewhat important,Important,Important,Very important,Very important,Very important,Very important,Occasionally,Almost every time,Almost every time,Every time,Occasionally,Every time,I decide what I want to work on next,Somewhat important,Important,Important,Important,Important,Somewhat important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"Understanding components I use that were developed by others, lack of computing power, increasing efficiency of my code to make it shorter",40%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"CatDyn, LifeHist, optimx, ","C/C++, Matlab/Octave",No comments, 11/30/2017 9:16:28,30 -- 40,Male,Europe,Doctorate's,Applied mathematics,statistics / optimization,Government Research Scientist,https://cran.r-project.org/web/packages/GPGame/index.html,Yes,10%,One day ago,2--5 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Not important,Not at all important,Not important,Important,Not at all important,Not at all important,Very important,Very important,Every time,Seldom,Every time,Seldom,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Important,Very important,Important,Somewhat important,Important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Novice understanding,Vague understanding,Vague understanding,,20%,Important,Seldom,Every time,Occasionally,Occasionally,DiceKriging nloptr stats,"C/C++, Shell Script",,victor.picheny@inra.fr 11/30/2017 9:16:29,18 -- 30,Male,Europe,Doctorate's,Statistics,Clinical Studies,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",,Yes,40%,One day ago,2--5 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not important,Very important,Not at all important,Not at all important,Somewhat important,Important,,,Very important,Very important,Occasionally,Occasionally,Every time,Every time,Every time,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Somewhat important,Very important,Very important,Important,Very important,Somewhat important,Somewhat important,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,Vague understanding,Vague understanding,,70%,Very Important,Seldom,Almost every time,Almost every time,Occasionally,,C/C++,,marius.placzek@med.uni-goettingen.de 11/30/2017 9:17:47,30 -- 40,Male,North America,Doctorate's,Pharmacokinetics,Quantitative pharmacology,Industrial Research Scientist,https://cran.r-project.org/web/packages/scaRabee/index.html,Yes,20%,One day ago,2--5 developers,Very important,Very important,Much less time,Much less time,Much less time,Very important,Somewhat important,Not at all important,Not important,Not important,Not important,Important,,,Important,Important,Almost every time,Seldom,Every time,Every time,Occasionally,Almost every time,I consult with my colleagues.,Important,Very important,Very important,Very important,Important,Very important,Very important,Important,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,Expert-level understanding,Lack of availability of co-developers when the release of features I worked on depends on them,70%,Very Important,Seldom,Every time,Occasionally,Occasionally,"lattice, grid, kiwiplot (a proprietary package not distributed to the public)",Shell Script,, 11/30/2017 9:17:49,30 -- 40,Male,South America,Doctorate's,Statistics,,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/wbonat/mcglm,Yes,20%,One year ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Important,Very important,Not at all important,Not at all important,Very important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Seldom,Demand of new routines.,Important,Important,Very important,Very important,Very important,Very important,Very important,Somewhat important,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,time to write code. bugs. write documentation.,90%,Very Important,Occasionally,Every time,Occasionally,Almost every time,"Matrix, roxygen2, assertthat",,,wbonat@ufpr.br 11/30/2017 9:17:56,30 -- 40,Male,Europe,Master's,Computational Biology,Computational Evolution,Graduate Student,https://cran.r-project.org/web/packages/POUMM/index.html,Yes,20%,One day ago,1 developer ( I work alone),Very important,,Much more time,More time,Same amount of time,Very important,Important,Important,Not important,,Very important,Important,,,Important,Not important,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I try to find a compromise between desirable and doable.,Very important,Important,Very important,Very important,Somewhat important,Important,Important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,1. Developing high quality reusable software is not appreciated enough; 2. Assessing the development and learning effort in advance is hard; 3. ,90%,Very Important,,,,,,"C/C++, Shell Script",,vmitov@gmail.com 11/30/2017 9:18:34,30 -- 40,Male,Europe,Doctorate's,Public Policy,Political Science,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/xfim/ggmcmc,Yes,10%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Same amount of time,Very important,Somewhat important,Not important,Not at all important,Somewhat important,Not at all important,Somewhat important,,,Important,Important,Almost every time,Occasionally,Every time,Almost every time,Almost every time,Every time,I fix the next high-priority bug assigned to me.,,,Very important,Very important,Important,Very important,Important,Not important,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,10%,Very Important,Seldom,Never,Almost every time,Occasionally,"dplyr, tidyr, ggplot2","Python, Shell Script",, 11/30/2017 9:20:15,18 -- 30,Male,Europe,Doctorate's,Marine Ecology and Fisheries Biology,Fish stock assessnment,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://github.com/tokami/TropFishR,Yes,20%,One day ago,2--5 developers,Very important,Important,Much more time,Much more time,More time,Very important,Very important,Somewhat important,Somewhat important,Not at all important,Not important,Somewhat important,,,,Very important,Almost every time,Almost every time,Every time,Almost every time,Occasionally,Occasionally,I consult with my colleagues.,Somewhat important,Somewhat important,Very important,Very important,Important,Important,Important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,90%,Very Important,Occasionally,Every time,Every time,Almost every time,"devtools, ggplot2, dplyr, TropFishR, maps, maptools, car","C/C++, Shell Script",,tobi_mildenberger@yahoo.de 11/30/2017 9:22:24,30 -- 40,Male,Europe,Master's,Medicine,Epidemiology,Graduate Student,,Yes,10%,One year ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,Much more time,Much more time,Very important,Very important,Very important,Very important,Somewhat important,Important,Important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,,10%,Very Important,Occasionally,Every time,Occasionally,Occasionally,"survival, nlme, rms",,, 11/30/2017 9:22:52,40 -- 50,Male,Europe,Doctorate's,System engineering,Visualization of multidimensional data,"Adacemic Researcher (professor, post-doc, etc), Teacher",,Yes,10%,One year ago,1 developer ( I work alone),Somewhat important,Somewhat important,,,,Very important,Important,Important,Not at all important,Important,Very important,Very important,Important,Important,Somewhat important,Not important,Occasionally,,Every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Important,Important,Very important,Important,Important,Somewhat important,Not important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,Vague understanding,,20%,Important,Occasionally,Almost every time,Seldom,Almost every time,,C/C++,,jaroslav.myslivec@upce.cz 11/30/2017 9:23:19,30 -- 40,Male,Asia,Doctorate's,Metabolomics,Metabolomics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/YonghuiDong,Yes,10%,One month ago,1 developer ( I work alone),Important,Important,Much more time,Much more time,More time,Very important,Very important,Important,Very important,Not at all important,Not at all important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Very important,Every time,Occasionally,Almost every time,Almost every time,Occasionally,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,The ease of use for others; system compatibility;,10%,Very Important,Occasionally,Almost every time,Almost every time,Every time,xcms;ggplot2;reshape2,Matlab ,, 11/30/2017 9:23:29,18 -- 30,Male,Europe,Doctorate's,Machine Learning,Machine Learning,"Adacemic Researcher (professor, post-doc, etc), Industrial Research Scientist",https://cran.r-project.org/web/packages/available_packages_by_name.html,Yes,70%,One day ago,2--5 developers,Very important,Important,Much more time,More time,More time,Very important,Somewhat important,Important,Not at all important,Not important,Very important,Important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Almost every time,Almost every time,Seldom,Seldom,Occasionally,I decide what I want to work on next,Not important,Somewhat important,Important,Somewhat important,Important,Important,Not important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Vague understanding,,80%,Very Important,Occasionally,Occasionally,Almost every time,Almost every time,"data.table e1071 doParallel",Python,,jesus.prada@estudiante.uam.es 11/30/2017 9:25:32,30 -- 40,Male,Europe,Doctorate's,Epidemiology (methods),eScience / Epidemiology methods,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/wadpac/GGIR,Yes,30%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Important,Very important,Somewhat important,Somewhat important,Not important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Very important,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Very important,Important,Important,Very important,Very important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,"1) Finding funding/people/time for the maintenance, 2) Handling lack of expertise in some areas, when to ask others and when to figure it out on my own, and 3) Communication and marketing of the software: How to communicate clearly and efficiently with the user community.",50%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,"Rcpp, data.table, testthat",Python,"My research is to improve research softwars methods, so the research and software development overlap heavily.",vincentvanhees@gmail.com 11/30/2017 9:26:20,30 -- 40,Male,North America,Doctorate's,Computational science,Statistics and Machine Learning ,"Graduate Student, Technology investor",https://github.com/tommyjones/textminer,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,More time,More time,Same amount of time,Important,Very important,Somewhat important,Important,Not at all important,Important,Very important,Not at all important,Not important,Important,Very important,Every time,Almost every time,Every time,Almost every time,Almost every time,Every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"Lack of time (I do this in my spare time), lack of formal education, parallelization that works on windows and Unix-like systems",20%,Very Important,Seldom,Almost every time,Almost every time,Every time,"textmineR, glmnet, Matrix",C/C++,, 11/30/2017 9:27:19,30 -- 40,Male,Europe,Doctorate's,Physics,Bioinformatics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/tkonopka/Rcssplot,Yes,60%,One day ago,2--5 developers,Very important,Not important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Important,Not at all important,Somewhat important,Somewhat important,Not important,Not at all important,Not at all important,Not at all important,Somewhat important,Every time,Occasionally,Almost every time,Almost every time,Occasionally,Every time,I decide what I want to work on next,Important,Important,Important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,,90%,Very Important,Seldom,Every time,Every time,Every time,,"Python, Java, JavaScript",,t.konopka@qmul.ac.uk 11/30/2017 9:27:58,30 -- 40,Male,Europe,Doctorate's,Biology,Evolutionary biology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/robjohnnoble/ggmuller,Yes,10%,One week ago,1 developer ( I work alone),Very important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Very important,Somewhat important,Very important,Not at all important,Not at all important,Very important,Very important,Every time,Every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Vague understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,Novice understanding,Vague understanding,,20%,Very Important,Seldom,Occasionally,Seldom,Almost every time,"dplyr, ggplot2","C/C++, Shell Script",, 11/30/2017 9:30:09,30 -- 40,Male,South America,Master's,Computer Science,Biostatistics,Government Research Scientist,https://cran.r-project.org/web/packages/RcmdrPlugin.RMTCJags/index.html,Yes,20%,One week ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Important,Important,Important,Somewhat important,Important,Very important,Very important,Very important,Very important,Very important,Occasionally,Almost every time,Occasionally,Every time,Almost every time,Occasionally,My supervisor tells me what to do.,Important,Important,Very important,Very important,Very important,Very important,Important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,"Lack of documentations, Lack of formal study and R Community ""ego""",20%,Important,Occasionally,Almost every time,Almost every time,Almost every time,"jags, igraph and rcmdr","C/C++, Bugs",,mgoulart@gmail.com 11/30/2017 9:31:56,30 -- 40,Male,Europe,Master's,Economic clinical study,health informatic,"Adacemic Researcher (professor, post-doc, etc), Clinician, Government Research Scientist, Software Engineer/Programmer",https://github.com/scossin/EBASS,Yes,100%,One day ago,1 developer ( I work alone),Very important,Important,,,,Very important,Somewhat important,Important,Important,Not important,Not important,Important,Very important,Very important,,Very important,Every time,Occasionally,Every time,Occasionally,Almost every time,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Important,Important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,POO in R is not as good as Java or Python. I love Eclipse function to refactor my code. ,100%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"Shiny, ggplot","Python, Java",, 11/30/2017 9:33:37,30 -- 40,Male,Europe,Doctorate's,Mechanics,Solid mechanics and material science,"Adacemic Researcher (professor, post-doc, etc), Engineer, Government Research Scientist, Manager/Supervisor, Software Engineer/Programmer, System Administrator",,Yes,80%,One day ago,2--5 developers,Very important,Important,Much more time,More time,More time,Very important,Very important,Important,Important,Not at all important,Not important,Somewhat important,Not at all important,Not at all important,Important,Very important,Almost every time,Occasionally,Every time,Almost every time,Occasionally,Occasionally,I consult the software specification and choose the next piece to implement.,Important,Important,Important,Important,Very important,Very important,Important,Somewhat important,Novice understanding,Understand for the most part,Expert-level understanding,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,"Typically very bad quality of research code, forcing me to rewrite rather than use existing code",100%,Very Important,Occasionally,Almost every time,Occasionally,Seldom,I never use R in my research. I wrote (and maintain) spacom and geospacom for other researchers,"Python, C/C++, Shell Script, Cython",,till.junge@altermail.ch 11/30/2017 9:34:31,18 -- 30,Male,North America,Doctorate's,Medicine,Bioinformatics,Graduate Student,,Yes,10%,One week ago,2--5 developers,Important,Not important,Much more time,Much more time,More time,Very important,Very important,Somewhat important,Not at all important,Very important,Very important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Almost every time,Every time,Almost every time,Almost every time,Every time,I decide what I want to work on next,Important,Very important,Important,Very important,Very important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Trying to use multiple languages to build different parts of software; debugging a problem involving multiple routines; maintaining code I haven't seen in a while.,20%,Important,Seldom,Almost every time,Every time,Every time,"ggplot2, odeSolve, dplyr (assuming we cannot include base, stats, and other automatically installed packages)","Python, C/C++, Java, Shell Script",, 11/30/2017 9:35:43,40 -- 50,Male,North America,Doctorate's,Biology,Paleobiology / Paleontology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/pnovack-gottshall/KScorrect,Yes,10%,One week ago,1 developer ( I work alone),Very important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Not at all important,Not at all important,Not at all important,Important,,Important,Important,Important,Every time,Seldom,Every time,Almost every time,Seldom,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Important,Important,Very important,Somewhat important,Somewhat important,No idea what it means,No idea what it means,Vague understanding,Vague understanding,No idea what it means,Vague understanding,Vague understanding,No idea what it means,"My own coding limitations (inefficiencies, lack of formal training), and less so colleagues I collaborate with who do not understand coding",60%,Very Important,Seldom,Every time,Occasionally,Every time,"MASS, vegan, FD",,,pnovack-gottshall@ben.edu 11/30/2017 9:38:40,over 60,Male,North America,Doctorate's,Biostatistics,United Satates,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/PracTools/index.html,Yes,10%,One week ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,More time,Same amount of time,Very important,Very important,Not important,Somewhat important,Not at all important,Somewhat important,Important,Very important,Very important,Very important,Very important,Every time,Every time,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"Determining how to program new research ideas, e.g., statistical estimators",20%,Very Important,Occasionally,Almost every time,Seldom,Every time,"survey, ggplot, sampling",,, 11/30/2017 9:42:15,50 -- 60,Female,Europe,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, Teacher",,Yes,10%,One month ago,1 developer ( I work alone),Very important,Important,Less time,Same amount of time,Same amount of time,Very important,Important,Important,Important,Not important,Important,Somewhat important,Somewhat important,Important,Very important,Very important,Almost every time,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Somewhat important,Important,Important,Somewhat important,Important,Somewhat important,Not at all important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,too little time; that software itself does not count as scientific merit,30%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"my own ones, which I won't tell you about",,, 11/30/2017 9:42:40,30 -- 40,Male,Europe,Doctorate's,Statistics,Statstics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/VBLPCM/index.html,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,More time,Same amount of time,Same amount of time,Very important,Very important,Very important,Important,Not at all important,Somewhat important,Important,Not important,Important,Very important,Very important,Occasionally,Every time,Every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Important,Important,Somewhat important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,"cross platform compatibility, backward compatibility, forward compatibility",50%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"Rcpp, TSA, ape","C/C++, Shell Script",, 11/30/2017 9:44:02,18 -- 30,Female,North America,Doctorate's,Biostatistics,"Biostatistics, neuroimaging","Adacemic Researcher (professor, post-doc, etc)",,Yes,50%,One day ago,5--10 developers,Very important,Very important,Much more time,Much more time,More time,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Important,Very important,Important,Important,Important,Important,Every time,Almost every time,Every time,Every time,Every time,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,60%,Very Important,Almost every time,Every time,Every time,Every time,"glmnet, lme4, network ",Shell Script,, 11/30/2017 9:44:17,18 -- 30,Male,North America,Doctorate's,Criminology,Criminology,Graduate Student,https://cran.r-project.org/web/packages/UCR.ColumnNames/index.html,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,More time,More time,More time,Very important,Not at all important,Important,Not at all important,Not at all important,Not at all important,Very important,,,,,Every time,Every time,Every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Not important,Not important,Very important,Very important,Very important,Very important,Somewhat important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Having to work alone is an issue. Others not understanding the need for the packages. Speed limits in R. ,70%,Very Important,Seldom,Seldom,Seldom,Almost every time,"ggplot2, asciiSetupReader, haven",,,jkkaplan6@gmail.com 11/30/2017 9:45:36,18 -- 30,Male,Europe,Doctorate's,statistics,statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,40%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,More time,Very important,Somewhat important,Important,Not important,Not at all important,Important,Very important,Not at all important,Not at all important,Not at all important,Not important,Seldom,Seldom,Almost every time,Occasionally,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Not important,Somewhat important,Important,Important,Important,Somewhat important,Not important,Not important,No idea what it means,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,user friendly interfaces,60%,Very Important,Seldom,Almost every time,Occasionally,Seldom,"RCPP, MASS, ggplot","Python, C/C++",, 11/30/2017 9:47:24,40 -- 50,Male,Europe,Doctorate's,Biology,"Bioinformatics, Data Science","Adacemic Researcher (professor, post-doc, etc)",,Yes,,One week ago,1 developer ( I work alone),Very important,Very important,More time,Same amount of time,Same amount of time,Very important,Important,Not at all important,Not at all important,Important,Somewhat important,Somewhat important,Not important,Not important,Not important,Not important,Seldom,Seldom,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Not important,Not important,Not important,Important,Important,Somewhat important,Not at all important,Vague understanding,Novice understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,,30%,Very Important,Almost every time,Occasionally,Occasionally,Occasionally,,Python,, 11/30/2017 9:47:30,18 -- 30,Male,Europe,Master's,Statistics,Machine learning,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/PhilippPro/OOBCurve,Yes,30%,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,Much more time,More time,Important,Important,Important,Somewhat important,Not important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Not important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,40%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"mlr, batchtools, OpenML",C/C++,,philipp_probst@gmx.de 11/30/2017 9:48:14,30 -- 40,Male,Europe,Doctorate's,Statistics,Statistics,"Engineer, Graduate Student, Software Engineer/Programmer",https://r-forge.r-project.org/R/?group_id=1538,Yes,40%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Not at all important,Somewhat important,Important,Very important,Not at all important,Not at all important,Not at all important,Somewhat important,Almost every time,Occasionally,Every time,Almost every time,Almost every time,Seldom,I decide what I want to work on next,Important,Somewhat important,Important,Important,Very important,Very important,Very important,Somewhat important,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,"I am not paid for developing software, therefore I cannot spend as much time on it. ",90%,Very Important,Seldom,Almost every time,Occasionally,Every time,"ggplot2, tidyverse, lubridate",Shell Script,you've picked the least prominent of my R packages ;-),t.gauster@boku.ac.at 11/30/2017 9:51:35,30 -- 40,Male,Europe,Master's,,Faking detection methods in personality assessment,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://cran.r-project.org/package=metaplotr,Yes,10%,One month ago,1 developer ( I work alone),Important,Not at all important,Much more time,More time,Same amount of time,Very important,Not important,Not important,Not important,Very important,Very important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Occasionally,Every time,Occasionally,Almost every time,Almost every time,I fix the next high-priority bug assigned to me.,Somewhat important,Somewhat important,Very important,Somewhat important,Important,Important,Not at all important,Not at all important,Vague understanding,Novice understanding,Novice understanding,Vague understanding,No idea what it means,No idea what it means,No idea what it means,No idea what it means,dependency issues,20%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"randomForest, party, ggplot2",Python,, 11/30/2017 9:52:10,30 -- 40,Male,North America,Doctorate's,Botany,Plant systematics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,,,,,Every time,Every time,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Not important,Somewhat important,Very important,Very important,Very important,Not important,Not important,Novice understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,None,100%,Very Important,Occasionally,Occasionally,Every time,Almost every time,"ape, phytools, raster",Shell Script,, 11/30/2017 9:52:35,18 -- 30,Male,South America,Bachelor's,Statistics,Developer,Software Engineer/Programmer,,Yes,70%,One day ago,5--10 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Very important,Almost every time,Every time,Almost every time,Every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Vague understanding,debugging,50%,Important,Occasionally,Every time,Almost every time,Every time,"data.table, ggplot2, stringr","Python, C/C++, Java, JavaScript, Shell Script","fix one of your questions, is missing the first letter of the first word",caariasr22@gmail.com 11/30/2017 9:52:38,18 -- 30,Female,Europe,Doctorate's,Mathematics,Probability theory and statistics,Graduate Student,https://cran.r-project.org/web/packages/SafeBayes/index.html,Yes,10%,One week ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,More time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Occasionally,Every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Not important,Very important,Very important,Very important,Important,Not important,Not important,Novice understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,none really... just work untill you have something you're satisfied with,10%,Somewhat important,Seldom,Seldom,Seldom,Seldom,"stats, some random number generators",C/C++,, 11/30/2017 9:53:06,18 -- 30,Male,Asia,Doctorate's,Medical statistics,Infection,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/,Yes,10%,One week ago,2--5 developers,Somewhat important,Somewhat important,More time,More time,More time,Important,Important,Somewhat important,Somewhat important,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Inadequate theoretical knowledge,90%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,Not applicable,Python,No,dgdzc@hotmail.com 11/30/2017 9:53:33,30 -- 40,Male,Europe,Bachelor's,Computer Science,"predictive, simulational models, optimization, machine learning","Engineer, Industrial Research Scientist",http://www.github.com/WLOGSolutions/RSuite,Yes,60%,One day ago,5--10 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Not important,Important,Important,Somewhat important,Very important,Important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Every time,Almost every time,Every time,Every time,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,"data quality, timing",60%,Very Important,Almost every time,Almost every time,Almost every time,Occasionally,"RSuite, h2o, xgboost, data.table","Python, C/C++, Java, C#, Shell Script","I'm owner of company which provides analytical services (www.wlogsolutions.com), so if you want other our specialists to take part in you survey please make me know ",w.sokolowski@wlogsolutions.com 11/30/2017 9:53:47,18 -- 30,Male,South America,Doctorate's,Statistics,Applied Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Important,Important,Not at all important,Very important,Very important,,,,,Every time,Every time,Every time,Every time,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Very important,Important,Very important,Very important,Very important,Important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,100%,Very Important,Almost every time,Every time,Every time,Every time,"lme4, hnp, latticeExtra",C/C++,,rafael_moral@yahoo.com.br 11/30/2017 9:54:48,50 -- 60,Male,North America,Doctorate's,Statistics,Applied statistics,Government Research Scientist,,Yes,40%,One week ago,,Very important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Somewhat important,Not important,Not at all important,Somewhat important,Important,Important,Important,Very important,Very important,Almost every time,Every time,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Very important,,Very important,Important,Very important,Important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,,50%,Very Important,Occasionally,Every time,Occasionally,Occasionally,,Fortran,, 11/30/2017 9:55:45,30 -- 40,Male,Europe,Doctorate's,Meteorology,Satellite-based climate monitoring,Government Research Scientist,,Yes,20%,One day ago,1 developer ( I work alone),Important,Important,More time,More time,Same amount of time,Very important,Somewhat important,Not important,Somewhat important,Not important,Not important,Important,Important,Important,Important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Seldom,Every time,I fix the next high-priority bug assigned to me.,Important,Somewhat important,Somewhat important,Important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,Vague understanding,How to get Feedback from users?; Time contraints,70%,Very Important,Occasionally,Almost every time,Almost every time,Every time,"cmsaf, ncdf4, fields ","C/C++, Fortran, Shell Script",,Steffen.Kothe@dwd.de 11/30/2017 9:59:01,40 -- 50,Male,Europe,Doctorate's,"Applied Physics, Mathematics",,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/svkucheryavski/mdatools,Yes,10%,One month ago,1 developer ( I work alone),Very important,Somewhat important,Less time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not important,Not important,Somewhat important,Somewhat important,Somewhat important,Important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Very important,Very important,Important,Important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"lack of time, R is not perfect language for programming",60%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"mdatools, rmarkdown, readxl","Python, JavaScript, MATLAB",, 11/30/2017 10:00:14,18 -- 30,Female,Europe,Doctorate's,Statistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/CrossClustering/index.html,Yes,0%,One day ago,2--5 developers,Somewhat important,Somewhat important,Much more time,More time,Less time,Very important,Very important,Not at all important,Somewhat important,Somewhat important,Important,Somewhat important,Not at all important,Not at all important,Somewhat important,Important,Occasionally,Every time,Almost every time,Almost every time,Almost every time,Almost every time,I consult the software specification and choose the next piece to implement.,Important,Important,Important,Important,Important,Important,Important,Important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,,100%,Important,Never,Almost every time,Never,Almost every time,"survival, nonrandom, clValid",,,paola.tellaroli@gmail.com 11/30/2017 10:02:13,30 -- 40,Male,North America,Doctorate's,Population Biology,Statistical population genetics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,More time,Very important,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Very important,Very important,Very important,Very important,Very important,Very important,Somewhat important,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,I'm not a professional programmer or software engineer,50%,Very Important,Occasionally,Occasionally,Occasionally,Almost every time,"BEDASSLE, conStruct, SpaceMix",STAN,, 11/30/2017 10:02:44,30 -- 40,Male,North America,Master's,Political Science,Health Care Analytics,"Graduate Student, Software Engineer/Programmer",https://github.com/robertgambrel/medicare,Yes,20%,One day ago,2--5 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Important,Important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Every time,Every time,Almost every time,Almost every time,Occasionally,I decide what I want to work on next,Very important,Important,Very important,Somewhat important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,"Unit tests, new use cases, documentation for new users",30%,Very Important,Occasionally,Almost every time,Seldom,Every time,"dplyr, ggplot2, caret","Python, SQL",, 11/30/2017 10:02:53,40 -- 50,Female,North America,Doctorate's,Physics,Statistical methods for clinical trials,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://cran.r-project.org/web/packages/subdetect/index.html,Yes,70%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Important,Very important,Not at all important,Very important,Very important,Very important,Every time,Every time,Every time,Every time,Almost every time,Every time,I decide what I want to work on next,Very important,Important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,"Generalization, optimization, simplicity",70%,Very Important,Seldom,Almost every time,Seldom,Seldom,"Stats, methods, modelObj","C/C++, Fortran","I received two surveys, I have only completed one. The other surveu was for package SurvLong. ",Sthollow@ncsu.edu 11/30/2017 10:04:27,40 -- 50,Male,North America,Master's,MSc Statistics,Computer vision and machine learning for industrial applications,"Engineer, Software Engineer/Programmer",https://github.com/justinkamerman/QFASA,Yes,80%,One day ago,11--20 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Not important,Not important,Not important,Somewhat important,Important,Very important,Very important,Very important,Very important,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I consult with my colleagues.,Important,Important,Somewhat important,Somewhat important,Important,Somewhat important,Important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,"Defining relevant test cases and solutions, requirements specification, user education",30%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"ggplot, dplyr, shiny","Python, C/C++, Shell Script",, 11/30/2017 10:05:31,30 -- 40,Male,Europe,Master's,Superior engineer in Computer Science,Cybersecurity,"Engineer, Manager/Supervisor, Software Engineer/Programmer, Teacher",https://github.com/r-net-tools/net.security,Yes,30%,One week ago,1 developer ( I work alone),Important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Important,Very important,Not important,Not important,Important,Important,Important,Very important,Very important,Almost every time,Occasionally,Almost every time,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Important,Very important,Very important,Important,Important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,I develop in my spear time... and its decreasing year by year :(,20%,Important,Seldom,Occasionally,Occasionally,Almost every time,"jsonlite, dplyr, xml","Python, Shell Script",,humbert.costas@gmail.com 11/30/2017 10:05:31,30 -- 40,Male,Europe,Doctorate's,Psychology,Psychology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/GiulioCostantini/EstimateGroupNetwork,Yes,30%,One day ago,2--5 developers,Very important,Not at all important,,,,Very important,Important,Important,Not at all important,Not at all important,Important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Seldom,Almost every time,Seldom,Seldom,Occasionally,I decide what I want to work on next,Not important,Not important,Not important,Important,Somewhat important,Somewhat important,Not important,Somewhat important,No idea what it means,No idea what it means,No idea what it means,Vague understanding,Novice understanding,Novice understanding,Vague understanding,Novice understanding,"(1) I only program R, but R is quite slow for some tasks. I would need more time and learn other languages and speed up my code, but I am not a professional programmer at all. (2) My colleagues are not much into programming, so sometimes I find difficult to communicate what I am doing and why it takes so long, until they see results. (3) Maintaining packages takes effort, but is not rewarded in any ways once you have published a paper, so it's difficult to justify to colleagues / superiors why I want to dedicate my time to this activity.",50%,Very Important,Never,Every time,Never,Every time,"(1) psych, (2) qgraph, (3) dplyr",,,giulio.costantini@unimib.it 11/30/2017 10:07:13,50 -- 60,Male,Europe,Doctorate's,Computer Science,Software Engineering research,"Adacemic Researcher (professor, post-doc, etc), Engineer, Teacher",,Yes,20%,One day ago,1 developer ( I work alone),Important,Not important,More time,More time,Same amount of time,Very important,Somewhat important,Very important,Not important,Very important,Very important,Very important,Very important,Somewhat important,Somewhat important,Very important,Every time,Almost every time,Every time,Almost every time,Occasionally,Every time,I decide what I want to work on next,Very important,Very important,Very important,Somewhat important,Very important,Important,Somewhat important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Everything takes much longer than expected; correcting earlier requirements-selection mistakes requires enormous discipline; achieving complete correctness is tough.,10%,Very Important,Occasionally,Occasionally,Almost every time,Almost every time,"lattice, agsemisc, boot",Python,A very well-thought-out questionnaire. Congrats!,prechelt@inf.fu-berlin.de 11/30/2017 10:08:43,30 -- 40,Female,Europe,Doctorate's,Environmental Sciences ,Digital Soil Mapping / Soil statistics ,"Adacemic Researcher (professor, post-doc, etc)",,Yes,60%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,Same amount of time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Somewhat important,Very important,Occasionally,Seldom,Every time,Seldom,Occasionally,Almost every time,I decide what I want to work on next,Important,Not important,Important,Important,Important,Very important,Important,Somewhat important,Vague understanding,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,Vague understanding,"Keeping up to date with recent development / Missing or incomplete documentation of input software / Resolve undocumented, platform specific errors",70%,Very Important,Occasionally,Every time,Occasionally,Every time,"mgcv, raster, knitr","Python, JavaScript",,madlene.nussbaum@bfh.ch 11/30/2017 10:09:02,30 -- 40,Female,South America,Doctorate's,Doctor in Science - Statistics,Statistical models,Teacher,https://github.com/hanwengutierrez/TAR,Yes,10%,One month ago,2--5 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Important,Very important,Somewhat important,Not important,Not at all important,Not important,Not important,Not important,Not important,Somewhat important,Important,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Important,Very important,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"robustness, ",20%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"knitr, ggplot2, dplyr",,, 11/30/2017 10:09:44,30 -- 40,Male,Europe,Doctorate's,Linguistics,none anymore. Until a month ago: language evolution,"Adacemic Researcher (professor, post-doc, etc)",http://www.github.com/cran/mole,Yes,20%,One month ago,1 developer ( I work alone),Very important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Not important,Not important,Somewhat important,Important,Important,Important,Important,Important,Occasionally,Seldom,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,Novice understanding,...,20%,Very Important,Seldom,Almost every time,Seldom,Occasionally,MoLE,,, 11/30/2017 10:10:02,18 -- 30,Female,Europe,Doctorate's,Statistics,Medical statistics,Graduate Student,http://fhm-chicas-code.lancs.ac.uk/millerp/sourceR,Yes,60%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Not at all important,Not at all important,Somewhat important,Very important,,,,,Occasionally,Occasionally,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,Developing unit tests,70%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,ggplot,"Python, C/C++",,p.miller@lancaster.ac.uk 11/30/2017 10:13:30,40 -- 50,Male,North America,Doctorate's,system and information engineering,machine learning,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/cran/crimelinkage/tree/master/R,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,Much more time,More time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not important,Important,,,Very important,Very important,Every time,Occasionally,Every time,Seldom,Seldom,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Important,Somewhat important,Important,Not important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,Vague understanding,"time limitations, bugs, inefficient code",40%,Very Important,Seldom,Every time,Seldom,Almost every time,"splines, Matrix, dplylr",C/C++,,mporter@cba.ua.edu 11/30/2017 10:16:11,40 -- 50,Male,North America,Doctorate's,Physics,Artificial Intelligence,"Adacemic Researcher (professor, post-doc, etc), Industrial Research Scientist, Manager/Supervisor",https://github.com/johnmyleswhite/ProjectTemplate,Yes,10%,Three months ago,5--10 developers,Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Not at all important,Not at all important,Not at all important,Somewhat important,Very important,Very important,Very important,Very important,,Every time,Every time,Every time,Every time,Occasionally,Seldom,I decide what I want to work on next,Somewhat important,Very important,Very important,Not at all important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,,10%,Very Important,Seldom,Occasionally,Occasionally,Almost every time,,"Python, Ruby",, 11/30/2017 10:16:57,18 -- 30,Male,North America,Master's,Statistics,Web/Internet Technologies,Software Engineer/Programmer,https://github.com/sjp/selectr,Yes,80%,One day ago,2--5 developers,Important,Somewhat important,More time,More time,Same amount of time,Very important,Not important,Somewhat important,Not at all important,Somewhat important,Important,Not important,Somewhat important,Somewhat important,Very important,Very important,Occasionally,Almost every time,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Not at all important,Very important,Important,Very important,Important,Important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,"Typically when working with other software, pain points are: no tests present to verify correctness, poor or haphazard integration into codebases (e.g. function written by someone years ago that does X, but not clear how), poor software practices (e.g. no comments, poor variable names, poor indentation, etc).",20%,Very Important,Never,Occasionally,Almost every time,Almost every time,"gridSVG, selectr, dplyr","Python, C#",,simon@sjp.co.nz 11/30/2017 10:18:35,30 -- 40,Female,Europe,Doctorate's,Statistics,"Statistics with Social Science, Bioinformatics","Adacemic Researcher (professor, post-doc, etc)",,Yes,50%,One year ago,2--5 developers,Very important,Important,Much more time,More time,Much more time,Very important,Important,Somewhat important,Somewhat important,,,,,,,Somewhat important,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,,10%,Important,Almost every time,Every time,Occasionally,Every time,"parallel, snpstats","C/C++, Fortran",,ybaoa@essex.ac.uk 11/30/2017 10:19:18,30 -- 40,Female,Europe,Doctorate's,"social networks, marketing",networks and marketing,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/REndo/index.html,Yes,50%,One week ago,2--5 developers,Important,Important,Much more time,More time,More time,Very important,Important,Not important,Somewhat important,Somewhat important,Somewhat important,Important,,,Somewhat important,Very important,Occasionally,Every time,Every time,Almost every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Not important,Important,Very important,Very important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,understanding all the statistical concepts,80%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"AER, LMER, MatchIt",Python,, 11/30/2017 10:20:37,30 -- 40,Male,North America,Master's,Nutrition,Health care comparative effectiveness research,"Adacemic Researcher (professor, post-doc, etc), Clinician, Data Scientist",https://github.com/wmurphyrd/colorplaner,Yes,20%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Same amount of time,Very important,Not at all important,Somewhat important,Very important,Very important,Not at all important,Not at all important,Somewhat important,Not at all important,Not important,Very important,Seldom,Every time,Every time,Every time,Occasionally,Almost every time,I decide what I want to work on next,Not important,Not important,Very important,Not important,Very important,Somewhat important,Important,Not important,Expert-level understanding,Understand for the most part,Expert-level understanding,Vague understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Making time for quality software development when colleagues/superiors still think of data analysis as a one-off point-and-click procedure in SPSS,30%,Very Important,Seldom,Every time,Occasionally,Every time,"dplyr, ggplot2, nlme",JavaScript,,William.murphy.rd@gmail.com 11/30/2017 10:20:39,40 -- 50,Male,North America,Doctorate's,Psychology,Behavioral Modeling,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/stmueller/pathmapping/,Yes,10%,One day ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Not important,Not important,Not at all important,Not important,Somewhat important,Very important,Very important,Very important,Important,Somewhat important,Occasionally,Almost every time,Every time,Occasionally,Occasionally,Occasionally,"Often, users communicate directly to me about issues or problems",Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Very important,Not important,Understand for the most part,Expert-level understanding,Expert-level understanding,,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,"finding ways to receive 'credit' for the work an academic, and encouraging users to cite the software instead of just mentioning or footnoting so it gets 'counted' in citation counts.",30%,Very Important,Seldom,Almost every time,Seldom,Almost every time,"BayesFactor,","C/C++, JavaScript, Shell Script",, 11/30/2017 10:21:29,50 -- 60,Male,Europe,Doctorate's,Psychology,Genetics,"Adacemic Researcher (professor, post-doc, etc)",http://github.com/tbates/umx,Yes,10%,One day ago,2--5 developers,Very important,Important,More time,More time,More time,Very important,Somewhat important,Not important,Not important,Somewhat important,Not important,Important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Somewhat important,Important,Very important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"time, manpower",30%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,base nlme openmx,"C/C++, Fortran, Shell Script, PHP",, 11/30/2017 10:22:01,18 -- 30,Male,Europe,Doctorate's,Evolutionary biology,Evolution of brain size and cognition,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Teacher",https://github.com/ax3man/phylopath,Yes,50%,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,More time,Very important,Important,Not important,Not at all important,Not important,Important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Occasionally,Every time,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Very important,Important,Very important,Important,Somewhat important,Very important,Somewhat important,Not important,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,No idea what it means,,50%,Very Important,Seldom,Every time,Seldom,Almost every time,ggplot2 dplyr lme4,,, 11/30/2017 10:24:20,30 -- 40,Male,South America,Doctorate's,Agronomy - Soil Science,pedometrics,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, Teacher",https://github.com/samuel-rosa/spsann,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Not at all important,Not at all important,Very important,,,,,Occasionally,Occasionally,Almost every time,Seldom,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,lack of time; loneliness; lack of understanding of some software engineering concepts,50%,Very Important,Occasionally,Almost every time,Seldom,Almost every time,sp; spsann; gstat,"C/C++, JavaScript",,alessandrosamuelrosa@gmail.com 11/30/2017 10:25:43,40 -- 50,Male,Europe,Doctorate's,Statistics,statistical models,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/cran/speedglm,Yes,20%,Three months ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Important,Important,Somewhat important,Important,Important,Very important,Important,Important,Very important,Very important,Every time,Every time,Every time,Almost every time,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Not important,Not important,Not important,Not important,Not important,Not important,Not important,Not important,No idea what it means,No idea what it means,No idea what it means,Vague understanding,No idea what it means,No idea what it means,No idea what it means,No idea what it means,1. bug fix; 2. efficient programming; 3. to have time to dedicate at programming ,80%,Very Important,Occasionally,Almost every time,Every time,Every time,1. gamlss; 2. Matrix; 3. MASS ,C/C++,, 11/30/2017 10:25:54,30 -- 40,Male,Central America,Doctorate's,Agriculture ,"Agronomy biodiversity, and geography",Researcher in nonprofit,https://r-forge.r-project.org/scm/viewvc.php/?root=gdistance,Yes,20%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Not important,Not important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Not important,Not important,Very important,Very important,Very important,Very important,Very important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,"Difficulties of publushing in formal, high-impact journals, recognition of service and use (often people cite R, not the package!) ",20%,Very Important,Seldom,Occasionally,Seldom,Occasionally,"PlackettLuce, ggplot2, gdistance",,Would be interested in results. Pls mail report... ,Jacobvanetten@gmail.com 11/30/2017 10:25:56,50 -- 60,Male,North America,Doctorate's,Biostatistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,2--5 developers,Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Very important,Very important,Not important,Important,Important,Very important,Very important,Very important,Very important,Seldom,Occasionally,Almost every time,Seldom,Occasionally,Seldom,I consult with my colleagues.,Not important,Somewhat important,Important,Not important,Very important,Very important,Not important,Not important,Vague understanding,Vague understanding,Understand for the most part,Vague understanding,Understand for the most part,Expert-level understanding,Vague understanding,Vague understanding,"Lack of time, creating documentation and finding good real data examples which can be freely released.",50%,Very Important,Almost every time,Occasionally,Almost every time,Almost every time,"BART, survival, ESSR",C/C++,,rsparapa@mcw.edu 11/30/2017 10:30:53,30 -- 40,Male,North America,Doctorate's,Genomics and computational biology,"microbiology, bioinformatics","Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/sherrillmix/vipor,Yes,60%,One day ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Important,Important,Not important,Not important,Not important,Very important,Not at all important,Somewhat important,Very important,Important,Almost every time,Occasionally,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Very important,Somewhat important,Important,Important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,"bioinformatics software/libraries often fragile, poorly maintained and poorly documented",20%,Important,Almost every time,Occasionally,Occasionally,Almost every time,"glmnet, rstan, parallel","Python, C/C++, Shell Script",, 11/30/2017 10:32:06,18 -- 30,Male,Europe,Doctorate's,Epidemiology,Heavy metals mixture exposure and neurocognitive outcomes,Graduate Student,https://github.com/cran/gWQS,Yes,10%,Three months ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Important,Not important,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Very important,Almost every time,Occasionally,Almost every time,Almost every time,Never,Occasionally,I fix the next high-priority bug assigned to me.,Very important,Important,Very important,Very important,Very important,Important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Vague understanding,,70%,Very Important,Occasionally,Seldom,Seldom,Almost every time,"dplyr, datatable, ggplot",,,stefano.renzetti88@gmail.com 11/30/2017 10:32:38,18 -- 30,Male,North America,Doctorate's,Statistics,pharmaceuticals,industry research scientist,https://github.com/wlandau-lilly/eply,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,More time,Very important,Very important,Important,Important,Not important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Very important,Very important,Very important,Important,Not important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,my industry's restrictions in the open source space,50%,Very Important,Seldom,Occasionally,Almost every time,Occasionally,"drake, devtools, testthat","C/C++, Shell Script",, 11/30/2017 10:32:56,18 -- 30,Male,Europe,Doctorate's,Biology,Malaria repidemioligy,"Adacemic Researcher (professor, post-doc, etc)",http://www.github.com/timcdlucas/inlautils,Yes,90%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,Much more time,Same amount of time,Very important,Important,Somewhat important,Not at all important,Not important,Very important,Important,Not at all important,Not at all important,Not at all important,Somewhat important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Very important,Very important,Very important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,90%,Very Important,Never,Almost every time,Occasionally,Almost every time,"Tmb, dplyr, raster","Python, C/C++, Java, C#, Shell Script",,Timcdlucas@gmail.com 11/30/2017 10:37:40,18 -- 30,Male,North America,Bachelor's,Statistics,Biostatistics,Undergraduate researcher ,,Yes,50%,One month ago,1 developer ( I work alone),Very important,Very important,Much more time,Same amount of time,Same amount of time,Important,Important,Not important,Somewhat important,Important,Very important,,,,,,Every time,Almost every time,Every time,Every time,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Important,Very important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,,10%,Very Important,Seldom,Almost every time,Never,Every time,,Python,, 11/30/2017 10:37:50,30 -- 40,Male,Europe,Doctorate's,Statistics,statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/ssmrob/index.html,Yes,10%,One day ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Important,Somewhat important,Very important,Important,Not important,Very important,Very important,Not at all important,Not at all important,Somewhat important,Somewhat important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Somewhat important,Not important,Not important,Not at all important,Not at all important,Not important,Not important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,too little of time spent on coding,10%,Important,Seldom,Occasionally,Occasionally,Occasionally,"robustbase, robust, AER",C/C++,, 11/30/2017 10:38:33,18 -- 30,Male,North America,Doctorate's,Statistics,pharmaceuticals,industry research scientist,https://github.com/wlandau/wildcard,Yes,50%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,More time,Very important,Very important,Important,Important,Not important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Vague understanding,,50%,Very Important,Never,Almost every time,Every time,Every time,"drake, devtools, testthat","C/C++, Shell Script",, 11/30/2017 10:39:48,50 -- 60,Male,North America,Doctorate's,Biostatistics,Genome biology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/combinat/index.html,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Not at all important,Not at all important,Somewhat important,Important,Important,Important,Important,Occasionally,Occasionally,Almost every time,Almost every time,Every time,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"documentation, testing, maintenance",80%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,,"Python, C/C++",, 11/30/2017 10:43:59,30 -- 40,Male,Europe,Doctorate's,"Natural sciences, modelling forest management carbon sink","earth sciences, soil science, biogeochemistry","Adacemic Researcher (professor, post-doc, etc)",https://github.com/bgctw/logitnorm,Yes,20%,One day ago,1 developer ( I work alone),Important,Important,Much more time,Same amount of time,Same amount of time,Important,Not important,Important,Not important,Not important,Important,Important,Not important,Not important,Somewhat important,Somewhat important,Occasionally,Occasionally,Every time,Almost every time,Occasionally,Almost every time,I consult with my colleagues.,Somewhat important,Important,Important,Somewhat important,Important,Somewhat important,Somewhat important,Not important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,,80%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"nlme, dplyr, mcmc","C/C++, Shell Script, matlab, Julia",,twutz@bgc-jena.mpg.de 11/30/2017 10:44:18,30 -- 40,Male,Europe,Doctorate's,Probability and Statistics,Probability and Statistics,"Adacemic Researcher (professor, post-doc, etc), Teacher",,Yes,10%,Six months ago,2--5 developers,Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not at all important,Not at all important,Somewhat important,Not important,Not important,Not important,Not important,Not important,Somewhat important,Somewhat important,Occasionally,Almost every time,Almost every time,Seldom,Seldom,Seldom,I consult with my colleagues.,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,,10%,Somewhat important,Occasionally,Occasionally,Occasionally,Occasionally,,"Python, C/C++",, 11/30/2017 10:46:34,40 -- 50,Male,South America,Doctorate's,Computational Mathematics,Climatology,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",https://cran.r-project.org/web/packages/spi/index.html,Yes,10%,Six months ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Very important,Important,Very important,Important,Important,Very important,Important,Important,Important,Very important,Very important,Occasionally,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Important,Very important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Generate more explanatory documentation possible,20%,Important,Almost every time,Almost every time,Almost every time,Every time,"raster, maptools, leaflet","Python, C/C++, C#, Shell Script",You could to get more detail the nature of the applications being developed by the target audience of the interview,josemir.neves@gmail.com 11/30/2017 10:48:40,40 -- 50,Male,Europe,Doctorate's,Applied mathematics,"Bioinformatics, machine learning","Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/apcluster/index.html,Yes,20%,One day ago,2--5 developers,Important,Important,More time,Same amount of time,Same amount of time,Very important,Important,Important,Somewhat important,Not at all important,Important,Important,Important,Important,Important,Very important,Seldom,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Not at all important,Somewhat important,Somewhat important,Not at all important,Important,Important,Not at all important,Not at all important,Novice understanding,Understand for the most part,Expert-level understanding,Vague understanding,Understand for the most part,Expert-level understanding,Novice understanding,Understand for the most part,"1. Keeping up to date regarding the surrounding environments (Linux, R, Bioconductor, etc) / 2. Dogmatic CRAN rules / 3. Workload incurring by having to survey discussions related to my software on mailing lists and platforms like StackExchange.",20%,Very Important,Occasionally,Occasionally,Almost every time,Occasionally,"randomForest, e1071, kebabs","Python, C/C++",,yes 11/30/2017 10:49:18,40 -- 50,Male,Europe,Doctorate's,Statistics,Drug development/phamaceuticals,"Industrial Research Scientist, Software Engineer/Programmer, Consultant",https://github.com/harrysouthworth/texmex,Yes,20%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Somewhat important,Not at all important,Not at all important,Somewhat important,Important,Important,Very important,Very important,Seldom,Seldom,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,"Publishing, version control, finding time",90%,Very Important,Occasionally,Every time,Seldom,Every time,"ggplot2, gbm, texmex","Python, JavaScript",, 11/30/2017 10:51:06,30 -- 40,Male,Europe,Doctorate's,Statistics,Regression models,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/spikeSlabGAM/,Yes,20%,One day ago,2--5 developers,Very important,Important,More time,More time,Same amount of time,Very important,Somewhat important,Not important,Not at all important,Not at all important,Not important,Somewhat important,,,Very important,Very important,Seldom,Occasionally,Almost every time,Occasionally,Seldom,Almost every time,I decide what I want to work on next,Important,Somewhat important,Important,Important,Very important,Important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,No idea what it means,"people not reading my documentation, people not adhering to reasonable software engineering standards in their own packages, people not providing reproducible examples when reporting bugs or issues",50%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"ggplot2, dplyr, mgcv","C/C++, Shell Script",Q19 should allow multiple responses. ,fabian.scheipl@stat.uni-muenchen.de 11/30/2017 10:51:51,30 -- 40,Male,North America,Doctorate's,Geography,"land degradation monitoring, conservation",Non profit researcher,https://github.com/azvoleff/glcm,Yes,50%,One day ago,1 developer ( I work alone),Very important,Very important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Important,Somewhat important,Very important,Not important,Not important,Important,Very important,Occasionally,Occasionally,Every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Not important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,"handling poorly documented bug reports, having enough time to maintain software, and designing automated tests",70%,Very Important,Seldom,Occasionally,Almost every time,Every time,"ggplot, dplyr, raster","Python, C/C++, Shell Script",, 11/30/2017 10:52:47,over 60,Male,North America,Doctorate's,Applied Geochemistry,Statistical analysis of geochemical survey data,Emeritus Scientist,,Yes,0%,Six months ago,1 developer ( I work alone),Very important,Important,Less time,Less time,Same amount of time,Important,Important,Not at all important,Important,Not at all important,Not at all important,Somewhat important,Very important,Important,Not important,Not important,Occasionally,Every time,Never,Every time,Every time,Every time,I decide what I want to work on next,Very important,Not important,Very important,Very important,Important,Very important,Not important,Not at all important,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Capturing all the needs of a user requesting a new function. ,50%,Very Important,Occasionally,Almost every time,Seldom,Occasionally,,,"The story of the development of 'rgr' is in Garrett, R.G., 2013. The ‘rgr’ package for the R Open Source statistical computing and graphics environment - a tool to support geochemical data interpretation. Geochemistry: Exploration, Environment, Analysis, vol. 13, no. 4, pp. 355-378. doi 10.1144/geochem2011-106.",robert.garrett@canada.ca 11/30/2017 10:54:12,18 -- 30,Male,Europe,Master's,Statistics,E-commerce,"Engineer, Industrial Research Scientist, Manager/Supervisor",,Yes,50%,One day ago,5--10 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Somewhat important,Important,Important,Not at all important,Not at all important,Important,Not important,Not important,Somewhat important,Very important,Occasionally,Occasionally,Almost every time,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Bad specifications from business people and not defined expectations,50%,Very Important,Occasionally,Almost every time,Almost every time,Occasionally,"parallel, plyr, dplyr","C/C++, Java",,bertolomo@gmail.com 11/30/2017 10:54:24,30 -- 40,Male,North America,Doctorate's,Biology,Biogeography,Graduate Student,https://github.com/wallaceEcoMod/wallace,Yes,30%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Somewhat important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Important,Very important,Almost every time,Every time,Every time,Almost every time,Almost every time,Almost every time,I consult with my colleagues.,Important,Very important,Very important,Important,Very important,Important,Very important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,"1) I rely on Stack Exchange for answers to most programming questions, and sometimes the answer is not there; 2) oftentimes there is no support for R packages and a lack of open communication available with developers (i.e. through Github); 3) R package dependencies can change over time and break my software.",80%,Very Important,Occasionally,Every time,Occasionally,Occasionally,"ENMeval, dismo, shiny",,I like the fact that scientists are researching how other scientists use and develop software. I hope this results in a discussion of how open software and data is essential in today's science research. w00t!,jkass@gradcenter.cuny.edu 11/30/2017 10:54:56,30 -- 40,Male,Europe,Doctorate's,Marine species distributions: From data to predictive models,Biology,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Software Engineer/Programmer",https://github.com/lifewatch/sdmpredictors,Yes,50%,One day ago,2--5 developers,Important,Somewhat important,Much more time,Much more time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not important,Somewhat important,Important,Somewhat important,Somewhat important,Important,Important,Occasionally,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,I consult with my colleagues.,Somewhat important,Somewhat important,Important,Somewhat important,Important,Important,Important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,"constantly changing ecosystem, abandoned code",80%,Important,Seldom,Seldom,Seldom,Seldom,"biomod2, ggplot, sdmpredictors",Python,, 11/30/2017 10:55:57,40 -- 50,Male,Europe,Doctorate's,Mathematics,"Robust Statistics, Fraud Detection, Financial Statistics","Adacemic Researcher (professor, post-doc, etc)",https://r-forge.r-project.org/projects/distr/,Yes,10%,One day ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Important,Somewhat important,Important,Very important,Very important,Very important,Very important,Important,Almost every time,Almost every time,Every time,Every time,Every time,Every time,ideally: what I want to work on next; really: what CRAN urges me to do,Important,Very important,Important,Somewhat important,Important,Important,Important,Important,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,changing guidelines in CRAN; it is to the best of my software but takes much of the time I could otherwise invest into new features in the software,10%,Important,Occasionally,Almost every time,Occasionally,Almost every time,"robustbase, ROptEst, rrcov, MASS, evd, ismev, TSeries",C/C++,,peter.ruckdeschel@uni-oldenburg.de 11/30/2017 10:57:02,30 -- 40,Male,Europe,Doctorate's,Ecology (Bats),Ecology,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Software Engineer/Programmer",https://github.com/zoonproject/zoon,Yes,60%,One day ago,2--5 developers,Very important,Important,Much more time,More time,More time,Very important,Very important,Somewhat important,Somewhat important,Not at all important,Somewhat important,Somewhat important,Not at all important,Not at all important,Important,Very important,Every time,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I consult the software specification and choose the next piece to implement.,Very important,Somewhat important,Important,Important,Important,Somewhat important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Making software general if the face of many specific needs,80%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"sparta (mine), r2jags, ggplot2",,,tomaug@ceh.ac.uk 11/30/2017 10:57:53,over 60,Male,North America,Doctorate's,Statistics,Clinical trials,Industrial Research Scientist,https://github.com/cran/symmoments/blob/master/man/tomatching.Rd,Yes,10%,One year ago,1 developer ( I work alone),Somewhat important,Not important,Much more time,More time,More time,Very important,Not important,Not important,Somewhat important,,Not important,Important,Very important,Somewhat important,Somewhat important,Not important,Occasionally,Seldom,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Very important,Important,Very important,Very important,Very important,Very important,Important,Somewhat important,Understand for the most part,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,Vague understanding,,20%,Important,Seldom,Almost every time,Seldom,Occasionally,stats mvtnorm ape,SAS,,kemphillips@comcast.net 11/30/2017 10:59:00,over 60,Male,North America,Doctorate's,economics,statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Very important,Important,Somewhat important,Not important,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Every time,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,licensing issues when they arise are a pain,50%,Very Important,Occasionally,Almost every time,Almost every time,Occasionally,"quantreg, REBayes, SparseM","Fortran, Shell Script",, 11/30/2017 10:59:25,40 -- 50,Male,Europe,Doctorate's,Mathematical Biology,Energy,Data Scientist,,Yes,30%,One week ago,2--5 developers,Very important,Important,More time,More time,More time,Very important,Important,Important,Important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Occasionally,Almost every time,Occasionally,Seldom,Seldom,Seldom,I consult the software specification and choose the next piece to implement.,Somewhat important,Important,Important,Somewhat important,Important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,SUpportabiliy. scale up and maintenance,30%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"Rccp. lattice, effects","Python, C/C++, C#, JavaScript, Shell Script",, 11/30/2017 11:00:00,30 -- 40,Male,Europe,Master's,Statistics,Statistics and machine learning in engineering,"Adacemic Researcher (professor, post-doc, etc), System Administrator",,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,More time,More time,Same amount of time,Very important,Very important,Important,Not important,Very important,Very important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Occasionally,Every time,Every time,Every time,Occasionally,Almost every time,I decide what I want to work on next,,,,,,,,,,,,,,,,,,50%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,,"Python, Shell Script",, 11/30/2017 11:06:02,30 -- 40,Male,North America,Doctorate's,"Evolution, Ecology and Organismal Biology",Bioengineering,Industrial Research Scientist,https://github.com/alexkychen/assignPOP,Yes,60%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Occasionally,Almost every time,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,"finding correct answers examples from the Internet, identify the coding bug, and debugging ",60%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"assignPOP, adegenet, ggplot2","Python, C/C++, JavaScript, Shell Script",Please send me a copy of your final results or report.,alexkychen@gmail.com 11/30/2017 11:08:15,30 -- 40,Male,Europe,Doctorate's,"Statistics, Econometrics","economics, applied statistics, econometrics","Industrial Research Scientist, Consultant",https://cran.r-project.org/web/packages/,Yes,10%,One week ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Not important,Somewhat important,Very important,Somewhat important,Somewhat important,Very important,Very important,Every time,Every time,Almost every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Important,Important,Very important,Very important,Very important,Somewhat important,Very important,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,my optimism bias,10%,Important,Occasionally,Every time,Almost every time,Every time,"data.table, xlsx, neuralnet","C/C++, Fortran",, 11/30/2017 11:08:43,18 -- 30,Male,North America,Doctorate's,Civil Engineering,Hydrology and river mechanics,Graduate Student,https://github.com/rodlammers/countyfloods,Yes,70%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not important,Very important,,,,,Occasionally,Almost every time,Every time,Almost every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Somewhat important,Important,Important,Somewhat important,Very important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,"The biggest issue is not having a formal education in programming, specifically best practices and program structure. I can get things to work, but I don't know that it is the ""best"" or correct way.",70%,Very Important,Seldom,Every time,Occasionally,Almost every time,"dplyr, dataRetrieval, lubridate",C/C++,,rodlammers@gmail.com 11/30/2017 11:09:54,30 -- 40,Male,North America,Doctorate's,Economics,"Labor Economics, Informality, Productivity, Microeconometrics","Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",https://github.com/rodazuero/gmapsdistance,Yes,10%,One week ago,2--5 developers,Somewhat important,Very important,Much more time,More time,More time,Very important,Somewhat important,Somewhat important,Not important,Not important,Important,Very important,Not at all important,Not at all important,Not at all important,Very important,Seldom,Almost every time,Almost every time,Seldom,Seldom,Occasionally,I decide what I want to work on next,Important,Very important,Very important,Very important,Important,Very important,Very important,Very important,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Debug,100%,Very Important,Seldom,Almost every time,Occasionally,Every time,"shiny, ggplot2, gmapsdistance","Python, C/C++, Fortran, Shell Script",,rodazuero@gmail.com 11/30/2017 11:10:38,30 -- 40,Male,North America,Doctorate's,statistics,computational Bayesian statistics,Graduate Student,https://cran.r-project.org/web/packages/mapStats/index.html,Yes,60%,More than one year ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Important,Very important,Important,Somewhat important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Very important,Very important,Occasionally,Almost every time,Every time,Occasionally,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,"debugging, accounting for all potential inputs and ways the software could be used, figuring out the best structure of the problem",60%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"maptools, shiny, ggplot2",,"you may want to add ""not applicable"" columns to some of the questions",ackerman@temple.edu 11/30/2017 11:14:08,30 -- 40,Male,North America,Doctorate's,Chemistry,data analysis in chemistry,Government Research Scientist,https://cran.r-project.org/web/packages/CIAAWconsensus/index.html,Yes,30%,One week ago,1 developer ( I work alone),Important,Important,More time,More time,Much more time,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I consult with my colleagues.,Important,Important,Important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,time consuming process,30%,Important,Never,Occasionally,Seldom,Almost every time,"metafor, stringr, stats","Python, Java, JavaScript",, 11/30/2017 11:14:11,30 -- 40,Female,North America,Doctorate's,Animal Breeding & Genetics,genetic and genomic predictions in cattle,"Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor, Teacher",,Yes,10%,One month ago,1 developer ( I work alone),Very important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Not important,Not important,Not at all important,Not important,Very important,Not at all important,Not at all important,Somewhat important,Very important,Occasionally,Almost every time,Every time,Occasionally,Occasionally,Seldom,I decide what I want to work on next,Important,Very important,Very important,Very important,Very important,Important,Somewhat important,Not important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"functionality of existing software is too cumbersome (i.e., trying not to make redundant software, but needing too); cost of existing software; determining if another software has the same capabilities as what I have created (i.e., is my work really novel?)",20%,Very Important,Occasionally,Almost every time,Seldom,Every time,"base, my own scripts or packages, other packages based on need (varies)",,"There are other software outside of R that I use for research purposes (e.g., ASReml, Plink, etc.) that require some level of understanding about how to code and writing code, but not development. When these cannot provide the functionality I need or funds are not available for licenses, this is when I turn to software such as R to develop my own scripts and packages.",lauren.hanna@ndsu.edu 11/30/2017 11:16:05,40 -- 50,Male,Europe,Doctorate's,Biochemistry,Pharma R&D,Industrial Research Scientist,https://github.com/yannabraham/Radviz,Yes,50%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Important,Very important,Not at all important,Not important,Somewhat important,Somewhat important,Not important,Not important,Important,Very important,Very important,Occasionally,Occasionally,Every time,Seldom,Seldom,Seldom,I consult with my colleagues.,Somewhat important,,Important,Very important,Not important,Important,Somewhat important,Not important,Novice understanding,Novice understanding,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,"Science is a moving target so software requires constant adjustments, almost on a project-by-project basis",50%,Very Important,Occasionally,Every time,Occasionally,Almost every time,"ggplot2, dplyr, Radviz","Python, JavaScript",,yann.abraham@gmail.com 11/30/2017 11:17:05,18 -- 30,Male,North America,Doctorate's,Clinical psychology,Mood and anxiety disorders,Graduate Student,https://github.com/paytonjjones/networktools,Yes,20%,One week ago,1 developer ( I work alone),Somewhat important,Important,Much more time,Much more time,More time,Important,Not important,Very important,Not at all important,Not important,Not important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Very important,Somewhat important,Important,Somewhat important,Not important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,Vague understanding,Vague understanding,"Disseminating software, porting software to multiple OSs, reproducibility problems",60%,Very Important,Seldom,Every time,Seldom,Every time,"qgraph, igraph, networktools",JavaScript,, 11/30/2017 11:18:01,50 -- 60,Male,Europe,Master's,Mathematics,Applied statistics,Statisical consultant,,Yes,20%,One week ago,2--5 developers,Important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Not important,Not important,Not at all important,Not important,Not important,Important,Important,Important,Very important,Almost every time,Every time,Every time,Almost every time,Seldom,Occasionally,I consult with my colleagues.,Important,Somewhat important,Important,Important,Important,Important,Important,Important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Find time to meet and discuss the project. ,10%,Important,Occasionally,Almost every time,Seldom,Almost every time,"stats, knitr, ggplot2","C/C++, Fortran",I am not exactly a researcher but the coauthors of the package are., 11/30/2017 11:20:52,30 -- 40,Male,North America,Doctorate's,statistics,mixture models,non-profit research,,Yes,10%,One month ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,Much more time,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Somewhat important,Important,,,,Very important,Every time,Every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Novice understanding,No idea what it means,Understand for the most part,,10%,Very Important,Never,Every time,Occasionally,Occasionally,,,, 11/30/2017 11:21:25,40 -- 50,Male,North America,Doctorate's,Educational Psychology and Methodology,Higher Education,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/jbryer/TriMatch,Yes,10%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Not important,Not at all important,Not important,Somewhat important,Important,Important,Not important,Somewhat important,Important,Important,Occasionally,Occasionally,Almost every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Very important,Important,Important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Bugs that occur due to incorrectly formatted data inputs. Documentation for new users to statistical software.,50%,Very Important,Seldom,Almost every time,Occasionally,Every time,"ggplot2, shiny, PSAgraphics",,,jason@bryer.org 11/30/2017 11:22:09,30 -- 40,Male,North America,Doctorate's,Computer Science,Data Mining,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/predictive-technology-laboratory/sensus/wiki,Yes,10%,One day ago,2--5 developers,Very important,Important,,,,Very important,Somewhat important,Important,Not important,Not at all important,Very important,Somewhat important,Not at all important,Not at all important,Somewhat important,Not at all important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Not important,Important,Very important,Not important,Important,Important,Somewhat important,Not important,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,,80%,Very Important,Seldom,Occasionally,Occasionally,Seldom,,C#,, 11/30/2017 11:22:37,50 -- 60,Male,Europe,Doctorate's,Economics,Applied statistics for environmental and earth sciences,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,,,,Very important,Somewhat important,Not at all important,Not at all important,Not important,Somewhat important,,Very important,Very important,Very important,Very important,Occasionally,Every time,Every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Important,Very important,Not important,Very important,Very important,Somewhat important,Not at all important,Novice understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Changes in hosting environments.,30%,Very Important,Seldom,Every time,Almost every time,Every time,data.table parallel,,, 11/30/2017 11:24:17,30 -- 40,Male,Europe,Doctorate's,Epidemiology,prediction modeling research,"Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor, Software Engineer/Programmer, Teacher", https://CRAN.R-project.org/package=metamisc,Yes,20%,One day ago,2--5 developers,Very important,Very important,More time,Same amount of time,Same amount of time,Important,Somewhat important,Important,Somewhat important,Not important,Somewhat important,Important,,,Important,Important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Important,Very important,Important,Important,Somewhat important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,keeping software simple for use as well as for maintenance,50%,Very Important,Occasionally,Every time,Almost every time,Almost every time,"lme4, metafor, ggplot2","Java, Shell Script",,thomas.debray@gmail.com 11/30/2017 11:24:39,18 -- 30,Male,Europe,Master's,Biology,ecology,Graduate Student,https://github.com/levisc8/spind,Yes,10%,One day ago,2--5 developers,Very important,Important,Less time,Less time,Less time,Very important,Very important,Not at all important,Somewhat important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Very important,Every time,Every time,Every time,Almost every time,Occasionally,Every time,I decide what I want to work on next,Important,Very important,Very important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Collaborators are unfamiliar with GitHub or other version control. Program optimization. ,40%,Very Important,Seldom,Almost every time,Seldom,Occasionally,"dplyr, ggplot2, stringr",C/C++,, 11/30/2017 11:29:34,over 60,Male,North America,Doctorate's,Biostatistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/harrelfe,Yes,10%,One week ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Very important,Very important,Very important,Not at all important,Very important,Very important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Not important,Very important,Important,Important,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Coming up with good test scripts,30%,Very Important,Never,Occasionally,Almost every time,Seldom,"Hmisc, rms, rstan","Fortran, ratfor",, 11/30/2017 11:34:02,18 -- 30,Female,Asia,Master's,Mathematical Statistics,Bioinformatics,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://cran.r-project.org/web/packages/CINNA/index.html,Yes,50%,One day ago,1 developer ( I work alone),Important,Very important,Much more time,Much more time,Much more time,Very important,Somewhat important,Not at all important,Important,Not at all important,Important,Important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Every time,Almost every time,Almost every time,Almost every time,Occasionally,My supervisor tells me what to do.,Very important,Important,Very important,Very important,Important,Very important,Very important,Somewhat important,Understand for the most part,Vague understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,80%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"igraph, network, WGCNA",C#,,m_ashtiani@pasteur.ac.ir 11/30/2017 11:34:30,50 -- 60,Male,North America,Doctorate's,Boistatistics,medical research,Government Research Scientist,https://crantastic.org/authors/110,Yes,10%,One week ago,1 developer ( I work alone),Important,Very important,More time,More time,More time,Very important,Somewhat important,Somewhat important,Not important,Not at all important,Not at all important,Important,Important,Important,Important,Important,Occasionally,Every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Important,Important,Important,Important,Important,Important,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Novice understanding,Understand for the most part,deciding how much time to devote to developing the software,60%,Very Important,Seldom,Occasionally,Almost every time,Seldom,"stats, coin, survival",,My primary work is developing new statistical methods. I mostly create the software so my primary work will be used.,mfay@niaid.nih.gov 11/30/2017 11:38:12,40 -- 50,Male,North America,Doctorate's,Soil Science,Water pollution,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://CRAN.R-project.org/package=rcompanion,Yes,10%,One month ago,1 developer ( I work alone),Somewhat important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Not at all important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Not at all important,Very important,Very important,Every time,Every time,Every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Novice understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Novice understanding,Finding the time. My own lack of statistical knowledge. My own lack of programming knowledge and skill.,10%,Very Important,Almost every time,Every time,Never,Occasionally,emmeans. car. ggplot2.,,, 11/30/2017 11:38:47,18 -- 30,Male,Europe,Doctorate's,statistic,statistic,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/micemd/index.html,Yes,10%,Six months ago,1 developer ( I work alone),,Very important,More time,More time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Almost every time,Every time,Occasionally,Almost every time,Almost every time,I fix the next high-priority bug assigned to me.,,Somewhat important,Somewhat important,Important,Important,Somewhat important,Not important,Important,No idea what it means,No idea what it means,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,50%,Very Important,Occasionally,Every time,,Occasionally,"mice, missMDA, micemd",,,vincent.audigier@cnam.fr 11/30/2017 11:39:45,40 -- 50,Male,North America,Doctorate's,Operations Research,Logistics and Industrial Data Science,Industrial Research Scientist,https://ram-n.github.io/weatherData/,Yes,30%,One week ago,11--20 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Important,Somewhat important,Not important,Somewhat important,Important,Very important,Very important,Very important,Very important,Occasionally,Seldom,Occasionally,Occasionally,Seldom,Seldom,I decide what I want to work on next,Not important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,"Inadequate testing, hard-coding & lack of comments",60%,Very Important,Occasionally,Occasionally,Seldom,Almost every time,ggplot2 dplyr caret,"Python, Shell Script",,ramnarasimhan@gmail.com 11/30/2017 11:40:34,40 -- 50,Male,Europe,Doctorate's,Statistics,Drug Development,Industrial Research Scientist,,No,10%,One week ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Important,Important,Somewhat important,Important,Very important,Not at all important,Very important,Very important,Important,Seldom,Occasionally,Occasionally,Occasionally,Seldom,Seldom,I consult with my colleagues.,Not at all important,Not important,Somewhat important,Somewhat important,Very important,Important,Not at all important,Not at all important,Novice understanding,Novice understanding,Expert-level understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,,10%,Very Important,Never,Almost every time,Seldom,Almost every time,,"C/C++, Java",, 11/30/2017 11:40:36,40 -- 50,Male,Europe,Doctorate's,psychology,structural equation modeling,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/yrosseel/lavaan,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,More time,More time,Same amount of time,Very important,Somewhat important,Not important,Not at all important,Important,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Seldom,Occasionally,Almost every time,Almost every time,Seldom,Seldom,I decide what I want to work on next,Not important,Not important,Somewhat important,Not important,Important,Somewhat important,Somewhat important,Not important,Novice understanding,Understand for the most part,,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,no enough time,50%,Very Important,Never,Occasionally,Occasionally,Seldom,lavaan mvtnorm lme4,"C/C++, Fortran",,Yves.Rosseel@UGent.be 11/30/2017 11:40:55,50 -- 60,Male,North America,Doctorate's,Biostatistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/Kenkleinman/rsatscan,Yes,10%,Three months ago,2--5 developers,Important,,Much more time,More time,Same amount of time,Very important,Important,Not important,Somewhat important,Not important,Not important,Not important,Not important,Not important,Not important,Not important,,,,,,,I look at yesterday's (the most recent) results and decide what to change in the program today.,,,,,,,,,,,,,,,,,,,,,,,,,,The questions I skipped on the previous page were too long for me to read. Apologies., 11/30/2017 11:41:44,40 -- 50,Male,North America,Doctorate's,plant science,food security (food science),"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,2--5 developers,Important,Not important,Same amount of time,More time,Same amount of time,Important,Somewhat important,Somewhat important,Somewhat important,Not important,Not important,Somewhat important,Not important,Somewhat important,Important,Important,Every time,Every time,Every time,Every time,Seldom,Seldom,I consult with my colleagues.,Important,Important,Important,Important,Important,Important,Important,Important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,1) deadlines; 2) graduate students ask me for statistical products that aren't necessarily easy to produce; 3) the millions of black boxes with respect to R functions,90%,Very Important,Seldom,Occasionally,,Almost every time,"base, stats, graphics",,,schwinghamer@hotmail.com 11/30/2017 11:42:06,40 -- 50,Male,Europe,Doctorate's,Biomedical engineering,data science for the cognitive and neural sciences,"Adacemic Researcher (professor, post-doc, etc)",https://r-forge.r-project.org/projects/cusp/,Yes,30%,One day ago,5--10 developers,Very important,Somewhat important,More time,More time,Same amount of time,Very important,Somewhat important,Not important,Not at all important,Very important,Not important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Occasionally,Occasionally,Every time,Every time,Almost every time,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Vague understanding,No idea what it means,"bad documentation, making software foolproof, input verification",50%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,,"C/C++, JavaScript, Swift, Fortran, Shell Script",,rgrasman@uva.nl 11/30/2017 11:42:22,18 -- 30,Male,Europe,Master's,Epidemiology and biostatistics ,Epidemiology,Graduate Student,https://github.com/leoly2017/wktmo,Yes,10%,Three months ago,1 developer ( I work alone),Very important,Somewhat important,Less time,Less time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Important,Not important,Somewhat important,Important,Important,Important,Important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Not well disseminated,10%,Very Important,Seldom,Seldom,Seldom,Seldom,"base, dplyr and tidyr ",No,,You.Li2@ed.ac.uk 11/30/2017 11:43:58,18 -- 30,Male,Europe,Master's,Information Systems,Machine Learning (Artificial Intelligence),"Software Engineer/Programmer, Data Scientist",https://github.com/dmarcous/CRAN_deepboost,Yes,40%,One day ago,11--20 developers,Very important,Important,Much less time,Less time,Same amount of time,Very important,Important,Somewhat important,Important,Not important,Not important,Somewhat important,,,Very important,Very important,Almost every time,Occasionally,Every time,Almost every time,Occasionally,Seldom,I consult the software specification and choose the next piece to implement.,Very important,Important,Important,Important,Very important,Important,Somewhat important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,"Documenting, Designing an easy to use API, Making it better than ""competitive"" software",30%,Very Important,Occasionally,Almost every time,Seldom,Every time,"tidyverse/dplyr, data.table, stringr","Python, C/C++, Java, Scala",Good luck,dmarcous@gmail.com 11/30/2017 11:44:03,30 -- 40,Female,Europe,Doctorate's,biology,ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/vdicolab/ecospat,Yes,40%,One week ago,5--10 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Important,Somewhat important,Not important,Not important,Somewhat important,Not important,Somewhat important,Very important,Very important,Almost every time,Occasionally,Occasionally,Almost every time,Almost every time,Every time,I decide what I want to work on next,Important,Somewhat important,Important,Somewhat important,Important,Important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,"documentation, examples, generalization",60%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"biomod2, ecospat, ade4",Shell Script,,valeriadicola@gmail.com 11/30/2017 11:45:55,30 -- 40,Male,Europe,Doctorate's,Statistics,Statistics,Industrial Research Scientist,https://github.com/mayer79/missRanger,Yes,10%,One day ago,2--5 developers,Somewhat important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Very important,Very important,Very important,,Important,Important,Important,Almost every time,Occasionally,Every time,Almost every time,Almost every time,Occasionally,I consult with my colleagues.,Important,Somewhat important,Very important,,Important,Important,Important,Important,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Understand for the most part,Vague understanding,"Version handling of R packages, github not allowing mathjags",80%,Very Important,Seldom,Almost every time,Never,Every time,"ggplot2, reshape2, jsonlite",Python,, 11/30/2017 11:48:06,40 -- 50,Male,Europe,Master's,Electrical engineering,Machine Learning,"Adacemic Researcher (professor, post-doc, etc), Engineer, Software Engineer/Programmer",,Yes,30%,One day ago,2--5 developers,Very important,Important,More time,More time,Same amount of time,Important,Somewhat important,Important,Important,Not important,Not important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Occasionally,Seldom,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,50%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"dpplyr, ggplot",Python,, 11/30/2017 11:51:11,30 -- 40,Male,Europe,Doctorate's,virology,metagenomic,"Adacemic Researcher (professor, post-doc, etc)",https://CRAN.R-project.org/package=BoSSA,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Important,Very important,Occasionally,Occasionally,Never,Seldom,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Important,Somewhat important,Important,Somewhat important,Somewhat important,Vague understanding,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,"finding bug, reaching good execution speed, my own math limitation",60%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"ape, igraph, vegan",Python,, 11/30/2017 11:52:40,40 -- 50,Female,Europe,Doctorate's,Statistics,statistical learning,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/IPMRF/index.html,Yes,10%,One week ago,2--5 developers,Very important,Not important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Very important,Not at all important,Not at all important,Somewhat important,Important,Very important,Very important,Somewhat important,Somewhat important,Every time,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Very important,Very important,Very important,Somewhat important,Important,Important,Not at all important,No idea what it means,No idea what it means,Understand for the most part,Understand for the most part,Vague understanding,Understand for the most part,Novice understanding,No idea what it means,"A lot of time, and no recognized for academics. I am mathematician, not an expert in software.",50%,Very Important,Occasionally,Occasionally,Never,Seldom,"archetypes, shapes, fda",Matlab,,epifanio@uji.es 11/30/2017 11:53:29,18 -- 30,Male,North America,Doctorate's,Political Science,public agency performance analytics,Independent Statistical Consultant,https://www.github.com/jknowles/merTools,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,More time,Same amount of time,Same amount of time,Very important,Very important,Very important,Very important,Not at all important,Not at all important,Very important,,,,Very important,Every time,Every time,Every time,Every time,Almost every time,Every time,I decide what I want to work on next,Somewhat important,Important,Important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,"Validating results, meeting user expectations, deciding on user interaction",20%,Very Important,Occasionally,Almost every time,Almost every time,Every time,"dplyr, lme4, ggplot2","Python, Go",,jknowles@gmail.com 11/30/2017 11:55:51,40 -- 50,Female,North America,Doctorate's,Biostatistics,using data from genomic assays for developing diagnostic and prognostic classification systems,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/ordinalgmifs/index.html,Yes,20%,One month ago,2--5 developers,Very important,Very important,More time,Same amount of time,Less time,Very important,Important,Very important,Not important,Not at all important,Somewhat important,Important,Important,Important,Very important,Important,Almost every time,Every time,Almost every time,Almost every time,Almost every time,Every time,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Vague understanding,"Work environment does not allow us to have administrator rights on Windows-based machines (currently they can't control Macs and don't allow us to have Linux machines). While I have a Mac and Windows machine in my office, I can only do testing and installation on my Mac. I develop mostly in R and periodically R changes rules on requirements for submission or other little details and so I find myself constantly going back to their instructions (would like this to be more stable).",40%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"lme4, limma, pROC","Shell Script, Perl",,archer.43@osu.edu 11/30/2017 11:57:00,18 -- 30,Female,South America,Doctorate's,Statistics,Spatial statistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/fdebastiani/gamlss.spatial,Yes,10%,One month ago,2--5 developers,Very important,Important,More time,More time,More time,Very important,Very important,Very important,Very important,Somewhat important,Somewhat important,Very important,,,,Very important,Almost every time,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Important,Important,Very important,Very important,Very important,Important,Important,Very important,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,to speed up the code,20%,Very Important,Almost every time,Almost every time,Occasionally,Almost every time,"gamlss, gamlss.spatial, geoR, ",C/C++,I wish good luck with your research.,debastiani@de.ufpe.br 11/30/2017 11:57:05,30 -- 40,Male,Europe,Doctorate's,Computer Science,Data science,"Engineer, Software Engineer/Programmer",https://cran.r-project.org/web/packages/welchADF/index.html,Yes,80%,One day ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Important,Important,Very important,Very important,Not at all important,Important,Very important,Not at all important,Not at all important,Important,Important,Almost every time,Occasionally,Every time,Occasionally,Almost every time,Occasionally,I consult the software specification and choose the next piece to implement.,Very important,Somewhat important,Important,Important,Important,Important,Somewhat important,Important,Understand for the most part,Novice understanding,Expert-level understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,"1. Designing useful and easy-to-use interfaces, 2. Deciding on useful problems that need to be solved by coding, 3. Documenting so that anyone can use it easily and fast",30%,Important,Almost every time,Every time,Almost every time,Almost every time,"caret, ggplot2, car","Python, scala",,pjvi@decsai.ugr.es 11/30/2017 11:58:19,over 60,Male,North America,Doctorate's,,Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,2--5 developers,Somewhat important,Important,More time,More time,Same amount of time,Somewhat important,Important,Not important,Not important,Not important,Not important,Not important,Somewhat important,Important,Somewhat important,Somewhat important,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Not important,Not important,Somewhat important,Important,Important,Important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,not enough time,10%,Important,Seldom,Seldom,Seldom,Occasionally,copula Racpture nlme,C/C++,, 11/30/2017 11:59:11,40 -- 50,Male,North America,Doctorate's,Computer Engineering,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/FRCC/index.html,Yes,40%,One day ago,1 developer ( I work alone),Very important,Very important,,,,Very important,Very important,Very important,Somewhat important,Not important,Very important,Very important,Somewhat important,Somewhat important,Very important,Very important,Almost every time,Every time,Every time,Occasionally,Seldom,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Very important,Important,Very important,Important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Not enough time,50%,Very Important,Seldom,Never,Never,Almost every time,CCA,SAS,, 11/30/2017 12:01:09,50 -- 60,Male,Europe,Doctorate's,Neuroscience,Colour Perception,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/emkayoh/Dark,Yes,70%,One day ago,1 developer ( I work alone),Very important,Somewhat important,More time,More time,More time,Very important,Not important,Somewhat important,Somewhat important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Somewhat important,Important,Occasionally,Almost every time,Occasionally,Occasionally,Seldom,Almost every time,I decide what I want to work on next,Important,Somewhat important,Not important,Important,Somewhat important,Important,Somewhat important,Not important,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,70%,Very Important,Seldom,Occasionally,Almost every time,Almost every time,Dark,"C/C++, Matlab",,emkayoh@mac.com 11/30/2017 12:03:59,18 -- 30,Male,Europe,Master's,Geospatial technologies,spatio-temporal data analysis,Engineer,https://github.com/WilliamAMartinez/STMedianPolish,Yes,20%,One week ago,1 developer ( I work alone),Very important,Very important,Same amount of time,More time,Much more time,Very important,Very important,Very important,Very important,Not important,Not important,Not important,Somewhat important,Somewhat important,Important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,The lack of visibility of my project when I was not involved in a academic environment.,10%,Very Important,Almost every time,Every time,Occasionally,Almost every time,"STMedianPolish, Gstat, Maptools, SP, lattice, rgdal, knitr, nabor, spacetime, raster, zoo and reshape2 ",Python,"I am very interested in watching the final results of this research, I think that is excellent idea to see show with numbers how useful is programming in any research.",willimarti2008@gmail.com 11/30/2017 12:04:17,50 -- 60,,Europe,Doctorate's,Statistics,Statistics; Cancer - Radiology; Cancer - Genomics; Non invasive prenatal test,"Adacemic Researcher (professor, post-doc, etc)",,Yes,50%,One week ago,2--5 developers,Important,Important,More time,More time,Same amount of time,Very important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Important,Important,Important,Important,Occasionally,Never,Occasionally,Every time,Almost every time,Almost every time,,,,Very important,,Very important,Very important,,,Vague understanding,Vague understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,,30%,Important,,Almost every time,Occasionally,Occasionally,,"C/C++, Matlab",, 11/30/2017 12:06:08,40 -- 50,Male,North America,Doctorate's,Biostatistics,biostatistics ,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,2--5 developers,Very important,Important,Less time,Less time,Less time,Important,Very important,Very important,Very important,Somewhat important,Important,Very important,Somewhat important,Somewhat important,Important,Very important,Almost every time,Almost every time,Every time,Almost every time,Almost every time,Every time,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Very important,Very important,Very important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,managing software dependencies on other software,90%,Very Important,Occasionally,Every time,Almost every time,Every time,ggplot2 plyr limma,"Python, C/C++, JavaScript, Fortran, Shell Script","we scientists need help with software engineering, algorithms not sufficient ",jgelfing@gmail.com 11/30/2017 12:07:16,40 -- 50,Male,North America,Doctorate's,statistics,Pharmaceutical Drugs,Government Research Scientist,https://cran.r-project.org/web/packages/SurvDisc/index.html,Yes,10%,One day ago,1 developer ( I work alone),Very important,Not important,Much more time,More time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not important,Important,Important,Important,Important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Important,Important,Not important,Not important,Not important,Vague understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,Vague understanding,"making the functions easy for others to use, documentation, creating and uploading package",50%,Very Important,Seldom,Occasionally,Occasionally,Almost every time,"survival, mvtnorm, SASxport",Fortran,, 11/30/2017 12:07:54,30 -- 40,Male,North America,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much less time,Same amount of time,Much more time,Important,Very important,Somewhat important,Somewhat important,Not important,Somewhat important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Every time,Every time,Every time,Every time,Every time,Every time,I fix the next high-priority bug assigned to me.,Very important,Important,Important,Somewhat important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,,90%,Very Important,Every time,Occasionally,Almost every time,Every time,,"C/C++, C#",, 11/30/2017 12:08:23,30 -- 40,Male,North America,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One day ago,1 developer ( I work alone),Very important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Important,Important,Not at all important,Not at all important,Very important,Very important,Not at all important,Very important,Very important,Very important,Occasionally,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Not important,Important,Somewhat important,Important,Very important,Important,Important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Efficiency. Data management. ,40%,Very Important,Occasionally,Almost every time,Almost every time,Occasionally,qrjoint. quantreg. glmnet,C/C++,, 11/30/2017 12:13:36,30 -- 40,Male,North America,Doctorate's,Psychology,Cognition and perception,"Graduate Student, Software Engineer/Programmer",https://github.com/mvuorre/bmlm,Yes,50%,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,More time,Very important,Somewhat important,Somewhat important,Not at all important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Seldom,Almost every time,Seldom,Occasionally,Almost every time,I decide what I want to work on next,Not important,Not at all important,Somewhat important,Important,Very important,Somewhat important,Important,Not at all important,No idea what it means,Vague understanding,Vague understanding,Vague understanding,Understand for the most part,Vague understanding,Novice understanding,Vague understanding,,30%,Very Important,Occasionally,Every time,Seldom,Every time,"tidyverse, brms, knitr",Python,"Lots of typos, and some question categories seemed to contain too many items (i.e. one answer for many questions).",mv2521@columbia.edu 11/30/2017 12:15:38,18 -- 30,,North America,Master's,Applied and multivariate statistical computing,Statistical and affective computing,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, Teacher",https://www.uv.mx/personal/nehuerta/qvm/,Yes,20%,One week ago,1 developer ( I work alone),Very important,Very important,Less time,Same amount of time,More time,Very important,Somewhat important,Somewhat important,Somewhat important,Not important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,I consult the software specification and choose the next piece to implement.,Somewhat important,Important,Very important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,The developers don't understand the needs of the users,80%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"QVM, CONS and BAYESDEF",Python,"I think it is necessary to restructure the survey so that there are options focused on younger developers, as well as on the packages that each developer may have.",nehuerta@uv.mx 11/30/2017 12:16:06,30 -- 40,Male,North America,Doctorate's,Statistics and modeling,"Computational epidemiology, specifically network modeling for HIV prevention","Adacemic Researcher (professor, post-doc, etc)",https://github.com/rcc-uchicago/influenceR,Yes,50%,One week ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Very important,Very important,Not important,Not important,Very important,,,,,Almost every time,Almost every time,Occasionally,Every time,Seldom,Every time,I consult with my colleagues.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Novice understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,"Reproducibility, maintaining quality of software, Ease of use for other users",70%,Very Important,Every time,Every time,Every time,Every time,"statnet, igraph, dplyr",C/C++,, 11/30/2017 12:17:48,40 -- 50,Male,North America,Doctorate's,Economics,Econometrics,"Adacemic Researcher (professor, post-doc, etc)",https://r-forge.r-project.org/projects/gmm/,Yes,10%,One week ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not important,Not at all important,Not important,Not at all important,Not important,Important,Not at all important,Not at all important,Important,Important,Almost every time,Almost every time,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Very important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Not clear what you want here. ,70%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,"gmm, parallel, stats",Fortran,,pchausse@uwaterloo.ca 11/30/2017 12:20:47,30 -- 40,Male,North America,Doctorate's,Statistics ,Statistics for time series and random networks analysis ,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/vlyubchich/funtimes,Yes,10%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Not important,Not important,Not important,Not at all important,Not at all important,Very important,Very important,Almost every time,Every time,Almost every time,Almost every time,Every time,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Important,Very important,Important,Important,Important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Hard to bring students up to speed in coding to integrate/use their help,40%,Very Important,Almost every time,Almost every time,Occasionally,Almost every time,"Funtimes, igraph, snowboot",Matlab,, 11/30/2017 12:23:15,over 60,Male,North America,Doctorate's,,Personality theory and psychometric theory,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/psych/index.html,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Not at all important,Not important,Not at all important,Very important,Very important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Important,Very important,Somewhat important,Not at all important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,,50%,Very Important,Occasionally,Every time,Seldom,Almost every time,"psych, lavaan, Core R","Fortran, HTML 5, PHP",,revelle@northwestern.edu 11/30/2017 12:23:30,30 -- 40,Male,North America,Doctorate's,Economics,"Econometrics, statistics",Graduate Student,https://cran.r-project.org/web/packages/rdlocrand/index.html,Yes,10%,Six months ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Not important,Not important,Important,Very important,Very important,Not at all important,Not at all important,Not at all important,Important,Every time,Almost every time,Every time,Every time,Almost every time,Every time,My supervisor tells me what to do.,Very important,Important,Very important,Very important,Very important,Very important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,,30%,Very Important,Occasionally,Every time,Occasionally,Almost every time,"Hmisc, sandwich, rdrobust",Stata,,gvazquez@umich.edu 11/30/2017 12:26:27,18 -- 30,Male,North America,Doctorate's,Statistics,statistics,Graduate Student,https://github.com/jthaman/ciTools,Yes,10%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Important,Important,Important,Important,Not important,Not important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Almost every time,Almost every time,Occasionally,Seldom,Occasionally,I consult with my colleagues.,Somewhat important,Important,Important,Very important,Very important,Important,Important,Important,Novice understanding,Vague understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"getting other people to use git, writing documentation for new users",20%,Very Important,Seldom,Almost every time,Seldom,Seldom,"ggplot, Rcpp, energy","C/C++, Shell Script",,mail@johnhaman.org 11/30/2017 12:30:11,30 -- 40,Male,North America,Doctorate's,Biology,Population ecology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,1 developer ( I work alone),Very important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Not important,Not important,Not at all important,Not at all important,Somewhat important,Very important,Not important,Not important,Not important,Not important,Every time,Every time,Every time,Almost every time,Seldom,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Very important,Somewhat important,Very important,Important,Not important,Not important,Not at all important,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Understand for the most part,Vague understanding,Vague understanding,No idea what it means,"debugging, time to prepare documentation, optimizing code",50%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"nloptr, lme4, ggplot","Python, C/C++, Fortran",,troutinthemilk@gmail.com 11/30/2017 12:30:45,18 -- 30,Male,Asia,Doctorate's,Life science,"Physical anthropology, Stable isotope ecology",Graduate Student,https://cran.r-project.org/web/packages/WARN/index.html,Yes,20%,One month ago,1 developer ( I work alone),Important,Important,Much more time,More time,More time,Very important,Somewhat important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,,,,Very important,Every time,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Very important,Important,Important,Very important,Important,Very important,Important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,"To find suitable software design (mathematical model), Debugging, To speed-up calculation time",20%,Very Important,Seldom,Almost every time,Never,Occasionally,"WARN, siar, aplpack",,I would like to read your attainments resulted from this survey.,tsutayatakumi@gmail.com 11/30/2017 12:31:43,18 -- 30,Male,Asia,Doctorate's,Science,Environmental Science,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/yufree/rgabriel,Yes,30%,One year ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Important,Not important,Somewhat important,Not important,Not important,Somewhat important,Not important,Not important,Not important,Important,Occasionally,Almost every time,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Important,Important,Important,Important,Very important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,format,70%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"tidyverse, knitr, xcms","Python, Shell Script","Actually, I am developing enviGCMS package(already on CRAN), however you found the package I wrote four years ago ... :)",yufreecas@gmail.com 11/30/2017 12:33:23,30 -- 40,Male,Asia,Doctorate's,Statistics,Regression analysis,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One month ago,1 developer ( I work alone),Very important,Important,Less time,Same amount of time,More time,Very important,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Very important,,Important,Important,Important,Every time,Every time,Almost every time,Every time,Occasionally,Seldom,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Listing of collinearity diagnostic measure with there threshold value and formula,80%,Very Important,Every time,Almost every time,Almost every time,Almost every time,,"C/C++, Java, Fortran",, 11/30/2017 12:33:57,30 -- 40,Male,North America,Doctorate's,Theoretical ecology,Evolution of virulence,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/MarcoDVisser/aprof,Yes,30%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Not important,Not at all important,Important,Not at all important,Important,Very important,Not at all important,Not at all important,Very important,Very important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Somewhat important,Important,Somewhat important,Not important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"Time, scientists are too busy with publishing, grant writing and data collection. Software is an additional burden. Lack of skill, few people to delegate high level programming work to. Lack of funding. Almost no funds exists for those developing software in my field.",70%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,"I avoid black boxes, or higher level abstractions of the R language (Hadleyverse). Rcpp is probably the only important one.","C/C++, Shell Script, Julia, Matlab, octave, latex",Please check the spelling and grammar of the questionnaire. It could use a proof read. Was their room to submit multiple package links?,Marco.d.visser@gmail.com 11/30/2017 12:34:29,40 -- 50,Male,North America,Doctorate's,Anthropology,"Anthropology, Archaeology, Sustainability Science","Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/alineR/index.html,Yes,10%,One week ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Not at all important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Occasionally,Seldom,Every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Important,Somewhat important,Not important,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Finding time to do it myself, or finding/funding students to do the work. Also, as I do not code everyday as part of my job, it is hard to stay up to date in this quickly evolving field.",30%,Very Important,Occasionally,Occasionally,Occasionally,Almost every time,"ape, doMC, alineR",,,sean@codexdata.com 11/30/2017 12:37:24,50 -- 60,Male,Europe,Doctorate's,Mathematics,biomathematics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/package=gromovlab,Yes,10%,One year ago,1 developer ( I work alone),Somewhat important,Somewhat important,Less time,Less time,Same amount of time,Very important,Somewhat important,Very important,Not at all important,Somewhat important,Very important,Not at all important,Somewhat important,Important,Important,Important,Seldom,Occasionally,Occasionally,Occasionally,Occasionally,Seldom,I decide what I want to work on next,Somewhat important,Not important,Not important,Very important,Very important,Somewhat important,Not at all important,Not at all important,Vague understanding,Vague understanding,Novice understanding,No idea what it means,Vague understanding,Vague understanding,No idea what it means,No idea what it means,"typos, not reading manuals, typos",10%,Somewhat important,Occasionally,Almost every time,Occasionally,Seldom,"simecol, MASS2, timeseries","C/C++, Shell Script",, 11/30/2017 12:38:42,30 -- 40,Male,Europe,Doctorate's,Fisheries ecology,Fisheries science,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/mintoc/lhmixr,Yes,10%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Important,Not important,Not important,Not important,Very important,Not important,Not important,Important,Important,Occasionally,Occasionally,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Very important,Very important,Important,Not important,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,(1) De-bugging other's code. (2) Training non computer science students to write readily understandable and concise code. (3) Finding time to code.,90%,Very Important,Occasionally,Every time,Occasionally,Almost every time,"ggplot2, TMB, lme4",C/C++,,coilin.minto@gmit.ie 11/30/2017 12:39:59,50 -- 60,Male,Europe,Doctorate's,Statistics,Statistical Process Control,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Same amount of time,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Somewhat important,Important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,"size of the code, changes of the language documentation",20%,Somewhat important,Occasionally,Almost every time,Occasionally,Occasionally,"tikzDevice, stat, spc",C/C++,, 11/30/2017 12:40:13,30 -- 40,Male,North America,Doctorate's,Psychology,Predictive Analytics,"Industrial Research Scientist, Software Engineer/Programmer, Data Scientist",https://github.com/russellpierce/naptime,Yes,40%,One day ago,2--5 developers,Very important,Very important,More time,More time,More time,Very important,Very important,Somewhat important,Not at all important,Somewhat important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Important,Seldom,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Not important,Not important,Important,Important,Important,Somewhat important,Not important,Vague understanding,No idea what it means,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Dependency management and robustness of dependencies,40%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"survival, testthat, lme4","Python, C/C++, Shell Script",You could have extracted the non-CRAN repo locations from most DESCRIPTION files. ,Russell.s.pierce@gmail.com 11/30/2017 12:40:17,30 -- 40,Male,North America,Doctorate's,Statistics,causal inference,"Adacemic Researcher (professor, post-doc, etc)",http://github.com/markmfredrickson/optmatch,Yes,20%,One day ago,2--5 developers,Somewhat important,Somewhat important,Much less time,Much less time,Same amount of time,Important,Somewhat important,Important,Somewhat important,Important,Very important,Important,,,Very important,,Occasionally,Almost every time,Every time,Almost every time,Occasionally,Occasionally,I consult with my colleagues.,,,,,,,,,,,,,,,,,,,,,,,,,,, 11/30/2017 12:41:49,18 -- 30,Male,Europe,Master's,Biology,Biology and Natural Resources,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/jabiologo/rWind,Yes,30%,One month ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Not at all important,Not at all important,Not important,Not at all important,Not at all important,Somewhat important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,Every time,I consult with my colleagues.,Somewhat important,Somewhat important,Somewhat important,Important,Important,Very important,Important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,bugs,70%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"ape, raster and phangorn","Python, C/C++, netlogo",, 11/30/2017 12:42:36,40 -- 50,Male,Europe,Doctorate's,Experimental hematology,Bioinformatics research on hematologic tumors,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/FBN/index.html,Yes,30%,One day ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Very important,Somewhat important,Important,Somewhat important,Not important,Somewhat important,Important,Very important,Very important,Very important,Almost every time,Every time,Seldom,Almost every time,Seldom,Seldom,I consult with my colleagues.,Somewhat important,Very important,Very important,Very important,Somewhat important,Important,Somewhat important,Somewhat important,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,"computational resources, customization, knowledge of the most appropriate language to face a project",50%,,Every time,Every time,Seldom,Almost every time,"survival, biomaRt, ggplot2 ","Python, Shell Script",, 11/30/2017 12:45:49,30 -- 40,Male,North America,Doctorate's,Integrated Bioscience,evolution,"Adacemic Researcher (professor, post-doc, etc)",https://CRAN.R-project.org/package=pavo,Yes,30%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,Same amount of time,Very important,Important,Not important,Not at all important,Not at all important,Very important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Every time,Almost every time,Almost every time,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Important,Important,Very important,Very important,Very important,Very important,Important,Somewhat important,No idea what it means,No idea what it means,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,No idea what it means,predicting ways user will use the code and preventing issues that may arise,90%,Very Important,Occasionally,Every time,Almost every time,Almost every time,"pavo, ape, geiger",,, 11/30/2017 12:46:31,over 60,Male,North America,Doctorate's,Statistics,data visualization,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://cran.r-project.org/web/packages/qqtest/index.html,Yes,20%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Important,Not important,Not at all important,Somewhat important,Somewhat important,Very important,Somewhat important,Important,Very important,Every time,Occasionally,Every time,Every time,Almost every time,Every time,I decide what I want to work on next,Important,Somewhat important,Important,Important,Very important,Important,Somewhat important,Somewhat important,Vague understanding,Understand for the most part,Expert-level understanding,Novice understanding,Vague understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,"Finding the time and/or quality assistants to code up new ideas. Updating/adapting my software as underlying software (platforms, OS, etc.) update. Wrestling with version control systems (github, svn, etc.)",40%,Very Important,Occasionally,Every time,Seldom,Occasionally,"loon, zenplots, qqtest, PairViz, scagnostics, graph, base and grid graphics. (first four are mine, so I have added three more which are not)","Python, C/C++, Shell Script","My research is expressed almost entirely in the software I produce. My work is in producing general analyst tools, not in the implementation of my new mathematical methodology or in tools for a particular application. I would also like to mention that the IDE provided by RStudio is exceptionally important in software development, in data analysis, and in teaching.",rwoldford@uwaterloo.ca 11/30/2017 12:46:35,18 -- 30,Male,North America,Doctorate's,Evolutionary ecology,Evolutionary ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/willpearse/pez,Yes,10%,One week ago,2--5 developers,Very important,Important,More time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,Very important,Not important,Very important,,,,Very important,Seldom,Every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Very important,Important,Somewhat important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,User feedback,70%,Very Important,Occasionally,Every time,Occasionally,Occasionally,"pez, caper, rstan","Python, C/C++, Shell Script, Ruby","I learnt to program while in high school, but had no classes in it. Some of your questions assume I've been working professional for over 5 years; I've been a professor for only one year.", 11/30/2017 12:57:46,40 -- 50,Male,North America,Doctorate's,Structural Biology and Biochemistry,drug discovery,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/xtal/index.html,Yes,10%,One day ago,2--5 developers,Very important,Important,Much more time,,,Very important,Important,Not at all important,Somewhat important,Not important,Not important,Not important,Not important,Not important,Not important,Very important,Almost every time,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Very important,Very important,Important,Important,Important,Important,Important,Important,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,statistics,10%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"cellHTS2, investr, ggplot2",Python,"need ""Not Applicable"" option", 11/30/2017 13:02:08,18 -- 30,Male,Europe,Doctorate's,Principal Component Analysis for outlier detection in population genetics,Population genetics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/bcm-uga/pcadapt,Yes,30%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,More time,Very important,Important,Not at all important,Not important,Not at all important,Not at all important,Not important,Not important,Not important,Not important,Very important,Occasionally,Occasionally,Every time,Almost every time,Occasionally,Almost every time,I fix the next high-priority bug assigned to me.,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,Unreproducible bugs,50%,Very Important,Almost every time,Almost every time,Occasionally,Every time,"ggplot, Rcpp, shiny",C/C++,, 11/30/2017 13:02:55,30 -- 40,Male,South America,Doctorate's,Biological Sciences - Zoology,Ecology; Impact assessment; Experimental Design; Meta-analysis,"Adacemic Researcher (professor, post-doc, etc)",https://CRAN.R-project.org/package=GAD,No,0%,More than one year ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Occasionally,Occasionally,Every time,Almost every time,Almost every time,I consult with my colleagues.,Somewhat important,Very important,Important,Important,Very important,Very important,Very important,Important,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Find time to code; Study and remember the source code; Be innovative.,50%,Very Important,Occasionally,Almost every time,Never,Seldom,metafor; nlme; vegan,,, 11/30/2017 13:05:21,18 -- 30,Male,North America,Doctorate's,Economics,Econometrics,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Teacher",,Yes,10%,One week ago,2--5 developers,Important,Somewhat important,Less time,Less time,Same amount of time,Very important,Important,Very important,Somewhat important,Not at all important,Very important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,10%,Important,Seldom,Every time,Every time,Occasionally,,,, 11/30/2017 13:06:47,18 -- 30,Male,Europe,Master's,Physical Geography,Animal Movement,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/RRemelgado/rsMove,Yes,40%,One day ago,1 developer ( I work alone),Important,Important,Much less time,Less time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,I decide what I want to work on next,Important,Very important,Somewhat important,Very important,Important,Somewhat important,Somewhat important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Getting concrete information on user requirements.,40%,Somewhat important,Seldom,Almost every time,Almost every time,Occasionally,"raster, rsMove, ggplot2",IDL,,ruben.remelgado@uni-wuerzburg.de 11/30/2017 13:09:18,30 -- 40,Male,Europe,Master's,Mathematics,Risk Management,"Graduate Student, Software Engineer/Programmer",https://github.com/shosaco/vistime,Yes,40%,One day ago,2--5 developers,Very important,Important,Much more time,More time,More time,Important,Important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,,,,,,,I look at yesterday's (the most recent) results and decide what to change in the program today.,,,,,,,,,,,,,,,,,,,,,,,,,,, 11/30/2017 13:09:37,18 -- 30,Male,South America,Doctorate's,Computing Science,Data Science and Data Mining,"Adacemic Researcher (professor, post-doc, etc)",,Yes,70%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,Same amount of time,Less time,Very important,Very important,Important,Not important,Important,Important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Every time,Almost every time,Almost every time,Every time,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Not at all important,Very important,Important,Somewhat important,Somewhat important,Not important,No idea what it means,Vague understanding,No idea what it means,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,Vague understanding,"Bugs, date, documentation",50%,Very Important,Occasionally,Every time,Almost every time,Every time,"ggplot2, rgeos, plyr","Python, C/C++, Ox",The URL is failing: www.de.ufpe.br/~cysneiros/psda.html,wjfs@cin.ufpe.br 11/30/2017 13:10:32,30 -- 40,Male,North America,Doctorate's,Water resources engineering,Hydrology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/swd-turner/scenario,Yes,10%,Three months ago,1 developer ( I work alone),Important,Important,Much more time,More time,More time,Very important,Somewhat important,Important,Not important,Somewhat important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Very important,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,80%,Very Important,Occasionally,Almost every time,Occasionally,Every time,"dplyr, stats, ggplot",Python,, 11/30/2017 13:13:10,40 -- 50,Male,South America,Doctorate's,"computer science, mathematics","logic, computational linguistics, NLP, knowledge representation and reasoning","Adacemic Researcher (professor, post-doc, etc), Industrial Research Scientist",https://github.com/arademaker/dicionariosIBGE,Yes,30%,One day ago,2--5 developers,Very important,Very important,Less time,Same amount of time,Same amount of time,Somewhat important,Somewhat important,Important,Important,Important,Important,Important,Important,,,,Every time,Every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Very important,Very important,Important,Very important,Very important,Very important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,lack of documentation from others.,70%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,I am not working with R so frequentely.,"Lua, Lisp, Haskell",, 11/30/2017 13:13:44,18 -- 30,Female,North America,Doctorate's,Statistics,statistical forensics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/sctyner/geomnet,Yes,20%,Three months ago,1 developer ( I work alone),Very important,Not important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Important,Seldom,Every time,Occasionally,Seldom,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Important,Important,Important,Very important,Important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,"lack of standards, lack of informative documentation, lack of knowledge of existing software",90%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"dplyr, tidyr, ggplot2",Shell Script,, 11/30/2017 13:13:46,18 -- 30,Male,North America,Doctorate's,Statistics,Machine Learning,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Important,Somewhat important,Somewhat important,Not at all important,Important,Important,Important,,,,,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Very important,,Important,Somewhat important,Not at all important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,,50%,Somewhat important,Never,Occasionally,Occasionally,Almost every time,,C/C++,, 11/30/2017 13:13:59,18 -- 30,Male,Europe,Doctorate's,Biology ,genetics and physiology,Graduate Student,https://github.com/cran/FishResp,Yes,30%,One day ago,2--5 developers,Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Not important,Somewhat important,Somewhat important,Not at all important,Not at all important,Very important,,,,,Every time,Almost every time,Seldom,Every time,Every time,Every time,I consult with my colleagues.,Very important,Somewhat important,Important,Very important,Not important,Important,Important,Important,Novice understanding,Vague understanding,Novice understanding,Understand for the most part,No idea what it means,Vague understanding,Novice understanding,Novice understanding,,30%,Very Important,Occasionally,Every time,Occasionally,Every time,"lattice, chron, MCMCglmm",Java,Nice questionary!,sergey.morozov@helsinki.fi 11/30/2017 13:14:42,18 -- 30,Male,North America,Bachelor's,Molecular Biology,Bioinformatics,Graduate Student,https://github.com/rmonad,Yes,80%,One day ago,1 developer ( I work alone),Very important,Very important,More time,More time,Same amount of time,Very important,Not at all important,Somewhat important,Not important,Not at all important,Important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Seldom,Every time,Every time,Every time,Every time,I decide what I want to work on next,Not at all important,Important,Very important,Very important,Very important,Very important,Very important,Not at all important,Vague understanding,Understand for the most part,Expert-level understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,"In the context of R: 1) The language isn't strictly typed - this is the root cause of all kinds of madness 2) Function calls are too slow for use in tight loops; no tail recursion 3) Idiosyncrasies of a thousand kinds R is great for scripting, but dreadful for software development. Us poor R developers suffer unimaginably to bring ungrateful R users all their scripting power.",10%,Important,Occasionally,Never,Occasionally,Every time,"ggplot, dplyr, magrittr","Python, C/C++, Shell Script, Haskell",,zbwrnz@gmail.com 11/30/2017 13:15:00,30 -- 40,,North America,Doctorate's,Fisheries and Wildlife,Ecology,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Software Engineer/Programmer",https://github.com/jsta/wql,Yes,30%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Python, Fortran, Shell Script",,stachel2@msu.edu 11/30/2017 13:16:21,50 -- 60,Male,Europe,Doctorate's,chemical engineering,chemistry,Engineer,,Yes,60%,One day ago,1 developer ( I work alone),Very important,Important,Much less time,Less time,Same amount of time,Very important,Somewhat important,Important,Somewhat important,Important,Important,Important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Almost every time,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Important,Important,Somewhat important,Important,Important,Somewhat important,Not important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,No idea what it means,No idea what it means,"software compatibility, documentaion on algorithm, testing",70%,Very Important,Seldom,Almost every time,Occasionally,Every time,"desolve,matrix,xchemimetricwithR","Python, C/C++, Fortran, vba ","good initiative, glad to participate",gianmarco.polotti@gmail.com 11/30/2017 13:16:39,40 -- 50,Male,North America,Doctorate's,Physics,toxicology of and exposure to environmental chemicals,Government Research Scientist,https://github.com/USEPA/CompTox-ExpoCast-httk,Yes,40%,One day ago,2--5 developers,Very important,Important,Less time,Same amount of time,Same amount of time,Very important,Very important,Very important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Every time,Almost every time,Every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Consistency between multiple projects,50%,Very Important,Seldom,Occasionally,Every time,Every time,"ggplot2, desolve, randomForest",C/C++,, 11/30/2017 13:17:49,40 -- 50,Male,North America,Doctorate's,Statistics,Statistics,"Industrial Research Scientist, Software Engineer/Programmer",https://cran.r-project.org/web/packages/Boom/index.html,Yes,60%,One day ago,1 developer ( I work alone),Very important,Very important,More time,More time,Same amount of time,Very important,Very important,Important,Not at all important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Almost every time,Every time,Every time,Every time,Occasionally,Every time,I decide what I want to work on next,Important,Important,Very important,Important,Very important,Very important,Very important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Vague understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,"Changing, undocumented requirements on the part of the CRAN maintainers.",30%,Very Important,Seldom,Every time,Occasionally,Almost every time,"bsts, BoomSpikeSlab, Boom ",C/C++,, 11/30/2017 13:20:47,40 -- 50,Male,Asia,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/xgsu/coxphMIC,Yes,30%,Six months ago,1 developer ( I work alone),Important,Very important,More time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Documenting the functionality; Lots of small issues to take care when publishing the package,10%,Very Important,Almost every time,Every time,Almost every time,Almost every time,stat; base; rpart; ,"Python, C/C++, Fortran",,xiaogangsu@gmail.com 11/30/2017 13:20:58,30 -- 40,Male,Europe,Doctorate's,Statistics,clustering,"Adacemic Researcher (professor, post-doc, etc), Teacher",,Yes,0%,Six months ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Important,Very important,Not important,Not important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Seldom,Seldom,Occasionally,Seldom,Seldom,I consult with my colleagues.,Not important,Important,Somewhat important,Important,Very important,Somewhat important,Somewhat important,Not important,Vague understanding,Vague understanding,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,,70%,Very Important,Seldom,Almost every time,Never,Never,"nomclust, NbClust, clusterGeneration",,, 11/30/2017 13:23:02,30 -- 40,Male,Asia,Doctorate's,Technology Management,Data Science,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/cran/DJL,Yes,30%,One day ago,5--10 developers,Very important,Very important,More time,Same amount of time,Less time,Very important,Very important,Not important,Not at all important,Not at all important,Not important,Very important,Not at all important,Not at all important,Important,Very important,Almost every time,Occasionally,Almost every time,Almost every time,Almost every time,Every time,User's feedback,Somewhat important,Not important,Somewhat important,Important,Very important,Very important,Not important,Not important,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,"Documentation, Trivialities required by admin, Standard coding conventions different from mine",90%,Very Important,Occasionally,Almost every time,Seldom,Seldom,"DJL, e1071, lpSolveAPI",Python,Share your survey results/research findings with us,tgno3.com@gmail.com 11/30/2017 13:24:22,40 -- 50,Male,North America,Doctorate's,mathematics,survey methods (statistics),Government Research Scientist,https://cran.r-project.org/web/packages/rpms/index.html,Yes,10%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,More time,Very important,Very important,Very important,Not important,Not important,Very important,Important,Important,Important,Very important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Seldom,Almost every time,I decide what I want to work on next,Very important,Not important,Important,Very important,Very important,Important,Somewhat important,Important,Understand for the most part,No idea what it means,Understand for the most part,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,Novice understanding,,80%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"rpms, sampling, survey",C/C++,"Concerning time during development it depends on who I am doing the development for. If I am doing it for my research where I am the only person expected to use it I spend a lot less time on the interface and specification of the code. If it is intended to be used by someone else or be made public, I spend my time very differently.",danielltoth@yahoo.com 11/30/2017 13:24:38,18 -- 30,Male,Asia,Bachelor's,Information Technology,Machine Learning,Student,https://github.com/amoghaUdupa/mma,Yes,20%,One day ago,2--5 developers,Important,Somewhat important,More time,More time,Same amount of time,Very important,Very important,Not important,Not important,Somewhat important,Very important,,,,,,Every time,Almost every time,Every time,Almost every time,Occasionally,Occasionally,I consult the software specification and choose the next piece to implement.,Very important,Very important,Important,Important,Very important,Not important,Not important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,Bad internet connection,40%,Very Important,Never,Seldom,Never,Occasionally,,"Python, C/C++, Java, C#, JavaScript",, 11/30/2017 13:30:19,over 60,Male,Europe,Doctorate's,Mathematics,Social science statistics,"Adacemic Researcher (professor, post-doc, etc)",http://r-forge.r-project.org/R/?group_id=461,Yes,40%,One week ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Not at all important,Somewhat important,Important,Important,Very important,Very important,Very important,Very important,Every time,Every time,Every time,Every time,Almost every time,Almost every time,My own ideas; and Requests and error reports from others.,Very important,Very important,Very important,Very important,Very important,Very important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Tracing where an error occurs; dealing with the complexity of existing progam architecture; documentation in a useful way (for users; for programmers).,30%,Very Important,Seldom,Almost every time,Seldom,Occasionally,RSiena (my own package); ggplot; stats; lme4,C/C++,I'm a mostly self-taught programmer. I wrote that high school was important not because of any programming lessons but because of my basic intellectual and mathematical training.,tom.snijders@nuffield.ox.ac.uk 11/30/2017 13:30:53,18 -- 30,Male,Europe,Doctorate's,Modelling latent variables in economics and finance,Sentiment analysis applied to finance,"Adacemic Researcher (professor, post-doc, etc)",,Yes,40%,One day ago,2--5 developers,Important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Not important,Not at all important,Not at all important,Somewhat important,Important,Very important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Every time,Almost every time,Occasionally,Almost every time,Almost every time,I consult with my colleagues.,,Somewhat important,Important,Very important,Very important,Important,Very important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Ensuring that the results are valid (bug may be hidden); working with non collaborative people; working with code not your own.,40%,Very Important,Seldom,Every time,Occasionally,Almost every time,"MSGARCH, Sentometrics, data.table","Python, C/C++",, 11/30/2017 13:33:53,30 -- 40,Male,North America,Doctorate's,Aquatic Ecology,environmental research and consulting,non-profit researcher,https://github.com/fawda123/WRTDStidal,Yes,50%,One day ago,2--5 developers,Very important,Important,More time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Not important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Occasionally,Every time,Occasionally,Almost every time,Almost every time,I consult with my colleagues.,Important,Important,Very important,Somewhat important,Important,Very important,Very important,Not important,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,"identifying input/output needs, documenting dependencies, error checking",50%,Very Important,Never,Every time,Occasionally,Every time,"tidyverse, knitr, shiny","Python, LaTeX",,mbafs2012@gmail.com 11/30/2017 13:43:11,30 -- 40,Male,North America,Bachelor's,General Education (High School grad),Chinese food safety and supply chain research at MIT,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/ropensci/comtradr,Yes,80%,One day ago,1 developer ( I work alone),Very important,Very important,Same amount of time,Same amount of time,More time,Very important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Almost every time,Every time,Occasionally,Occasionally,Every time,I determine what needs to be worked on next,Important,Somewhat important,Very important,Somewhat important,Important,Very important,Important,Important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,,90%,Very Important,Occasionally,Occasionally,Almost every time,Almost every time,"dplyr, ggplot2, httr","Python, C/C++, Shell Script",, 11/30/2017 13:43:38,40 -- 50,Male,North America,Doctorate's,Mathematics,Computational Chemistry,Software Engineer/Programmer,https://github.com/nullsatz/gputools,Yes,100%,One day ago,1 developer ( I work alone),Not at all important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Very important,Occasionally,Almost every time,Every time,Almost every time,Almost every time,Occasionally,My supervisor tells me what to do.,Somewhat important,Somewhat important,Somewhat important,Not important,Important,Somewhat important,Not important,Not important,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Vague understanding,Understand for the most part,Vague understanding,Vague understanding,,0%,Not at all important,Occasionally,Occasionally,Seldom,Seldom,,"Python, C/C++, Fortran, Shell Script",,bucknerj@umich.edu 11/30/2017 13:45:41,30 -- 40,Male,South America,Doctorate's,Electrical Engineering,Time series,"Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor, Teacher",https://cran.r-project.org/web/packages/BETS/index.html,Yes,50%,One day ago,11--20 developers,Important,Important,Much more time,More time,More time,Very important,Important,Important,Important,Not important,Somewhat important,Somewhat important,,Not important,Important,Very important,Every time,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,,40%,Very Important,Occasionally,Every time,Occasionally,Almost every time,BETS;NOWCASTING; FORECASTING,Python,,pedro.guilherme@fgv.br 11/30/2017 13:46:37,40 -- 50,Male,North America,Doctorate's,Computational Genomics,Precision medicine,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/igm-team/meaRtools,Yes,30%,One day ago,2--5 developers,Very important,Very important,Much less time,Less time,Less time,Very important,Somewhat important,Very important,Very important,Not at all important,Not at all important,Important,Very important,Very important,Not important,Very important,Every time,Almost every time,Every time,Occasionally,Occasionally,Almost every time,Tasks are planned ahead for at list 3 months time,Very important,Very important,Important,Somewhat important,Very important,Important,Somewhat important,Important,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,"1. Lack of clear framework for scientific code development, 2. Many various code conventions used, 3. Lack of dedicated quality control personnel ",30%,Very Important,Occasionally,Every time,Seldom,Every time,"stats, R/qtl, ggplot2","C/C++, Perl",Happy to help ! Goodluck!,sahar.gelfman@columbia.edu 11/30/2017 13:48:47,30 -- 40,Male,Europe,Master's,Computer Science,"remote sensing, education",Software Engineer/Programmer,https://github.com/zozlak/RODBCext,Yes,90%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Important,Not important,Important,Not important,Important,Important,Important,Important,Important,Important,Important,Almost every time,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I consult with my colleagues.,Important,Somewhat important,Very important,Important,Very important,Important,Very important,Somewhat important,Understand for the most part,Vague understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,,80%,Very Important,Occasionally,Occasionally,Almost every time,Almost every time,hadleyverse,"Python, JavaScript, PHP",,zozlak@zozlak.org 11/30/2017 13:50:01,30 -- 40,Female,Europe,Doctorate's,Computer science,Linguistic descriptions of complex phenomena,PhD Student,,Yes,30%,One month ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Very important,Very important,Somewhat important,Somewhat important,Very important,Somewhat important,Somewhat important,Very important,Very important,Every time,Every time,Every time,Every time,Every time,Every time,"A mix of 3,4,5 and 6 ",Very important,Very important,Very important,Very important,Very important,Very important,Very important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,,50%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,,"Java, JavaScript",, 11/30/2017 13:51:06,30 -- 40,Female,North America,Doctorate's,Statistics,Data science,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/chxy/MissingDataGUI,Yes,10%,More than one year ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Not important,Not important,Not important,Very important,Not important,Not important,Not important,Very important,Occasionally,Seldom,Every time,Almost every time,Occasionally,Almost every time,My supervisor tells me what to do.,Important,Very important,Very important,Important,Important,Important,Somewhat important,Not important,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,,70%,Very Important,Occasionally,Every time,Occasionally,Every time,"ggplot2, plyr, shiny",,, 11/30/2017 13:57:37,40 -- 50,Female,North America,Bachelor's,Geology,Forest ecology,"Software Engineer/Programmer, Research support. Similar to a lab tech but I don't do lab work.",https://github.com/LMurphy186232/likelihood,Yes,50%,One day ago,1 developer ( I work alone),Very important,Important,,,,Very important,Very important,Somewhat important,Very important,Not at all important,Very important,,Very important,Very important,Very important,Very important,Almost every time,Occasionally,Every time,Every time,Seldom,Every time,I consult the software specification and choose the next piece to implement.,Very important,Very important,Very important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,"Lack of time to fully implement the best solutions (I know this software could be better but it gets today's job done so I have to quit); lack of money to purchase proprietary tools, libraries, and access to computing resources; lack of a team environment - I work alone and it would be nice to have someone to review my ideas with",90%,Very Important,Almost every time,Every time,Almost every time,Every time,likelihood; rjags; RColorBrewer,"Python, C/C++, Java, Shell Script",, 11/30/2017 14:01:08,18 -- 30,Female,North America,Master's,Computer Science,hydrology,Software Engineer/Programmer,https://cran.r-project.org/web/packages/BrownDog/index.html,Yes,100%,One day ago,5--10 developers,Somewhat important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Very important,Not important,Not important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Very important,Every time,Every time,Every time,Seldom,Seldom,Occasionally,My supervisor tells me what to do.,Very important,Somewhat important,Important,Somewhat important,Not important,Important,Somewhat important,Very important,Novice understanding,Vague understanding,Understand for the most part,No idea what it means,Vague understanding,Understand for the most part,Vague understanding,Vague understanding,user-friendly UI design,100%,Important,Never,Never,Never,Never,browndog.R devtools,"Python, JavaScript, Scala","Our group cooperate with other scientist, so I am not totally suit for this survey. ", 11/30/2017 14:02:13,18 -- 30,Male,North America,Doctorate's,Bioengineering,Metabolomics,"Adacemic Researcher (professor, post-doc, etc)", https://cran.r-project.org/web/packages/erah/index.html,Yes,70%,One day ago,1 developer ( I work alone),Very important,Very important,Same amount of time,Much more time,Much more time,Very important,Not important,Not important,Not important,Important,Important,Very important,Important,Important,Somewhat important,Somewhat important,Occasionally,Occasionally,Every time,Seldom,Seldom,Occasionally,I decide what I want to work on next,Very important,Not important,Somewhat important,Important,Not important,Very important,Not important,Somewhat important,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,User interface and debugging: adapting it to the general public,70%,Very Important,Seldom,Seldom,Almost every time,Almost every time,"erah, mzR, JADE","C/C++, JavaScript, Shell Script",,xdomingo@scripps.edu 11/30/2017 14:02:35,30 -- 40,Male,North America,Doctorate's,Statistical genetics,Statistical genomics,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Software Engineer/Programmer",,Yes,40%,One day ago,2--5 developers,Very important,Important,More time,More time,Same amount of time,Very important,Somewhat important,Important,Somewhat important,Not at all important,Very important,Very important,Very important,Very important,Very important,Very important,Every time,Occasionally,Almost every time,Every time,Every time,Every time,"Mix of discussion with colleagues, previous results, assignment from supervisors, and the changing of research purpose.",Very important,Very important,Important,Very important,Very important,Very important,Important,Important,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Novice understanding,Identify demanding feature from users; Design user interface; intensive software testing without enough personnel.,60%,Very Important,Every time,Every time,Every time,Every time,,"C/C++, JavaScript, Shell Script, VBA",,zhiqiu.hu@gmail.com 11/30/2017 14:06:50,30 -- 40,Male,Asia,Bachelor's,statistics ,Statistician ,Government worker,https://cran.r-project.org/web/packages/lrmest/index.html,Yes,30%,Three months ago,1 developer ( I work alone),Very important,Important,Much more time,More time,More time,Very important,Important,Important,Very important,Important,Very important,Important,Somewhat important,Important,Important,Very important,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,Occasionally,My supervisor tells me what to do.,Very important,Important,Important,Important,Important,Important,Important,Important,Expert-level understanding,Understand for the most part,Understand for the most part,No idea what it means,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,,30%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,"MASS, psych","Python, C/C++, C#",results of this research will be helpful to find the best estimator in linear regression model.,sudeera333@gmail.com 11/30/2017 14:09:31,40 -- 50,Male,North America,Doctorate's,Biology,Geoinformatics,"Adacemic Researcher (professor, post-doc, etc)",http://github.com/ropensci/neotoma,Yes,60%,One week ago,2--5 developers,Very important,Important,Much more time,More time,More time,Very important,Important,Somewhat important,Not important,Very important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Important,Almost every time,Almost every time,Occasionally,Every time,Almost every time,Every time,I consult the software specification and choose the next piece to implement.,Important,Important,Important,Important,Very important,Very important,Very important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Sustainability, keeping up with technological developments, mapping complex scientific concepts into tools with good user experience",80%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"neotoma, leaflet, dplyr, ","Python, JavaScript",,goring@wisc.edu 11/30/2017 14:11:31,30 -- 40,Male,North America,Doctorate's,Computer Science,Bioinformatics,"Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor, Software Engineer/Programmer, Teacher",https://github.com/oneilsh/rstackdeque,Yes,10%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,More time,More time,Important,Somewhat important,Very important,Not important,Not important,Very important,Important,Not at all important,Not at all important,Important,Important,Almost every time,Occasionally,Every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Very important,Important,Very important,Somewhat important,Somewhat important,Somewhat important,Not important,Very important,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"1. Developer turnover - projects worked on serially by individuals (e.g., I have a project with a codebase initially developed by one person, inherited by a second [who graduated], and then further inherited by myself and another). 2. Overly-complex data and code models. Too often scientific developers reach for complicated solutions first, which are very difficult to maintain and debug. 3. Lack of reusability. Most software I develop will be one-time-use by design. (Not sure there's any way around that in this field.)",40%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"dplyr, tidyr, ggplot2","Python, Java, JavaScript, Shell Script",,shawn.oneil@cgrb.oregonstate.edu 11/30/2017 14:14:26,50 -- 60,Male,North America,Doctorate's,Political Science,social science data analysis,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, System Administrator",,Yes,50%,One day ago,2--5 developers,Important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Not at all important,Not at all important,Not important,Not important,Somewhat important,Important,Very important,Very important,Very important,Occasionally,Almost every time,Every time,Occasionally,Occasionally,Occasionally,I consult with my colleagues.,Somewhat important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,,60%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"rockchalk, kutils",C/C++,, 11/30/2017 14:15:42,18 -- 30,Male,North America,Master's,MD in Mathematical Sciences,Probability,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Teacher",https://github.com/INSP-RH/pifpaf,Yes,40%,One day ago,2--5 developers,Very important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Not important,Important,Not important,Not at all important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Very important,Seldom,Every time,Occasionally,Occasionally,Almost every time,Every time,I consult with my colleagues.,Very important,Important,Important,Somewhat important,Important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"1) Convincing others that the software is an important (and expensive) piece of research and that oftentimes you need to develop it from scratch because the commercial platforms don't have specifically what you are looking for (beats me why you are willing to pay thousands to STATA or SPSS and not to someone who will actually develop the program you actually need) 2) Convincing the boss that there is nothing wrong with sharing your software / making it open-source. 3) Intuitive design (our intended audience usually uses computers only for MS Word) ",80%,Very Important,Never,Occasionally,Seldom,Occasionally,1) ggplot2 2) Rcpp 3) survey,"Python, C/C++, Java, JavaScript, Matlab / Octave / ","There was a question regarding how important it was developing software in my professional life 15 years ago. Given that I've only worked for 6 years it's a question that is impossible to answer correctly. I would suggest asking first ""how much time have you been in the professional life?"" to filter the question. Thanks ",rzepeda17@gmail.com 11/30/2017 14:18:29,18 -- 30,Male,Europe,Doctorate's,Discovering realistic process models from event data,Business Process Management,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, Teacher",https://github.com/gertjanssenswillen/xesreadR,Yes,50%,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Somewhat important,Not at all important,Somewhat important,Important,,,,Very important,Occasionally,Almost every time,Every time,Almost every time,Almost every time,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Somewhat important,Important,Somewhat important,Somewhat important,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Difficult to publish (e.g. scientific journal). Lacking documentation of other software. ,80%,Very Important,Occasionally,Almost every time,Almost every time,Every time,"bupaR, dplyr, ggplot",Python,,gert.janssenswillen@uhasselt.be 11/30/2017 14:20:40,over 60,Male,Europe,Master's,aircraft construction,statistical software (pensioner),Engineer,https://cran.r-project.org/,Yes,20%,One day ago,1 developer ( I work alone),Not important,Somewhat important,,,Same amount of time,Important,Somewhat important,Not important,Not important,Not at all important,Not at all important,Not at all important,Important,Important,Important,Important,Never,Almost every time,Never,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,search where the error is,0%,Not important,Seldom,Seldom,Never,Seldom,vfcp,,, 11/30/2017 14:25:21,50 -- 60,Female,Europe,Doctorate's,Human information processing and textual data,"Textual data analysis, Multivariate data analysis, Marketing research","Adacemic Researcher (professor, post-doc, etc), Teacher",https://cran.r-project.org/web/packages/Xplortext/index.html,Yes,30%,One day ago,2--5 developers,Very important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Important,Somewhat important,Not important,Not important,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Occasionally,Seldom,Every time,Seldom,Occasionally,I consult with my colleagues.,Somewhat important,Not important,Not at all important,Important,Somewhat important,Somewhat important,Somewhat important,Not important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,Vague understanding,,80%,Very Important,Seldom,Every time,Occasionally,Occasionally,"FactoMineR, Xplortext, tm",Python,, 11/30/2017 14:28:22,30 -- 40,Male,North America,Doctorate's,Statistical Genetics,Data science,Data science freelancer,https://cran.r-project.org/web/packages/gyriq/index.html,Yes,20%,One week ago,2--5 developers,Very important,Very important,More time,More time,More time,Very important,Somewhat important,Not important,Not at all important,Not at all important,Important,Somewhat important,,Somewhat important,Not important,Very important,Occasionally,Every time,Every time,Every time,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Important,Important,Very important,Important,Very important,Important,Very important,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,"1. People who do not acknowledge that a proposed software is not addressing an important and relevant problem; 2. People who place their ego before their commitments towards the software develpment; 3. Cleaning ""dirty"" data.",30%,Very Important,Almost every time,Every time,Every time,Every time,Very hard to say. Varies a lot from time to time.,"Python, C/C++",,martin.leclerc.5@ulaval.ca 11/30/2017 14:28:28,18 -- 30,Male,Europe,Master's,Computer Science,Distributed Systems,Graduate Student,https://github.com/qstokkink/apng,Yes,60%,One day ago,2--5 developers,Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Somewhat important,Very important,Not important,,,,,Almost every time,Occasionally,Every time,Almost every time,Seldom,Occasionally,I decide what I want to work on next,Very important,Somewhat important,Important,Somewhat important,Somewhat important,Important,Not important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,"Third-party libraries, different Operating Systems and bad documentation",30%,Very Important,Occasionally,Almost every time,Seldom,Seldom,"ggplot2, maps, plyr","Python, Java, JavaScript, Shell Script",, 11/30/2017 14:30:55,18 -- 30,Female,North America,Doctorate's,Statistics,Data science,Graduate Student,https://github.com/rlbarter/superheat,Yes,10%,Three months ago,1 developer ( I work alone),Important,Somewhat important,Much more time,Much more time,Less time,Very important,Important,Not at all important,Not at all important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Very important,Important,Important,Important,Vague understanding,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,20%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"ggplot2, dplyr, ",,"Minor note on the survey: I would suggest trying to keep the order of the responses from ""not often""/""not important"" to ""very often""/""very important""... the results sometimes reverse order which is confusing! Good luck with your study!", 11/30/2017 14:36:08,30 -- 40,Male,North America,Doctorate's,Nutritional Sciences,diabetes epidemiology,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/lwjohnst86/prodigenr,Yes,10%,One day ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Not important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Not at all important,Not at all important,Important,Important,Important,Important,Somewhat important,Not at all important,No idea what it means,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"1) Wishing I had team members: I only have so much time in my day to work on software... so I wish I had a team to help me. 2) Not enough knowledge or resources: I know that there is a way to write code for a particular issue, but I don't have the detailed knowledge to implement it nor do I know anyone that can adequately help. 3) Not enough time: I wish I could dedicate more time to writing software, but I have so many other tasks/duties that it's hard to fit in time... enough though I know writing software will save me time in the end.",90%,Very Important,Seldom,Every time,Occasionally,Every time,"dplyr, ggplot2, devtools ",Shell Script,This research project is a great idea! Best of luck!,lwjohnst@gmail.com 11/30/2017 14:39:36,30 -- 40,Male,North America,Doctorate's,Statistics,Change point problems in functional data ,Graduate Student,https://github.com/SonmezOzan/fChange,No,20%,One month ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Important,Somewhat important,Important,Very important,,,,,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"Generalizing functions, reducing Run time, documentation ",90%,Very Important,Occasionally,Every time,Almost every time,Every time,"fda, reshape, vars",Python,, 11/30/2017 14:40:15,30 -- 40,Male,South America,Doctorate's,Statistics,Statistical modeling,"Adacemic Researcher (professor, post-doc, etc), Engineer",https://cran.r-project.org/package=SpatialPack,Yes,20%,One day ago,2--5 developers,Important,Somewhat important,Less time,Same amount of time,More time,Important,Not important,Important,Not important,Not important,Important,Important,Somewhat important,Somewhat important,Important,Important,Almost every time,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Very important,Very important,Important,Important,Important,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,,30%,Important,Occasionally,Almost every time,Almost every time,Occasionally,"heavy, MVT, SpatialPack","C/C++, Fortran",,felipe.osorios@usm.cl 11/30/2017 14:43:53,30 -- 40,Male,North America,Bachelor's,"Electrical and Computer Engineering, Mathematics",Machine Learning,"Engineer, Manager/Supervisor, Software Engineer/Programmer",https://github.com/yoni/rbundler,Yes,80%,One day ago,More than 50 developers,Very important,Very important,Much more time,More time,Same amount of time,Important,Important,Very important,Somewhat important,Somewhat important,Very important,Not important,Not important,Not important,Important,Very important,Every time,Every time,Almost every time,Almost every time,Every time,Occasionally,I consult with my colleagues.,Somewhat important,Not important,Very important,Very important,Very important,Very important,Very important,Somewhat important,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Skills gap with individuals who do not have good software engineering discipline. ,80%,Very Important,Almost every time,Almost every time,Every time,Every time,"Ggplot2, plyr, reshape","Python, C/C++, Shell Script",, 11/30/2017 14:44:45,18 -- 30,Male,North America,Doctorate's,Ecology,Population and community ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/taddallas/metacom,Yes,10%,One week ago,2--5 developers,Somewhat important,Very important,Much more time,More time,Same amount of time,Important,Important,Not important,Not important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Very important,Important,Somewhat important,Not important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,No idea what it means,"CRAN submission process, adequate testing, finding time to bug check and add functionality",10%,Very Important,Occasionally,Almost every time,Almost every time,Every time,"vegan, deSolve, raster",,, 11/30/2017 14:47:33,40 -- 50,Male,North America,Doctorate's,Ecology,ecology / biogeography,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/fitzLab-AL/GDM,Yes,10%,Six months ago,2--5 developers,Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not important,Not important,Not important,Important,Not at all important,Not important,Somewhat important,Important,Occasionally,Seldom,Seldom,Seldom,Never,Occasionally,I decide what I want to work on next,Important,Important,Very important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"Lack of expertise, lack of funding, pace of scientific advancement",70%,Very Important,Occasionally,Almost every time,Seldom,Occasionally,"raster, gdm, gradientForest",Python,, 11/30/2017 14:51:49,18 -- 30,Male,North America,Doctorate's,Statistics,Statistical genetics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,Three months ago,2--5 developers,Very important,Very important,Same amount of time,Same amount of time,More time,Important,Important,Important,Important,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,, 11/30/2017 14:52:44,18 -- 30,Male,North America,Doctorate's,Bioinformatics,Bioinformatics,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",,Yes,20%,One week ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Important,Very important,Not important,Important,Very important,Important,,,Very important,Very important,Almost every time,Almost every time,Every time,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Very important,Important,Important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Vague understanding,"Reproducibility, ease of use",20%,Very Important,Occasionally,Almost every time,Almost every time,Every time,"ggplot2, rmeta, MetaIntegrator","Python, Java, JavaScript, Shell Script",, 11/30/2017 14:57:19,30 -- 40,Female,North America,Doctorate's,Microbiology,Bioinformatics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/gquad/index.html,Yes,10%,Three months ago,1 developer ( I work alone),Very important,Very important,More time,More time,Same amount of time,Very important,Not important,Important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Every time,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"data for validation, enough time for development ",50%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,"gquad, shiny, restrSiteUtils",Python,,ohuajo@gmail.com 11/30/2017 14:57:40,30 -- 40,Male,North America,Bachelor's,Applied mathematics,Development of systems to automate processes,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/loerasg/Sofi,Yes,70%,One day ago,1 developer ( I work alone),Very important,Very important,Less time,Same amount of time,More time,Very important,Not important,Somewhat important,Not important,Not important,Somewhat important,Somewhat important,,,Important,Important,Seldom,Occasionally,Almost every time,Almost every time,Occasionally,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Very important,Important,Important,Important,Vague understanding,Understand for the most part,Expert-level understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,,60%,Important,Seldom,Never,Almost every time,Occasionally,"shiny DBI nlme",C#,,loerasg@gmail.com 11/30/2017 14:58:31,40 -- 50,Male,North America,Doctorate's,Evolutionary Biology,Paleontology,Government Research Scientist,,Yes,10%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Important,Somewhat important,Somewhat important,Seldom,Occasionally,Occasionally,Seldom,Seldom,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Somewhat important,Not important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,"Dependence among R packages; writing documentation, version management",30%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"ape, mclust, MASS",Stan (a little),, 11/30/2017 14:59:23,30 -- 40,Male,North America,Doctorate's,Mathematics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org,Yes,30%,One day ago,2--5 developers,Very important,Important,More time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Not important,Not important,Very important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Important,Important,Important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,,100%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"knitr, tidyverse, nlme","C/C++, Shell Script, Stan",, 11/30/2017 15:07:02,18 -- 30,Male,North America,Bachelor's,Cognitive Science,Educational data analysis,Software Engineer/Programmer,https://github.com/ropensci/assertr,Yes,20%,One day ago,2--5 developers,Very important,Important,More time,More time,Same amount of time,Very important,Important,Important,Somewhat important,Important,Very important,,,,,Very important,Occasionally,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I fix the next high-priority bug assigned to me.,Important,Not important,Important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Vague understanding,"The need to make it perfect, the time it takes to develop, and responding to feature requests",80%,Very Important,Occasionally,Every time,Every time,Every time,"dplyr, assertr, MASS","Python, C/C++, perl, clojure",,tony.fischetti@gmail.com 11/30/2017 15:08:00,30 -- 40,Male,North America,Master's,Accounting,Finance,"Manager/Supervisor, Software Engineer/Programmer",http://github.com/kuhnrl30/LendingClub,Yes,10%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not at all important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Seldom,Every time,Every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Very important,Very important,Important,Important,Important,Very important,Important,Very important,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,1- Not enough time in the day; 2- converting interactive/exploratory code into production code fit to distribute,10%,Very Important,Seldom,Every time,Occasionally,Almost every time,"dplyr, ggplot2, tidyr",VBA,,kuhnrl30@gmail.com 11/30/2017 15:09:49,40 -- 50,Male,North America,Doctorate's,Political science,Applied statistics in political science,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",https://github.com/markmfredrickson/RItools,Yes,20%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Important,Not important,Not at all important,Not at all important,Not at all important,Important,Important,Important,Important,Important,Seldom,Seldom,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,,,,,,,,,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,"bugs, speed, conceptual problems",90%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"base, stats, glmnet",Shell Script,,jake@jakebowers.org 11/30/2017 15:11:34,18 -- 30,Male,South America,Doctorate's,Genetics and plant breeding,statistical genomic,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/italo-granato/snpReady,Yes,30%,One day ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Very important,Very important,Important,Somewhat important,Not important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Somewhat important,Very important,Very important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Vague understanding,Vague understanding,Vague understanding,pressing problems,40%,Very Important,Seldom,Occasionally,Occasionally,Almost every time,"BGLR, rrBLUP and ASREML-R",,,italo.granato@gmail.com 11/30/2017 15:19:28,18 -- 30,Male,North America,Bachelor's,Microbiology and Botany,Microbial Ecology,Graduate Student,https://github.com/grunwaldlab/metacoder,Yes,50%,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,Much more time,More time,Very important,Important,Not important,Somewhat important,Somewhat important,Not important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Occasionally,Almost every time,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Important,Very important,Important,Very important,Very important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"Time restraints, lack of reproducible examples for bugs, making good documentation",70%,Very Important,Occasionally,Occasionally,Almost every time,Occasionally,"metacoder, ggplot2, knitr/rmarkdown","Python, C/C++",, 11/30/2017 15:20:12,40 -- 50,Male,North America,Master's,Fisheries Science,Financial and Management Consulting,"Software Engineer/Programmer, System Administrator, Data Scientist",https://github.com/stevenranney/AnglerCreelSurveySimulation,Yes,100%,One day ago,2--5 developers,Important,Important,More time,More time,Same amount of time,Very important,Very important,Somewhat important,Important,Not at all important,Not at all important,Somewhat important,Not important,Not important,Very important,Very important,Every time,Every time,Every time,Occasionally,Occasionally,Almost every time,I consult the software specification and choose the next piece to implement.,Very important,Very important,Important,Very important,Very important,Very important,Important,Important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Imagining how the end user will ultimately be using the software I write.,40%,Somewhat important,Occasionally,Almost every time,Almost every time,Almost every time,"dplyr, ggplot2, jsonlinte",F#,,steven.ranney@gmail.com 11/30/2017 15:21:43,40 -- 50,Male,North America,Doctorate's,,Computer Assisted Diagnosis,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/FRESA.CAD/index.html,Yes,30%,One day ago,2--5 developers,Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Important,Very important,Important,Very important,Somewhat important,Important,Important,Important,Occasionally,Occasionally,Almost every time,Almost every time,Seldom,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Important,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,50%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,"Rstudio, Rcpp, RcppArmadillo",C/C++,,jose.tamezpena@itesm.mx 11/30/2017 15:29:13,50 -- 60,Male,North America,Master's,Biological Oceanography,fisheries stock assessment,Government Research Scientist,https://github.com/pbs-software,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Not important,Not at all important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"code efficiency, code reliability, platform (R) stability",60%,Very Important,Seldom,Almost every time,Seldom,Occasionally,"PBSmapping, PBSmodelling, PBStools",C/C++,Good luck with your research!,rowan.haigh@dfo-mpo.gc.ca 11/30/2017 15:30:51,18 -- 30,Female,Europe,Doctorate's,"Mathematics, Probability","Statistics, Data analysis, Statistical Modelling","Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/CUB/index.html,Yes,30%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Important,Important,Somewhat important,Important,Important,Not important,Not important,Not important,Very important,,Almost every time,Almost every time,Every time,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,,Very important,Very important,Very important,Important,Important,Important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,,70%,Very Important,Occasionally,Every time,Seldom,Almost every time,,,,rosaria.simone@unina.it 11/30/2017 15:32:04,40 -- 50,Male,Europe,Doctorate's,Biometry,Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,2--5 developers,Somewhat important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Somewhat important,Not important,Not at all important,Not important,Important,Important,Important,Important,Important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Not at all important,Not at all important,Important,Somewhat important,Somewhat important,Important,Not important,Somewhat important,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,No idea what it means,Lack of time,30%,Important,Occasionally,Every time,Occasionally,Occasionally,"Rcpp RcppArmadillp, ICS",C/C++,, 11/30/2017 15:32:17,30 -- 40,Male,North America,Doctorate's,"Measurement, Statistics and Evaluation",Measurement and Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/SEMModComp/index.html,Yes,10%,One week ago,1 developer ( I work alone),Somewhat important,Somewhat important,,,,Very important,Very important,Very important,Not at all important,Not at all important,Not at all important,Very important,,,Very important,Very important,Seldom,Occasionally,Occasionally,Occasionally,Seldom,Seldom,I decide what I want to work on next,,,,,,,,,,,,,,,,,,60%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,,,, 11/30/2017 15:36:09,30 -- 40,Female,North America,Doctorate's,biostatistics,biostatistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/TrialSize/TrialSize.pdf,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,Less time,Same amount of time,More time,Important,Important,Important,Somewhat important,Not important,Somewhat important,Important,Somewhat important,Important,Important,Important,Almost every time,Occasionally,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Important,Important,Important,Important,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,need to update source codes and compile,20%,Important,Occasionally,Almost every time,Every time,Occasionally,"ggplot2, SNPRelate, dplyr","Shell Script, SAS",yes,wuqian7@gmail.com 11/30/2017 15:36:10,30 -- 40,Male,Europe,Doctorate's,Industrial Engineering,machine learning,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/LPStimeSeries/index.html,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,Much less time,Less time,Same amount of time,Very important,Important,Very important,Important,Not at all important,Somewhat important,Very important,Important,Important,Important,Important,Occasionally,Occasionally,Almost every time,Occasionally,Almost every time,Occasionally,I decide what I want to work on next,Important,Very important,Very important,Very important,Very important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,Novice understanding,"exception handling, documentation, computational complexity",30%,Very Important,Seldom,Almost every time,Occasionally,Seldom,"data.table, glmnet, gbm","Python, C/C++",,mustafa.baydogan@boun.edu.tr 11/30/2017 15:39:29,30 -- 40,Male,Asia,Doctorate's,Statistics,Data Analytics,Government Research Scientist,,Yes,10%,One day ago,2--5 developers,Very important,Important,Much more time,Much more time,Much more time,Very important,Very important,Very important,Very important,Not at all important,Somewhat important,Very important,Very important,Not important,Very important,Very important,Every time,Almost every time,Almost every time,Every time,Every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Very important,Very important,Very important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,"Compiling, Debugging, Version Control",50%,Very Important,Seldom,Every time,Occasionally,Every time,"dplyr, sp, igraph",Python,,taichi53719@gmail.com 11/30/2017 15:41:49,30 -- 40,Male,Africa,Doctorate's,Economics,Epidemiology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/SACEMA/inctools,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,More time,Same amount of time,Same amount of time,Very important,Important,Not at all important,Not at all important,Somewhat important,Not at all important,Important,Not at all important,Not important,Somewhat important,Very important,Almost every time,Almost every time,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Very important,Somewhat important,Important,Very important,Very important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,"That I have to do everything myself, limited time, that it's not recognised as a research output. ",90%,Very Important,Occasionally,Occasionally,Every time,Every time,"survey, dplyr, inctools","Python, Shell Script",,eduardgrebe@sun.ac.za 11/30/2017 15:44:49,30 -- 40,Male,North America,Doctorate's,Ecology,Software development,Software Engineer/Programmer,https://github.com/ropensci/wikitaxa,Yes,100%,One day ago,2--5 developers,Not at all important,Very important,Much more time,More time,More time,Very important,Important,Not important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Every time,Almost every time,Every time,Every time,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Important,Not important,Vague understanding,Vague understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"lack of time, most users only report bugs/features and don't contribute",0%,Not at all important,Never,Never,Never,Never,i don't do research,"Python, C/C++, Ruby",, 11/30/2017 15:49:52,40 -- 50,Male,Europe,Doctorate's,Population Genetics,Bioinformatics,"Industrial Research Scientist, Manager/Supervisor",https://github.com/gschofl/reutils,Yes,20%,One day ago,2--5 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Somewhat important,,,Very important,Very important,Occasionally,Seldom,Almost every time,Seldom,Occasionally,Almost every time,I decide what I want to work on next,Not important,Somewhat important,Important,Important,Important,Very important,Very important,Not important,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,,70%,Very Important,Almost every time,Every time,Occasionally,Every time,"dplyr, devtools, Biostrings","Python, C/C++, Shell Script",,gerhard.schofl@gmail.com 11/30/2017 15:52:57,40 -- 50,Male,North America,Doctorate's,quantitative psych,psychology,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, System Administrator, Teacher",https://github.com/jpritikin/rpf,Yes,90%,One day ago,2--5 developers,Very important,Very important,Less time,Less time,Same amount of time,Very important,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Somewhat important,Somewhat important,Very important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,bugs in tools (e.g. compiler bugs); proprietary software,90%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"OpenMx, rstan, knitr","Python, C/C++, JavaScript, Go, Lua, Shell Script",I also work on . I am curious to learn Rust.,jpritikin@pobox.com 11/30/2017 15:55:10,50 -- 60,Male,North America,Doctorate's,Mathematics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One week ago,1 developer ( I work alone),Very important,Important,More time,More time,Same amount of time,Very important,Somewhat important,Important,Not at all important,Not at all important,Important,Important,Important,Very important,Important,Very important,Almost every time,Every time,Every time,Almost every time,Almost every time,Every time,I consult the software specification and choose the next piece to implement.,Important,Somewhat important,Important,Not at all important,Very important,Important,Not important,Not at all important,Understand for the most part,Understand for the most part,Expert-level understanding,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,"1) Updating software with a new feature. 2) Planning the modularity (objects, etc) 3) Writing good documentation.",60%,Very Important,Seldom,Almost every time,Seldom,Almost every time,"GeoR, spatstat, splancs","C/C++, Shell Script",,rpbarry@alaska.edu 11/30/2017 15:55:52,18 -- 30,Male,North America,Doctorate's,Data science,Social networks,Graduate Student,https://github.com/wwbrannon/sqlscore/,Yes,20%,One week ago,1 developer ( I work alone),Very important,Not important,Much more time,,,Very important,Important,Not important,Not at all important,Not important,Somewhat important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Every time,Every time,Almost every time,Every time,Almost every time,I decide what I want to work on next,Very important,Somewhat important,Very important,Not important,Not important,Not at all important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,,20%,Important,Occasionally,Almost every time,Almost every time,Every time,,"Python, C/C++, Shell Script",, 11/30/2017 16:00:06,18 -- 30,Male,Europe,Master's,statistics,functional data analysis,Graduate Student,https://github.com/maierhofert/classiFunc,Yes,50%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,More time,Very important,Very important,Important,Somewhat important,Important,Very important,Very important,,,,,Occasionally,Almost every time,Every time,Almost every time,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Very important,Important,Very important,Very important,Very important,Important,Very important,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,,60%,Very Important,Seldom,Almost every time,Seldom,Almost every time,"devtools, testthat, roxygen2",Python,Sounds good :-),thomasjmaierhofer@gmail.com 11/30/2017 16:05:36,30 -- 40,Male,North America,Doctorate's,Finance,Finance,"Adacemic Researcher (professor, post-doc, etc), Teacher",,Yes,10%,Six months ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not important,Somewhat important,Not at all important,Very important,Important,Very important,Not at all important,Important,Not at all important,Not at all important,Occasionally,Almost every time,Every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Very important,Very important,Important,Somewhat important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,,20%,Very Important,Occasionally,Every time,Every time,Every time,"sandwich, data.table, lfe",Python,, 11/30/2017 16:08:32,30 -- 40,Female,Europe,Master's,mathematics,medical statistics,"Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor",https://github.com/mvogel78/childsds,Yes,30%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Somewhat important,Very important,Important,Not important,Somewhat important,Important,Somewhat important,Somewhat important,Very important,Very important,Seldom,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Very important,Somewhat important,Somewhat important,Not important,Somewhat important,Important,Not important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Vague understanding,to have the disciplin for proper documenting,40%,Very Important,Almost every time,Occasionally,Occasionally,Almost every time,"gamlss, tidyverse",perl,,mandy.vogel@uni-leipzig.de 11/30/2017 16:12:52,40 -- 50,Male,Europe,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/wviechtb/metafor,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Not important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Almost every time,Every time,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Somewhat important,Very important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"finding enough time for coding, poor initial planning, feature creep",50%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"(besides all of the default packages) metafor, nlme, lme4",,, 11/30/2017 16:13:34,18 -- 30,Male,North America,Master's,Biology,"University lecturer, Biology","Adacemic Researcher (professor, post-doc, etc), Teacher",https://cran.r-project.org/web/packages/rMR/index.html,Yes,10%,Three months ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Same amount of time,Very important,Very important,Important,Not important,Not at all important,Somewhat important,Very important,,,,Important,Almost every time,Almost every time,Almost every time,Almost every time,Seldom,Seldom,I review my progress and move to the next module,Important,Important,Very important,Very important,Very important,Very important,Important,Important,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,1) Non-specific error messages from functions in dependencies. 2) Unclear objectives or directions from colleagues. 3) Debugging and ensuring cross-platform compatibility.,10%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"lme4, vegan, nlme",,,tylerlmoulton@gmail.com 11/30/2017 16:15:08,30 -- 40,Male,North America,Doctorate's,Ecology and Evolutionary Biology,statistical ecology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One month ago,1 developer ( I work alone),Not important,Not important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Not important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Somewhat important,Somewhat important,Seldom,Almost every time,Almost every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Important,Important,Important,Somewhat important,Somewhat important,Not important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,Vague understanding,,40%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"vegan, rstan, shiny",,, 11/30/2017 16:17:42,18 -- 30,Female,Europe,Doctorate's,Computer science,Policy analysis in research and innovation,"Software Engineer/Programmer, Consultant",https://cran.r-project.org/web/packages/robustrao/index.html,Yes,10%,One month ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Important,Important,Very important,Not important,Not at all important,Very important,Very important,Very important,Not at all important,Very important,Very important,Occasionally,Seldom,Almost every time,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Very important,Important,Very important,Important,Very important,Very important,Very important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Estimating the amount of effort it will take me,10%,Important,Occasionally,Occasionally,Almost every time,Every time,NA,Python,,mc.calatrava.moreno@gmail.com 11/30/2017 16:20:07,30 -- 40,Male,North America,Doctorate's,Epidemiology,Infectious disease epidemiology,"Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor",http://github.com/statnet/EpiModel,Yes,30%,One day ago,2--5 developers,Very important,Important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Not important,Very important,Not at all important,Not important,Important,Very important,Occasionally,Almost every time,Almost every time,Occasionally,Seldom,Almost every time,I decide what I want to work on next,Somewhat important,Very important,Important,Important,Important,Somewhat important,Not at all important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Version management ,100%,Very Important,Seldom,Every time,Almost every time,Occasionally,"Stats, methods, graphics",C/C++,, 11/30/2017 16:20:12,30 -- 40,Male,North America,Doctorate's,Statistics,Statistics / Data science,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/MAMSE/index.html,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,Same amount of time,Very important,Very important,Not important,Somewhat important,Important,Very important,Very important,Not important,Not important,Not important,Not important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Not at all important,Very important,Very important,Somewhat important,Somewhat important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,The multiplication of platforms and packages,40%,Very Important,Occasionally,Almost every time,Occasionally,Every time,"MAMSE, MASS, copula","C/C++, Fortran, Shell Script",,jfplante@hec.ca 11/30/2017 16:22:42,40 -- 50,Male,North America,Doctorate's,Geography,Remote Sensing and spatial pattern analysis,"Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor, Teacher",https://cran.r-project.org/,Yes,10%,One day ago,1 developer ( I work alone),Very important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Somewhat important,Not important,Important,Somewhat important,Very important,Not at all important,Somewhat important,Very important,Very important,Every time,Every time,Every time,Every time,Occasionally,Every time,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Very important,Very important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Lack of time,40%,Very Important,Occasionally,Almost every time,Every time,Every time,"sp, PatternClass, shapefiles",Shell Script,"I write code to automate repetitive tasks, to solve problems that yet have no tools, and to bring complex analysis to increasingly lay users.",remmelt@yorku.ca 11/30/2017 16:23:48,50 -- 60,Male,Europe,Doctorate's,High energy physics,Computing in high energy physics,"Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor, Software Engineer/Programmer, System Administrator",https://github.com/apfeiffer1/aidar,No,10%,One day ago,2--5 developers,Not important,Somewhat important,Less time,Less time,Same amount of time,Very important,Important,Not important,Not at all important,Not important,Not important,Somewhat important,Very important,Important,Somewhat important,Not important,Almost every time,Occasionally,Almost every time,Occasionally,Seldom,Seldom,I consult with my colleagues.,Very important,Very important,Important,Important,Very important,Important,Very important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,"lack of clear requirements, lack of tests, lack of documentation",10%,Somewhat important,Occasionally,Almost every time,Seldom,Occasionally,"usually I use Python, not R","Python, C/C++, JavaScript",, 11/30/2017 16:26:25,30 -- 40,Male,South America,Master's,Biometry,Symbolic Computing,"Graduate Student, Civil Servant",https://github.com/TrigonometricDistribution/TanB,Yes,80%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Important,Very important,Very important,Important,Very important,Very important,Very important,Very important,Seldom,Every time,Almost every time,Occasionally,Every time,Seldom,I decide what I want to work on next,Important,Somewhat important,Very important,Not important,Very important,Very important,Very important,Not important,Expert-level understanding,Expert-level understanding,Understand for the most part,Vague understanding,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,"1 - Software packaging. Big name software repositories, not only in the R language, have obsolete or bureucratic packaging methods. 2 - Version control and SCM. Most scientific software developers have no concept of this and it often destroys working code. Also, convincing them that neither Dropbox nor Google Drive are SCM tools is a pain. 3 - Lack of recognition. Sometimes you need 1000 lines of code for a single statistic in a paper, but people fail to recognize this effort.",90%,Very Important,Almost every time,Every time,Almost every time,Every time,"openxlsx, knitr, sqldf, tidyr, dplyr, corrplot, PerformanceAnalytics, RColorBrewer, ggplot2, tibble, RSelenium, shiny (in order from most important to less important)","Python, C/C++, Java",,lgallindo@gmail.com 11/30/2017 16:29:24,30 -- 40,Male,South America,Master's,Economics,"Data Science, Blockchain and Cryptocurrencies","Engineer, Government Research Scientist, Software Engineer/Programmer",,Yes,70%,One day ago,5--10 developers,Important,Not important,Much more time,More time,Same amount of time,Very important,Very important,Not important,Very important,Not at all important,Somewhat important,Very important,Very important,Not at all important,Not at all important,Very important,Seldom,Every time,Every time,Seldom,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Vague understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Novice understanding,"Data, Data and Data",70%,Very Important,Seldom,Every time,Occasionally,Every time,"zoo, stringr and xlsx","Python, Julia",, 11/30/2017 16:38:14,30 -- 40,Male,Asia,Master's,education ,Computer Science & Statitics,"Engineer, Industrial Research Scientist, Manager/Supervisor, Software Engineer/Programmer",,Yes,70%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,Much more time,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Python, JavaScript, Shell Script",, 11/30/2017 16:40:41,40 -- 50,Male,North America,Doctorate's,Political Science,Statistics,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/davidaarmstrong/damisc,Yes,10%,One day ago,1 developer ( I work alone),Very important,Important,Much less time,Less time,Same amount of time,Very important,Very important,Important,Not at all important,Not at all important,Not at all important,Very important,Very important,Very important,Important,Important,Occasionally,Occasionally,Almost every time,Seldom,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Important,Somewhat important,Very important,Somewhat important,Not at all important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,Changing criteria for uploading software to CRAN,40%,Very Important,Seldom,Every time,Occasionally,Every time,"lattice, coda, tidyverse","Python, C/C++",,dave.armstrong@uwo.ca 11/30/2017 16:43:22,30 -- 40,Male,Europe,Master's,Computer Science,Full Stack Developer,Software Engineer/Programmer,https://github.com/digEmAll/stdvectors,Yes,90%,One day ago,21--50 developers,Somewhat important,Somewhat important,More time,More time,Same amount of time,Very important,Very important,Important,Important,Somewhat important,Somewhat important,Important,Somewhat important,Important,Very important,Very important,Occasionally,Occasionally,Almost every time,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Very important,Important,Important,Important,Important,Important,Important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,"deadlines,missing requirements,bad data format",30%,Very Important,Seldom,Occasionally,Almost every time,Almost every time,"data.table,MASS,stats","C/C++, C#, JavaScript",, 11/30/2017 16:44:06,30 -- 40,Male,North America,Doctorate's,Statistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One month ago,1 developer ( I work alone),Important,Not important,More time,More time,Same amount of time,Very important,Very important,Somewhat important,Not at all important,Not important,Somewhat important,Very important,,,,Important,Seldom,Occasionally,Almost every time,Occasionally,Seldom,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Very important,Somewhat important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Vague understanding,Novice understanding,Vague understanding,Understand for the most part,Vague understanding,Vague understanding,Vague understanding,,50%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,"survival Matrix Rcpp",C/C++,"As a statistician, I have had relatively little formal education in programming and almost no formal education in software engineering. Although developing software is clearly an important part of being a research statistician, I think it is not taught often enough. And I think too many of us (myself absolutely included) do not use formal software engineering processes often enough.", 11/30/2017 16:46:17,50 -- 60,Male,North America,Doctorate's,"My degree is in Molecular and Cell Biology, but the subject of my thesis was Molecular Evolution.",The genetics and of the immune system and the evolution of immune genes.,"Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor, Software Engineer/Programmer",https://cran.rstudio.com/web/packages/BIGDAWG/index.html,Yes,60%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Important,Somewhat important,Very important,Important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Every time,Every time,Occasionally,Almost every time,I decide what I want to work on next in response to the research needs of our group and collaborators.,Very important,Somewhat important,Important,Very important,Somewhat important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Understand for the most part,Expert-level understanding,Novice understanding,"1. In doing development for others, inconsistency in the structure and/or content of the data on which the software is going to be run is a major pain-point. Oftentimes, we have an example data that we are using as a development spec, but once we have completed a beta, the real data does not conform to the example data, or its format has been updated without us being informed. 2. Computational resource limitations; for some ""BIG DATA"" applications, development on systems with modest RAM and processor resources using small sample datasets is insufficient for the intended computational task; obtaining access to the appropriate systems for development can be difficult. 3. Troubleshooting unexpected errors; we're all only human, and making large scale changes can oftentimes introduce logical errors (not true bugs, but the result is often the same). Tracking these down and correcting them can be quite vexing. ",40%,Very Important,Occasionally,Every time,Occasionally,Almost every time,BIGDAWG (which uses several R packages); devtools; ggplot,"Python, C/C++, Java, C#, JavaScript","Good luck with your study; I hope that it results in increased awareness and appreciation for the need to have proficient coders intimately involved in research, and that coding skills need to be taught as part of graduate programs. ",sjmack@chori.org 11/30/2017 16:46:47,40 -- 50,Male,Oceania,Doctorate's,Biofinformatics,Network analysis,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/jonotuke/catenary,Yes,10%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Important,Important,Important,Somewhat important,Important,Important,Important,Important,Important,Important,Important,Almost every time,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Important,Important,Somewhat important,Important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,10%,Very Important,Almost every time,Every time,Occasionally,Every time,"tidyverse, stringr, forecast","Python, C/C++, Shell Script",, 11/30/2017 16:48:20,18 -- 30,Male,Europe,Master's,Geoinformatics,Environmental modeling,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/pat-s/oddsratio,Yes,30%,One week ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Not important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Occasionally,Almost every time,Occasionally,Seldom,Almost every time,I consult the software specification and choose the next piece to implement.,Somewhat important,Not important,Important,Important,Very important,Very important,Not important,Not important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Vague understanding,cross-platform compatibility,40%,Very Important,Almost every time,Seldom,Almost every time,Almost every time,"mlr, tidyverse",Python,,patrick.schratz@gmail.com 11/30/2017 16:48:45,18 -- 30,Male,Asia,Doctorate's,Finance,Security Analysis and Portfolio Management,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://github.com/iamsulthan/IndianTaxCalc,Yes,10%,One week ago,1 developer ( I work alone),Very important,Important,Much more time,More time,More time,Important,Important,Very important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,Very important,Very important,Almost every time,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Very important,Important,Important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Documentation, Verification of result, Creating Output",20%,Very Important,Almost every time,Almost every time,Occasionally,Occasionally,"stats, quantmod, ggplot2",NA,,contact@iamsulthan.in 11/30/2017 16:49:24,30 -- 40,Male,Asia,Doctorate's,Statistics,Statistical methods for neuroscience and genomics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,Same amount of time,Same amount of time,Somewhat important,Somewhat important,Very important,Important,Not at all important,Somewhat important,Very important,Very important,Very important,,,Seldom,Occasionally,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Important,Very important,Very important,Somewhat important,Important,Important,Understand for the most part,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,,80%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,,"Python, C/C++, Shell Script",, 11/30/2017 16:51:27,30 -- 40,Male,North America,Doctorate's,Biostatistics,Pharmaceutical Industry.,Industrial Research Scientist,https://github.com/942kid/plac,Yes,10%,Six months ago,1 developer ( I work alone),Important,Important,Much more time,More time,More time,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Important,Important,Important,Important,Important,Important,Somewhat important,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,No idea what it means,dependence on other packages; scalability; generalization ,10%,Very Important,Occasionally,Every time,Occasionally,Almost every time,"ggplot2, dplyr, knitr","Python, C/C++",I wish I had more professional training in software development.,fannwu@umich.edu 11/30/2017 16:51:48,40 -- 50,Male,North America,Doctorate's,Geography,"Biodiversity Informatics, Citizen Science ","Adacemic Researcher (professor, post-doc, etc)",https://github.com/vijaybarve/bdvis,Yes,60%,One day ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Very important,Very important,Somewhat important,Important,Very important,,Important,Important,Important,Very important,Almost every time,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Important,Very important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,cross platform compatibility,30%,Very Important,Occasionally,Almost every time,Almost every time,Every time,"bdvis, taxize, sqldf",Python,Interesting,vijay.barve@gmail.com 11/30/2017 16:58:08,30 -- 40,Male,North America,Master's,Environmental mathematics,data science education,Teacher,,Yes,0%,One week ago,1 developer ( I work alone),Not important,Not important,More time,More time,Same amount of time,Important,Important,Somewhat important,Somewhat important,Not at all important,Not at all important,Somewhat important,,Very important,Very important,Important,Almost every time,Occasionally,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Very important,Somewhat important,Very important,Somewhat important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Cross-platform testing. Users having locked-down environments where they can't install things. Dirty datasets.,20%,Somewhat important,Seldom,Almost every time,Seldom,Almost every time,"devtools, testthat, assertive",,"I used to spend most of my job developing R packages, but now I teach instead. Question 20 was strange. The importance of different parts of software development depends entirely on the project.", 11/30/2017 16:59:46,30 -- 40,Female,North America,Doctorate's,Statistics,Infectious Disease Data Analysis,"Adacemic Researcher (professor, post-doc, etc)",,Yes,80%,One week ago,1 developer ( I work alone),Important,Very important,,Much more time,,Very important,Very important,Not important,Somewhat important,Not important,Important,Very important,,,,Somewhat important,Almost every time,Every time,Every time,Almost every time,Occasionally,Occasionally,sometimes its supervisor and sometimes its me who decide,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"debugging, how to use fortran codes in R",60%,Very Important,Occasionally,Every time,Occasionally,Seldom,"coda, EpiILM",Fortran,"First attempt, hope to improve in future works", 11/30/2017 17:05:18,30 -- 40,Male,Europe,Doctorate's,Mathematics,Machine learning,Industrial Research Scientist,https://github.com/svazzole/sparsevar,Yes,50%,One day ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,Much more time,Same amount of time,Very important,Somewhat important,Important,Important,Not at all important,Somewhat important,Somewhat important,Not at all important,Not at all important,Not at all important,Important,Almost every time,Occasionally,Every time,Almost every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Very important,Very important,Very important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,,40%,Somewhat important,Occasionally,Occasionally,Occasionally,Almost every time,"caret, forecast, Rcpp","Python, C/C++",,svazzole@gmail.com 11/30/2017 17:07:12,40 -- 50,Male,North America,Doctorate's,Landscape Ecology,Ecoinformatics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/salbeke/rKIN,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Somewhat important,Not at all important,Not important,Very important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Not important,Important,Somewhat important,Not important,Not important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,Understand for the most part,Novice understanding,Keeping up with new packages and usage; Juggling too many concurrent projects; Slow or memory intensive analyses due to R not being written in a memory safe/fast manner,70%,Very Important,Occasionally,Every time,Almost every time,Every time,"tidyverse, sf, raster",,,salbeke@uwyo.edu 11/30/2017 17:19:52,30 -- 40,Male,Europe,Doctorate's,Statistical Learning,Marketing,Industrial Research Scientist,,Yes,80%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Important,Very important,Not important,Somewhat important,Somewhat important,Important,Very important,Not at all important,Not at all important,Very important,Very important,Occasionally,Almost every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Very important,Very important,Very important,Important,Very important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Expert-level understanding,Novice understanding,Understand for the most part,1- Speeding the code 2-Making compact code 3-Adding complex features,60%,Very Important,Seldom,Occasionally,Occasionally,Almost every time,"dplyr, Rcpp, ggplot",C/C++,Great work. Thank you., 11/30/2017 17:23:28,18 -- 30,Male,Oceania,Master's,Information Technology,Spatial information technology,Software Engineer/Programmer,,Yes,80%,One day ago,11--20 developers,Somewhat important,Somewhat important,More time,More time,More time,Important,Important,Important,Very important,Not important,Not important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Almost every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Very important,Important,Very important,Very important,Important,Important,Important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,,10%,Somewhat important,Almost every time,Almost every time,Almost every time,Almost every time,,"Python, C#",, 11/30/2017 17:27:51,30 -- 40,Male,Europe,Doctorate's,statistics,Clinical trials,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One month ago,2--5 developers,Somewhat important,Not at all important,Much more time,More time,Same amount of time,Important,Important,Somewhat important,Somewhat important,Not at all important,Not at all important,Not at all important,Not important,Somewhat important,Somewhat important,Very important,Occasionally,Occasionally,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Important,Important,Important,Important,Very important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"dissemination, documentation, validation",10%,Important,Seldom,Almost every time,Occasionally,Never,"survival, MAMS, PK ","C/C++, Java, Fortran",, 11/30/2017 17:30:36,40 -- 50,Male,North America,Doctorate's,Political Science,Political methodology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,2--5 developers,Very important,Very important,,,,Very important,Very important,Very important,Not important,,,Very important,,,,,,,,,,,I decide what I want to work on next,,,,,,,,,,,,,,,,,,,Very Important,,,,,"tidyverse, blockTools",Python,, 11/30/2017 17:35:27,30 -- 40,Male,Europe,Doctorate's,Statistics,classification,Graduate Student,https://cran.r-project.org/package=pvclass,Yes,30%,One day ago,2--5 developers,Very important,Not important,More time,More time,More time,Very important,Very important,Very important,Not important,Somewhat important,Important,Very important,Not important,Not important,Not important,Not important,Seldom,Seldom,Every time,Occasionally,Occasionally,Almost every time,I consult with my colleagues.,Important,Important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,20%,Important,Seldom,Almost every time,Almost every time,Almost every time,base matrix class,,, 11/30/2017 17:37:27,40 -- 50,Male,North America,Doctorate's,Statistics,"biostatistics, genetics & immunology","Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/rsingle/asymLD_CRAN,Yes,10%,One day ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Not important,Not important,Somewhat important,Important,Important,Very important,Very important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Not important,Somewhat important,Important,Important,Important,Important,Not important,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,"finding time, limited formal computing background",40%,Very Important,Occasionally,Almost every time,Occasionally,Every time,"stats, haplo.stats, ","Python, Shell Script, awk",, 11/30/2017 17:41:06,30 -- 40,Female,North America,Doctorate's,Genetics,Plant genetics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/lvclark/polysat,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,More time,Very important,Not important,Important,Not important,Not important,Important,Very important,Not important,Not important,Not important,Very important,Occasionally,Occasionally,Every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Very important,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,Novice understanding,Novice understanding,Vague understanding,R and the CRAN submission requirements regularly changing and breaking my software; making sure documentation is readable to others; worrying about undiscovered bugs,50%,Very Important,Seldom,Every time,Occasionally,Occasionally,"adegenet, lme4, maps","Python, Shell Script",What we really need is a visual scripting version of R! Best of luck in whatever you are working on.,lvclark@illinois.edu 11/30/2017 17:46:15,40 -- 50,Male,North America,Doctorate's,Statistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,0%,One day ago,1 developer ( I work alone),Somewhat important,Not important,Much more time,More time,Same amount of time,Important,Very important,Important,Not important,Not at all important,Somewhat important,Important,Not important,Very important,Very important,Somewhat important,Occasionally,Seldom,Almost every time,Almost every time,Occasionally,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Very important,Important,Important,Somewhat important,Not important,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,"Not enough time, not enough real test data, not enough resources to learn new methods",70%,Very Important,Seldom,Almost every time,Occasionally,Seldom,"survival, clinfun, rms",,, 11/30/2017 18:03:05,30 -- 40,Male,North America,Doctorate's,Anthropology,Archaeology; Climate Science,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/ropensci/FedData,Yes,60%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,Much more time,More time,Very important,Somewhat important,Not at all important,Not important,Somewhat important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Important,Important,Important,Important,Very important,Not important,Understand for the most part,Vague understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,1) Not knowing whether others use the software; 2) Not feeling rewarded in my career for writing and maintaining software; 3) Incorporating the latest technology.,30%,Very Important,Occasionally,Seldom,Almost every time,Occasionally,"dplyr (and the rest of the tidyverse), sf, raster","Python, C/C++, Java, Fortran, Shell Script",,bocinsky@gmail.com 11/30/2017 18:09:23,18 -- 30,non-binary,North America,Doctorate's,Brain and Cognitive Sciences,computational psycholinguistics,Graduate Student,https://github.com/langcog/wordbankr,Yes,40%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,More time,Very important,Important,Important,Not at all important,Somewhat important,Very important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Seldom,Every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Somewhat important,Important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,,30%,Very Important,Seldom,Almost every time,Never,Occasionally,"dplyr, tidyr, ggplot2",Python,,mikabr@mit.edu 11/30/2017 18:13:10,over 60,Male,Europe,Doctorate's,mathematics,statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One month ago,2--5 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Very important,Very important,Important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I consult with my colleagues.,Somewhat important,Somewhat important,Not important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,,,,,,,,,,20%,Important,Occasionally,Almost every time,Occasionally,Almost every time,,,, 11/30/2017 18:14:09,30 -- 40,Male,Europe,Doctorate's,Actuarial science,statistical and game-theoretic models for non life insurance (actuarial),"Adacemic Researcher (professor, post-doc, etc)",http://r-forge.r-project.org/projects/rmetrics/,Yes,20%,One week ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Important,Important,Somewhat important,Somewhat important,Not at all important,Not important,Very important,Somewhat important,Important,Somewhat important,Somewhat important,Seldom,Seldom,Occasionally,Seldom,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Somewhat important,Important,Very important,Important,Important,Somewhat important,Not important,Not at all important,Vague understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,"understand code of others, finding which algorithm is used in a function",10%,Important,Seldom,Occasionally,Seldom,Occasionally,"GNE, Rmpfr, Rcpp","C/C++, Fortran",,dutangc@gmail.com 11/30/2017 18:14:35,30 -- 40,Female,North America,Doctorate's,Statistics,Causal inference and network methodology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/vdorie/treatSens,Yes,10%,Three months ago,2--5 developers,Important,Important,More time,More time,Same amount of time,Very important,Important,Not important,Not at all important,Somewhat important,Important,Very important,Not at all important,Not at all important,Important,Somewhat important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I consult with my colleagues.,Somewhat important,Important,Very important,Important,Very important,Important,Somewhat important,Somewhat important,No idea what it means,Novice understanding,Understand for the most part,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,,50%,Very Important,Occasionally,Almost every time,Almost every time,Occasionally,"ergm, network, epimodel",C/C++,, 11/30/2017 18:16:13,over 60,Male,South America,Doctorate's,Forest Resources,"Forestry, Plant Ecology, Statistics, Applied Mathematics","Adacemic Researcher (professor, post-doc, etc), Retired",https://cran.r-project.org/web/packages/siplab/,Yes,10%,Three months ago,1 developer ( I work alone),Important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Not at all important,Somewhat important,Not at all important,,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Every time,Occasionally,Every time,Every time,Seldom,Almost every time,I decide what I want to work on next,Not important,Not important,Important,Important,Important,Somewhat important,Not important,Not at all important,Novice understanding,Novice understanding,Expert-level understanding,Novice understanding,Vague understanding,Understand for the most part,Novice understanding,Vague understanding,Publishing,50%,Important,Occasionally,Almost every time,Seldom,Every time,"lattice, spatstat, deSolve","C/C++, Java, Fortran, Shell Script, APL, AWK, SQL",, 11/30/2017 18:24:05,18 -- 30,Male,Europe,Master's,Information technology,"Information technology, like a programmer",Software Engineer/Programmer,https://cran.r-project.org/web/packages/crsnls/index.html,Yes,90%,One day ago,5--10 developers,Not important,Not important,Much less time,Less time,Same amount of time,Important,Important,Somewhat important,Very important,Not important,Somewhat important,Important,,,,Very important,Almost every time,Occasionally,Occasionally,Seldom,Seldom,Seldom,I fix the next high-priority bug assigned to me.,Very important,Very important,Important,Important,Somewhat important,Very important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,Novice understanding,Vague understanding,No idea what it means,"time press, fuzzy requirements, requirements changes",10%,Somewhat important,Seldom,Almost every time,Never,Almost every time,"nls, ggplot2, lattice","Python, C#",,tomas.goryl@gmail.com 11/30/2017 18:38:06,30 -- 40,Male,North America,Doctorate's,Computational Science,"Ecology, Hydrology, Geosciences","Graduate Student, Software Engineer/Programmer",https://github.com/r-barnes/dggridR,Yes,70%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Very important,Important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Important,Very important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"1. Users email me instead of submitting bug reports/Github issues. 2. How will I be credited? No one cites software - everyone uses it. 3. Pressure to produce quantity rather than quality.",80%,Very Important,Seldom,Seldom,Almost every time,Occasionally,"dplyr, gglot","Python, C/C++, Shell Script","Insofar as this is specific to R, you are failing to understand what I do. Much of my work is spent developing high-performance C/C++ packages which I expose via Python and, less frequently, R. I view R primarily as a tool for working with certain kinds of data - hence my heavy use of dplyr/ggplot, so releasing for it as a kind of necessary evil to support other scientists who use it. I increasingly view R as being a valuable tool, not a language or a viable paradigm within which to develop scientific software. I have multiple R packages: https://github.com/r-barnes/dggridR https://github.com/r-barnes/webglobe https://github.com/r-barnes/mandeR",richard.barnes@berkeley.edu 11/30/2017 18:39:03,18 -- 30,Male,North America,Doctorate's,Cell and Molecular Biology,Computational biology,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://github.com/benjaminjack/parsemsf,Yes,40%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Not important,Somewhat important,Important,Not at all important,Very important,,,,,Occasionally,Almost every time,Almost every time,Every time,Seldom,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Very important,Important,Important,Very important,Somewhat important,Important,Somewhat important,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,Understand for the most part,Novice understanding,Understand for the most part,No idea what it means,"Writing documentation, writing unit tests, refactoring ",100%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"dplyr, ggplot2, tidyr","Python, C/C++",, 11/30/2017 18:56:24,50 -- 60,Male,North America,Doctorate's,Statistics,Probability approximations.,"Adacemic Researcher (professor, post-doc, etc), Teacher",http://lib.stat.cmu.edu/R/CRAN/,Yes,30%,One day ago,2--5 developers,Very important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Not important,Not at all important,,Somewhat important,Important,Important,Important,Important,Important,Seldom,Almost every time,Every time,Every time,Almost every time,Seldom,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,Novice understanding,No idea what it means,"multiplicity of languages, need for libraries,processor speed.",30%,Very Important,Seldom,Occasionally,Almost every time,Almost every time,"MultNonParam, BSDA, Boot",Fortran,,kolassa@stat.rutgers.edu 11/30/2017 19:00:15,30 -- 40,Male,Europe,Doctorate's,Hydrology,Hydrology,Engineer,,Yes,10%,More than one year ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,,,Somewhat important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Occasionally,Every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,,,,Very important,Very important,Very important,Somewhat important,Somewhat important,No idea what it means,No idea what it means,No idea what it means,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,90%,Very Important,Every time,Every time,Never,Every time,"ggplot, HKprocess, forecast",,,montchrister@gmail.com 11/30/2017 19:03:01,40 -- 50,Male,North America,Doctorate's,Physics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",,Yes,10%,One week ago,1 developer ( I work alone),Very important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Not at all important,Not at all important,Very important,Very important,Very important,,,Very important,Very important,Occasionally,Seldom,Almost every time,Almost every time,Seldom,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Somewhat important,Very important,Very important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Understand for the most part,No idea what it means,Novice understanding,Novice understanding,Vague understanding,No idea what it means,,90%,Very Important,Seldom,Seldom,Occasionally,Occasionally,"WGCNA, DESeq2, anRichment",C/C++,, 11/30/2017 19:03:46,30 -- 40,Male,Europe,Doctorate's,Medicine,Cellular biology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/sfinx/index.html,Yes,10%,One month ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Very important,Somewhat important,Important,Very important,Very important,Very important,Somewhat important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Getting more users, spread of info, debugging",80%,Very Important,Occasionally,Every time,Occasionally,Almost every time,"sfinx, networkD3, caret","JavaScript, HTML, CSS, Bootstrap, Delphi, Matlab",/,sfinxinteractomics@gmail.com 11/30/2017 19:07:33,18 -- 30,Male,North America,Bachelor's,Microbiology,Computational Biology and Bioinformatics,"Adacemic Researcher (professor, post-doc, etc), Laboratory Technician, Software Engineer/Programmer, System Administrator",https://github.com/satijalab/Seurat,Yes,90%,One day ago,2--5 developers,Important,Important,More time,More time,Same amount of time,Very important,Very important,Somewhat important,Not important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Almost every time,Every time,Occasionally,Seldom,Almost every time,A mix of everyting,Important,Not important,Important,Very important,Important,Important,Very important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Performance issues mainly,70%,Important,Occasionally,Almost every time,Almost every time,Seldom,"base, utils, graphics","Python, C/C++, Shell Script",Should have NA columns,phoffman@nygenome.org 11/30/2017 19:13:25,18 -- 30,Male,North America,Master's,Geochemistry,Ecology,"Government Research Scientist, Industrial Research Scientist",https://github.com/rhlee12/RNRCS,Yes,60%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Very important,Very important,Not important,Important,Important,Not at all important,Not at all important,Somewhat important,Very important,Occasionally,Almost every time,Occasionally,Every time,Occasionally,Every time,I decide what I want to work on next,Important,Important,Important,Very important,Somewhat important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,"Poor documentation in underlying code, data munging, poor team workflow.",90%,Very Important,Seldom,Every time,Occasionally,Occasionally,"ggplot2, lubridate, nneo","Python, C/C++",,rhlee@colorado.edu 11/30/2017 19:21:07,18 -- 30,Male,Oceania,Doctorate's,Medicine,RNA-Seq,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/tpq/propr,Yes,60%,One month ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,More time,Very important,Very important,Not important,Not important,Not important,Not important,Very important,Not important,Not important,Not important,Not important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Somewhat important,Important,Important,Important,Important,Very important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Expert-level understanding,,100%,Very Important,Seldom,Occasionally,Almost every time,Occasionally,ggplot2,C/C++,, 11/30/2017 19:28:09,40 -- 50,Male,North America,Doctorate's,Medicine,Surgical and anesthetic mortality ,"Adacemic Researcher (professor, post-doc, etc), Clinician, Engineer, Software Engineer/Programmer",https://github.com/patrickmdnet/medicalrisk,Yes,20%,One day ago,2--5 developers,Very important,Very important,More time,More time,More time,Very important,Very important,Very important,Not at all important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Every time,Every time,Every time,Every time,Every time,Occasionally,My supervisor tells me what to do.,Important,Very important,Very important,Not at all important,Not important,Very important,Important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,,20%,Very Important,Seldom,Every time,Seldom,Almost every time,Knitr dplyr ggplot2,"Python, C/C++, C#, JavaScript",, 11/30/2017 19:26:30,18 -- 30,Female,North America,Doctorate's,,Quantitative Psychology,Graduate Student,https://github.com/smasongarrison/discord,Yes,20%,One day ago,1 developer ( I work alone),Somewhat important,Not important,Much less time,Less time,Same amount of time,Very important,Important,Not at all important,Not at all important,Important,Not at all important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Occasionally,Seldom,Seldom,Occasionally,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"documenting my code, improving efficiency",50%,Important,Seldom,Almost every time,Seldom,Occasionally,"ggplot2, nlsylinks, lavaan","JavaScript, Lua, Shell Script",,s.mason.garrison@gmail.com 11/30/2017 19:45:21,30 -- 40,Female,North America,Doctorate's,Statistics,Statistics and Bioinformatics,"Adacemic Researcher (professor, post-doc, etc)",https://CRAN.R-project.org/package=HeritSeq,Yes,50%,One day ago,2--5 developers,Important,Important,Much more time,Much more time,More time,Very important,Important,Important,Somewhat important,Somewhat important,Important,Very important,Somewhat important,Important,Important,Very important,Occasionally,Every time,Every time,Almost every time,Almost every time,Almost every time,,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Issues with dependencies,90%,Very Important,Every time,Every time,Almost every time,Almost every time,"knitr, ggplot2, RColorBrewer","Python, Shell Script, Matlab",,wjennyshi@gmail.com 11/30/2017 20:00:54,30 -- 40,Male,North America,Doctorate's,Environmental Science,Ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/pmarchand1/waver,Yes,10%,One day ago,2--5 developers,Somewhat important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Very important,Not important,Important,Important,Not important,Important,,,,Very important,Almost every time,Every time,Every time,Almost every time,Seldom,Every time,I decide what I want to work on next,Important,Important,Very important,Very important,Important,Very important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,70%,Very Important,Seldom,Every time,Occasionally,Every time,"dplyr, ggplot2, rjags",Python,, 11/30/2017 20:02:11,18 -- 30,Male,Europe,Doctorate's,Information Systems,Data science,"Adacemic Researcher (professor, post-doc, etc)",,No,20%,One day ago,2--5 developers,Important,Somewhat important,Less time,Less time,Less time,Very important,Important,Not important,Not important,Important,Very important,Very important,Not at all important,Not at all important,Not at all important,Important,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,"Python, C#",, 11/30/2017 20:02:24,18 -- 30,Male,North America,Bachelor's,Mathematics,Finance,Industrial Research Scientist,https://github.com/quandl/quandl-r,Yes,80%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Not important,Not at all important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Seldom,Seldom,I decide what I want to work on next,Important,Important,Not important,Important,Somewhat important,Important,Important,Important,Novice understanding,Novice understanding,No idea what it means,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,iteration organization,100%,Very Important,Seldom,Every time,Every time,Every time,data.table magrittr lubridate,Python,, 11/30/2017 20:03:50,50 -- 60,Male,North America,Doctorate's,Mathematics (probability theory/analysis),Biostatistics,Government Research Scientist,https://cran.r-project.org/web/packages/PwrGSD/index.html,Yes,50%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,Much more time,Same amount of time,Very important,Very important,Somewhat important,Not at all important,Not important,Important,Important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,"Usually my software development is directed by my research, which leads me to make improvements as I go.",Important,Very important,Important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,The moving target that is the set of CRAN repository requirements ,80%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,Hard to say -- it depends on whether I'm doing data analysis or methodological work,"Python, C/C++, JavaScript, Fortran, Shell Script",,izmirligdroid@gmail.com 11/30/2017 20:06:12,over 60,,North America,Doctorate's,math,nonlinear models,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org,Yes,100%,One day ago,1 developer ( I work alone),Very important,Very important,Less time,Less time,Same amount of time,Very important,Important,Not at all important,Not at all important,Not at all important,,Important,Very important,Very important,Very important,Very important,Almost every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Very important,Very important,Important,Somewhat important,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Answering questions like these that do not reflect my experience! ,10%,Somewhat important,Seldom,Seldom,Seldom,Seldom,I don't. I DEVELOP software rather than USE it. You need to rethink your project.,"Fortran, I DEVELOP other software too.","1) I'm retired, so I do what I want; 2) I DEVELOP R codes, and my 5-decade old code is part of the main distribution; 3) I rarely am USING R except to test ideas for better code.", 11/30/2017 20:09:33,18 -- 30,Male,North America,Doctorate's,Engineering Sciences,Genomics,"Engineer, Graduate Student, Software Engineer/Programmer, Teacher",https://github.com/robalecarova/RcppHMM,Yes,60%,One week ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Important,Not important,Important,Important,Important,Important,Very important,Very important,Almost every time,Almost every time,Every time,Almost every time,Every time,Occasionally,I consult the software specification and choose the next piece to implement.,Very important,Important,Important,Important,Important,Somewhat important,Not important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,Porting to new platforms. Version management. Testing,70%,Very Important,Occasionally,Every time,Occasionally,Every time,"edgeR, limma, RcppArmadillo","Python, C/C++",,robalecarova@gmail.com 11/30/2017 20:19:32,30 -- 40,Male,North America,Doctorate's,Quantitative Psychology,Artificial Intelligence Lab in Education,"Industrial Research Scientist, Manager/Supervisor, Research and Development",,Yes,20%,One day ago,2--5 developers,Important,Important,Much more time,Much more time,More time,Very important,Important,Not important,Somewhat important,Not at all important,Important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Seldom,Almost every time,Seldom,Seldom,Occasionally,"I organize my team with kanban, so the next task todo is the highest priority one I am capable of doing. I own the kanban board but the team builds and maintains it.",Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Not important,Not important,Important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,not sure,50%,Very Important,Never,Almost every time,Occasionally,Almost every time,"rstan, lme4, mirt ",Python,,quinn.lathrop@gmail.com 11/30/2017 20:20:56,30 -- 40,Female,Europe,Doctorate's,Statistics,Epidemiology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,Six months ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,More time,More time,Very important,Important,Very important,Important,Very important,Important,Important,,,,Important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Novice understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Testing,80%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"survival, MASS, Epi",,, 11/30/2017 20:23:07,30 -- 40,Male,North America,Doctorate's,statistics,biostatistics,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/RGLab/MAST,Yes,20%,One day ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Not important,Important,Very important,Very important,Somewhat important,Somewhat important,Very important,Very important,Almost every time,Almost every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Not important,Important,Not important,Very important,Important,Important,Not at all important,Understand for the most part,Vague understanding,Expert-level understanding,No idea what it means,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Version control of libraries and dependencies,70%,Very Important,Almost every time,Every time,Almost every time,Almost every time,"ggplot2, dplyr, SummarizedExperiment","Python, C/C++",, 11/30/2017 20:27:06,40 -- 50,Male,North America,Doctorate's,Statistics,statistical methods for high-dimensional data,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/SigTree/index.html,Yes,10%,One month ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Important,Not important,Not important,Important,Important,Not at all important,Very important,Very important,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"when someone makes critical changes to a package that my package depends on, and I need to spend a lot of time to update my package",10%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"ape, DESeq2, lme4","C/C++, SAS",, 11/30/2017 21:38:59,30 -- 40,Male,Europe,Doctorate's,Computer Science,Information Retrieval,"Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor, Teacher",https://github.com/julian-urbano/ircor,Yes,20%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not important,Very important,Very important,Very important,Important,Important,Important,Almost every time,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Very important,Very important,Important,Important,Very important,Important,Somewhat important,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,80%,Very Important,Seldom,Almost every time,Almost every time,Every time,"lme4, VineCopula, ks","Java, C#, Shell Script",, 11/30/2017 21:57:55,30 -- 40,Male,Oceania,Doctorate's,Statistics,Medical statistics,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",https://github.com/mdonoghoe/logbin,Yes,20%,One week ago,1 developer ( I work alone),Important,Somewhat important,Much more time,Much more time,More time,Very important,Not important,Not important,Not at all important,Somewhat important,Not important,Very important,Not at all important,Not at all important,Not important,Not important,Every time,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,My supervisor tells me what to do.,Important,Somewhat important,Somewhat important,Very important,Important,Very important,Somewhat important,Not important,Vague understanding,No idea what it means,Novice understanding,Novice understanding,Vague understanding,Novice understanding,Novice understanding,Vague understanding,"Finding time to test, Lack of knowledge about efficiency, Documentation",80%,Very Important,Occasionally,Almost every time,Seldom,Almost every time,"survival, dplyr, ggplot",Shell Script,, 11/30/2017 22:22:58,40 -- 50,Male,Oceania,Doctorate's,Epidemiology,Epidemiology,"Adacemic Researcher (professor, post-doc, etc)",,No,10%,One month ago,1 developer ( I work alone),Important,Important,More time,More time,More time,Important,Important,Important,Very important,Not at all important,Not at all important,Important,Not at all important,Important,Important,Important,Every time,Almost every time,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,"Time away from other work Understanding other codes or function Writing tests",70%,Very Important,Occasionally,Almost every time,Never,Almost every time,"Hmisc, epiDisplay, magrittr",C/C++,, 11/30/2017 22:26:05,40 -- 50,Male,North America,Doctorate's,Statistics,Statistical ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/aaarchmiller/uhcplots,Yes,20%,Six months ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,Much more time,More time,Important,Somewhat important,Not important,Not at all important,Not important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,Seldom,Almost every time,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Very important,Important,Important,Important,Important,No idea what it means,No idea what it means,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,making code general,40%,Very Important,Occasionally,Every time,Occasionally,Almost every time,"ggplot, mosaic, dplyr",,, 11/30/2017 22:28:11,18 -- 30,Male,Europe,Bachelor's,Virtual reality,Computer graphics ,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Graduate Student, Laboratory Technician, Manager/Supervisor, Software Engineer/Programmer, System Administrator, Teacher",,No,80%,One day ago,2--5 developers,Important,Very important,Much more time,Much more time,Much more time,Very important,Important,Important,Important,Very important,Very important,,,,,,Every time,Every time,Every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Very important,Important,Very important,Very important,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,Memory and time complexity. I had to choose which one is more important,90%,Very Important,Almost every time,Every time,Every time,Every time,"Rcpp, RcppArmadillo and base R","C/C++, C#",, 11/30/2017 22:46:20,30 -- 40,Male,North America,Doctorate's,statistics,data science,Software Engineer/Programmer,https://github.com/kwilliams83/ldbod,Yes,20%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Not important,Not important,Somewhat important,Important,Important,Important,Important,Important,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,Occasionally,I consult the software specification and choose the next piece to implement.,Important,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,lack of resources,50%,Very Important,Almost every time,Almost every time,Occasionally,Every time,"caret, ggplot2, rnn","Python, Shell Script",, 11/30/2017 23:01:50,over 60,Male,Oceania,Doctorate's,Probability theory,Computational statistics,"Adacemic Researcher (professor, post-doc, etc)",https://r-forge.r-project.org/projects/xtable/,Yes,10%,One month ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Somewhat important,Important,Very important,Important,Not at all important,Not at all important,Very important,Not important,Somewhat important,Important,Important,Almost every time,Almost every time,Every time,Every time,Occasionally,Every time,I decide what I want to work on next,Important,Important,Important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,The need for redesign from time to time,10%,Important,Occasionally,Occasionally,Almost every time,Every time,GeneralizedHyperbolic xtable hwriter,Fortran,, 11/30/2017 23:11:16,18 -- 30,Male,North America,Master's,Geography,Data Science,Government Research Scientist,https://github.com/GIST-ORNL/wbstats,Yes,20%,One month ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not important,Somewhat important,Not important,Not at all important,Somewhat important,Very important,,,,Very important,Every time,Almost every time,Occasionally,Seldom,Occasionally,Almost every time,I decide what I want to work on next,Very important,Important,Very important,Important,Very important,Important,Very important,Important,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,"1. finding time to take the software from research quality to production quality. thats really it. including writing tests, documenting fully, etc.",70%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"dplyr, RPostgreSQL, ggplot2","Python, C/C++","very interesting. I would like to know the differences between answers from scientists whose training are in the domain areas, biology, geography, political science, etc vs those who are trained in CS",piburnjo@ornl.gov 11/30/2017 23:16:20,18 -- 30,Male,Oceania,Doctorate's,Conserving evolutionary processes,Ecology,Graduate Student,https://github.com/jeffreyhanson/raptr,Yes,60%,One week ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,More time,Very important,Important,Very important,Very important,Important,Very important,Very important,Not at all important,Not at all important,Important,Important,Every time,Almost every time,Every time,Every time,Every time,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Important,Very important,Very important,Very important,Important,Very important,Very important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"(1) estimating how long a project will take, (2) defining project scope and requirements, (3) project management",60%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,(1) dplyr (2) sp (3) raster ,"Python, C/C++",,jeffrey.hanson@uqconnect.edu.au 11/30/2017 23:39:13,50 -- 60,Male,Asia,Doctorate's,Mathematics,multiple definite integrals,"Adacemic Researcher (professor, post-doc, etc)",http://www.math.kobe-u.ac.jp/OpenXM,Yes,30%,One day ago,5--10 developers,Very important,Very important,,,,Very important,Very important,Very important,,,Very important,Very important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,80%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,,"Python, C/C++, Java",,takayama@math.kobe-u.ac.jp 11/30/2017 23:45:29,30 -- 40,Female,Asia,Doctorate's,statistics,bioinformatics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/icmm/index.html,Yes,40%,One month ago,1 developer ( I work alone),Important,Important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Not important,Not important,Very important,Very important,Important,Important,Important,Important,Important,Almost every time,Occasionally,Occasionally,Occasionally,Almost every time,Occasionally,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Very important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,CRAN requirements and policy,30%,Important,Occasionally,Every time,Almost every time,Almost every time,glmnet,,, 12/1/2017 0:03:31,30 -- 40,Male,North America,Doctorate's,Operations Research,Data Scientist,Industrial Research Scientist,https://github.com/prestodb/RPresto,Yes,30%,One day ago,2--5 developers,Very important,Important,Much more time,More time,More time,Very important,Important,Somewhat important,Somewhat important,Very important,Important,Important,Not at all important,Not at all important,Very important,Important,Almost every time,Every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Very important,Very important,Somewhat important,Very important,Important,Very important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,,100%,Very Important,Occasionally,Every time,Almost every time,Every time,"dplyr, RPresto, ggplot2","Python, C/C++, JavaScript",, 12/1/2017 0:08:11,18 -- 30,Male,North America,Master's,Health Informatics,Sport Science,"Graduate Student, Sports Performance Analyst",,Yes,20%,Three months ago,1 developer ( I work alone),Not important,Important,Much more time,Much more time,Same amount of time,Very important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Seldom,Seldom,Occasionally,Never,Almost every time,I decide what I want to work on next,Somewhat important,Very important,Very important,Important,Important,Important,Important,Very important,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Novice understanding,Novice understanding,Novice understanding,No idea what it means,,90%,Important,Never,Every time,Never,Every time,,Python,, 12/1/2017 0:37:38,30 -- 40,Male,North America,Master's,Statistics,Statistics and Pharmacometrics Modeling,"Graduate Student, Statistician",http://github.com/metrumresearchgroup/texPreview,Yes,80%,One day ago,2--5 developers,Very important,Very important,More time,More time,More time,Very important,Important,Important,Not at all important,Not at all important,Very important,Very important,Not important,Somewhat important,Important,Very important,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Important,Important,Very important,Very important,Very important,Very important,Very important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,,100%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"dplyr, qapply, rstan","C/C++, JavaScript",,yonicd@gmail.com 12/1/2017 0:39:36,18 -- 30,Male,Europe,Doctorate's,Computer Science,Bioinformatics / immunology / machine learning,"Engineer, Graduate Student, Manager/Supervisor",https://github.com/imminfo/tcr,Yes,60%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Not at all important,Not important,Important,Very important,Not at all important,Not at all important,Not at all important,Important,Every time,Occasionally,Every time,Almost every time,Seldom,Seldom,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Important,Very important,Very important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Understand what others want from the software. Teach people to code review. Teach others not to interrupt my work when Im focused on the programming.,70%,Very Important,Never,Seldom,Occasionally,Every time,"tcR, dplyr, ggplot","Python, C/C++, Fortran",,vdm.nazarov@gmail.com 12/1/2017 0:43:37,40 -- 50,Male,Asia,Doctorate's,Statistics,"Applied statistics, Bioinformatics, Evolutionary biology","Adacemic Researcher (professor, post-doc, etc), Teacher",,Yes,30%,More than one year ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Important,Occasionally,Seldom,Almost every time,Almost every time,Every time,Every time,I decide what I want to work on next,Somewhat important,Important,Important,Important,Somewhat important,Important,Very important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"Lack of appreciation/recognition for my efforts by the university administrator because softwares don't count much as ""research paper"". ",80%,Very Important,Occasionally,Every time,Occasionally,Every time,"gplots, geomorph, sequins",,Good luck,tfkhang@um.edu.my 12/1/2017 0:56:31,18 -- 30,Female,Asia,Bachelor's,Pharmacy,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Important,Somewhat important,Important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Every time,Every time,Every time,Every time,Occasionally,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,,100%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,survival,Python,,pakk@pharm.kitasato-u.ac.jp 12/1/2017 1:32:56,30 -- 40,Female,Asia,Doctorate's,Agricultural science,IT,"Industrial Research Scientist, Software Engineer/Programmer",https://cran.r-project.org/web/packages/EEM/index.html,Yes,20%,One year ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Every time,Every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Important,Important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,"No common format for raw data, insufficient training about designing software on my own part, working alone",10%,Very Important,Almost every time,Every time,Occasionally,Every time,"dplyr, ggplot2, knitr",,, 12/1/2017 1:33:21,30 -- 40,Male,North America,Doctorate's,Computer Science and Engineering,Information visualization,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/mjskay/ARTool,Yes,30%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Same amount of time,Very important,Somewhat important,Very important,Not important,Very important,Very important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Almost every time,Almost every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Important,Somewhat important,Important,Somewhat important,Important,Somewhat important,Very important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Setting up reliable continuous integration testing,70%,Very Important,Occasionally,Every time,Occasionally,Almost every time,"ggplot2, dplyr, rstan","Python, Java, C#, JavaScript, Shell Script",,mjskay@umich.edu 12/1/2017 1:41:04,30 -- 40,Female,North America,Doctorate's,Agricultural and Biological Engineering,Data Science,"Engineer, Software Engineer/Programmer",,Yes,40%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Not important,Important,Not important,Very important,,,Very important,Very important,Almost every time,Almost every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Finding time to develop software solutions rather than one-off analyses,90%,Very Important,Occasionally,Almost every time,Every time,Every time,"All of the tidyverse, ggplot2, caret","Python, C/C++, Fortran, Shell Script",, 12/1/2017 1:47:11,50 -- 60,Male,North America,Bachelor's,Mechanical Engineering and Materials Science,Data Science,"Software Engineer/Programmer, Consultant",,Yes,60%,One month ago,1 developer ( I work alone),Somewhat important,Very important,More time,More time,Same amount of time,Very important,Somewhat important,Not important,Somewhat important,Somewhat important,Not important,Not important,Important,Very important,Important,Important,Every time,Almost every time,Every time,Every time,Almost every time,Every time,Based on client requirements and goals,Very important,Important,Important,Important,Important,Important,Important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,"Unclear Requirements, Weak Code Deployment Planning, Unrealistic Schedules",30%,Somewhat important,Seldom,Almost every time,Occasionally,Every time,"plyer, stats, caret","Shell Script, Visual Basic",, 12/1/2017 2:08:42,30 -- 40,Male,Asia,Doctorate's,Applied Mathematics,"machine learning, computational sociology","Adacemic Researcher (professor, post-doc, etc), Teacher",,Yes,10%,One day ago,1 developer ( I work alone),Important,Very important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,Important,Important,Very important,Important,Very important,Important,Important,Every time,Every time,Occasionally,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Not important,Very important,Important,Very important,Very important,Important,Very important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,I found several mathematical theorems through coding; I learned a lot through composing documents; I leaned a lot through collaborating with others while coding,20%,Very Important,Occasionally,Every time,Every time,Every time,"nloptr, parallel, deSolve","Python, C/C++, Shell Script",,xinguo.math@gmail.com 12/1/2017 2:19:55,40 -- 50,Male,North America,Doctorate's,Mathematics,Quantitative Finance,"Industrial Research Scientist, Software Engineer/Programmer",https://github.com/shabbychef/SharpeR/,Yes,30%,One week ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Not important,Not important,Important,Not important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Seldom,Almost every time,Every time,Almost every time,Almost every time,Occasionally,I decide what I want to work on next,Not important,Somewhat important,Very important,Important,Important,Somewhat important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"designing the right API, communicating the API, testing code.",80%,Very Important,Seldom,Every time,Every time,Every time,"dplyr, ggplot2, tidyr","Shell Script, SAS",,shabbychef@gmail.com 12/1/2017 2:59:49,40 -- 50,Male,Oceania,Doctorate's,Pop genetics and modeling; wildlife diseases,Research - wildlife management,Government Research Scientist,https://github.com/carlopacioni/vortexR,Yes,10%,One day ago,2--5 developers,Somewhat important,Not important,Much more time,More time,Same amount of time,Very important,Not important,Important,Not at all important,Important,Not at all important,Somewhat important,Not at all important,Not at all important,Somewhat important,Very important,Occasionally,Every time,Every time,Every time,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Important,Very important,Very important,Very important,Very important,Very important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Lack of source of funding to specifically develop and maintain software. All the work I do on this front is on the back of projects where the software is used to analyse the data but it is not specifically funded,90%,Very Important,Almost every time,Occasionally,Every time,Every time,"devtools, data.table, ggplot2",Shell Script,,c.pacioni@murdoch.edu.au 12/1/2017 3:03:45,18 -- 30,Male,Asia,Master's,statistics,artificial intelligence,Manager/Supervisor,https://github.com/taiyun/corrplot,Yes,0%,One week ago,2--5 developers,Somewhat important,Very important,Same amount of time,More time,Much more time,Very important,Very important,Not important,Not at all important,Not important,Important,Important,Not at all important,Not at all important,Not at all important,Important,Almost every time,Every time,Every time,Every time,Almost every time,Almost every time,I consult with my colleagues.,Very important,Important,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Expert-level understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,"Software requirements , Software design ",30%,Very Important,Occasionally,Almost every time,Occasionally,Every time,"knitr, dplyr, ",Python,, 12/1/2017 3:05:10,30 -- 40,Male,Asia,Doctorate's,Informatics,machine learning,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/mahito-sugiyama/graph-kernels,Yes,10%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Not important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Important,Occasionally,Occasionally,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Implementing algorithm by other researchers,30%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"Rcpp, RcppEigen, igraph, ","Python, C/C++",, 12/1/2017 3:34:40,18 -- 30,Male,North America,Master's,plant physiology,bioinformatics,"Adacemic Researcher (professor, post-doc, etc), Engineer, Government Research Scientist, Graduate Student, Industrial Research Scientist, Software Engineer/Programmer, Teacher",https://github.com/Flavjack/GerminaR,Yes,30%,One week ago,2--5 developers,Very important,Very important,Much less time,Less time,More time,Important,Important,Important,Important,Not important,Not important,Not important,Somewhat important,Somewhat important,Important,Important,Almost every time,Almost every time,Seldom,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Somewhat important,Important,Important,Important,Important,Important,Important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,documentations,80%,Very Important,Almost every time,Almost every time,Occasionally,Occasionally,"tidyverse, agricoale, GerminaR",JavaScript,After the publishing if is possible you can put the data set in open repository for other analysis from the users. ,flavjack@gmail.com 12/1/2017 3:45:09,50 -- 60,Male,Oceania,Doctorate's,Statistics,Fisheries and statistical ecology,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",,Yes,50%,One day ago,2--5 developers,Very important,Very important,,,,Very important,Very important,Somewhat important,Not important,Very important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Almost every time,Occasionally,Every time,Seldom,Seldom,Occasionally,"Need to click several of these! 2, 5, 6",Very important,Somewhat important,Very important,Very important,Somewhat important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,Novice understanding,Overhead of delegating when it becomes too much for one person; tension of needing to sort out fundamentals but having to meet deadlines; lack of infrastructure to transfer maintenance to others,80%,Very Important,Occasionally,Almost every time,Seldom,Almost every time,debug mgcv mvbutils,"C/C++, Pascal (Lazarus/FreePascal)",,mark.bravington@csiro.au 12/1/2017 3:48:59,30 -- 40,Female,Europe,Doctorate's,Energy science and technology,statistics and artificial intelligence,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/IDPSurvival/index.html,Yes,30%,One day ago,2--5 developers,Very important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Very important,Not important,Not important,Not at all important,Not important,Not important,Not at all important,Not at all important,Important,Very important,Occasionally,Occasionally,Almost every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Very important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,40%,Very Important,Never,Almost every time,Occasionally,Almost every time,,"Python, Java, Matlab",,francesca@idsia.ch 12/1/2017 4:02:09,30 -- 40,Female,Europe,Doctorate's,Statistics,Missing values,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,2--5 developers,Important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Very important,Very important,Not at all important,Not at all important,Important,Somewhat important,Somewhat important,Very important,Very important,Almost every time,Almost every time,Occasionally,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Important,Important,Important,Important,Important,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Not recognize by your pairs - a lot of time to make a user friendly software - ,20%,Important,Never,Almost every time,Almost every time,Seldom,FactoMineR - Matrix - ,,,julie.josse@polytechnique.edu 12/1/2017 4:43:59,30 -- 40,Male,Europe,Doctorate's,Earth System Science,Geoinformatics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/vwmaus/dtwSat,Yes,70%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Important,Somewhat important,Not at all important,Not at all important,Somewhat important,Very important,Very important,Not at all important,Very important,Very important,Almost every time,Every time,Almost every time,Every time,Every time,Every time,I decide what I want to work on next,Very important,Very important,Important,Very important,Very important,Very important,Very important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Reproducibility; Documentation; Interoperability,50%,Very Important,Occasionally,Almost every time,Every time,Almost every time,raster; sf; dplyr,"Python, C/C++, Fortran, Shell Script, GNU MathProg",,vwmaus1@gmail.com 12/1/2017 5:02:37,30 -- 40,Male,Europe,Doctorate's,Applied Mathematics,"econometrics, statistics, data science","Adacemic Researcher (professor, post-doc, etc), Data scientist",https://github.com/mpiktas/midasr,Yes,90%,One day ago,2--5 developers,Very important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Not important,Not important,Very important,Very important,Very important,Not at all important,Very important,Very important,Very important,Almost every time,Every time,Almost every time,Almost every time,Occasionally,Almost every time,I consult with my colleagues.,Important,Somewhat important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Reading code of others, making colleagues understand software development principles",30%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"dplyr, nls, sandwich","Python, C/C++, JavaScript, Shell Script",,zemlys@gmail.com 12/1/2017 5:15:53,30 -- 40,Male,Oceania,Doctorate's,Sociology,Social network analysis ,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/vosonlab/SocialMediaLab,Yes,30%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Important,Important,Important,Very important,Important,Very important,Not important,Not important,Somewhat important,Very important,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Very important,Somewhat important,Somewhat important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,The time it takes,20%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"Igraph, tm, socialmedialab ","Python, C#, JavaScript",Good luck! ,Timothy.Graham@anu.edu.au 12/1/2017 5:27:14,18 -- 30,Male,Europe,Doctorate's,"Genetics, transcriptomics and epigenetics of chromatic variation in pearl oyster","Genetics, transcriptomics and epigenetics",Graduate Student,https://github.com/PLStenger/ImaginR/issues,Yes,30%,One week ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Important,Very important,Very important,Very important,Very important,Seldom,Occasionally,Every time,Occasionally,Occasionally,Seldom,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Important,Important,Important,Somewhat important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,No idea what it means,No idea what it means,"Debug, publication, coordination with other workers",10%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"ImaginR, adegenet, ade4",Shell Script,,Pierrelouis.stenger@gmail.com 12/1/2017 5:36:21,18 -- 30,Male,Asia,Master's,Hydroinformatics and Water Mangement,Green finance/Environmental risk analysis,Analyst,https://github.com/Yuanchao-Xu/hyfo,Yes,30%,One month ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Same amount of time,Very important,Very important,Important,Somewhat important,Not important,Somewhat important,Important,Not important,Not important,Not important,Not important,Every time,Almost every time,Almost every time,Every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Not important,Very important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,new knowledge learning process; the topic is very new with very limited resources; dependencies on different kinds of sources,30%,Important,Seldom,Almost every time,Occasionally,Occasionally,,"Python, VBA",, 12/1/2017 5:42:30,30 -- 40,Male,Europe,Doctorate's,Linguistics,Interpreting Studies,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/corregp/index.html,Yes,20%,One month ago,1 developer ( I work alone),Very important,Important,More time,More time,More time,Very important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Very important,Very important,Seldom,Every time,Almost every time,Almost every time,Almost every time,Every time,I decide what I want to work on next,Important,Important,Somewhat important,Very important,Somewhat important,Very important,Important,Very important,No idea what it means,No idea what it means,No idea what it means,Vague understanding,No idea what it means,Vague understanding,Novice understanding,Novice understanding,"Different OS's, older versions (of packages), Unicode",50%,Very Important,Occasionally,Every time,Never,Seldom,"effects, mgcv, corregp",Python,NA,koen.plevoets@ugent.be 12/1/2017 5:40:41,30 -- 40,Female,Europe,Master's,Statistics and informatics,Ecology,"Engineer, Software Engineer/Programmer",https://cran.r-project.org/package=CINID,Yes,80%,One day ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Important,Important,Somewhat important,Somewhat important,Not important,Not important,Important,Not at all important,Not at all important,Important,Very important,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I consult with my colleagues.,Somewhat important,Important,Important,Important,Important,Very important,Very important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,tests profiling documentation,80%,Very Important,Occasionally,Occasionally,Occasionally,,ade4 adegraphics shiny,"C/C++, JavaScript, Shell Script",, 12/1/2017 5:43:54,30 -- 40,Female,Asia,Bachelor's,Statistics,Data mining and forecasting,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Less time,Same amount of time,Much more time,Very important,Important,Somewhat important,Somewhat important,Important,Important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Almost every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Very important,Very important,Important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,,10%,Very Important,Occasionally,Almost every time,Seldom,Seldom,Cluster shinyjs gtools,,, 12/1/2017 5:52:40,30 -- 40,Male,Europe,Doctorate's,Evolutionary biology,Plant domestication,"Adacemic Researcher (professor, post-doc, etc)",http://github.com/vbonhomme/Momocs,Yes,30%,One week ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Somewhat important,Somewhat important,Important,Important,Important,Very important,Very important,Occasionally,Almost every time,Every time,Almost every time,Almost every time,Occasionally,I decide what I want to work on next,Important,Very important,Very important,Important,Important,Important,Somewhat important,Important,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"lack of time, budget, help",50%,Very Important,Seldom,Seldom,Seldom,Occasionally,"dplyr, ggplot2, magrittr",C/C++,,bonhomme.vincent@gmail.com 12/1/2017 5:58:14,18 -- 30,Female,Europe,Master's,Psychological Methods,Psychological Methods,Graduate Student,https://github.com/michelenuijten/statcheck,Yes,10%,One month ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Same amount of time,Important,Very important,Somewhat important,Not important,Not at all important,Important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Somewhat important,Somewhat important,Very important,Very important,Very important,Important,Not important,Not important,No idea what it means,No idea what it means,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,Vague understanding,"I don't have time to sit down and work on improving the package for a longer period. As a researcher, you're rewarded for publications (and paid for teaching), so software development never gets priority.",60%,Very Important,Occasionally,Almost every time,Seldom,Almost every time,"tidyverse, statcheck, metafor",,, 12/1/2017 6:03:29,18 -- 30,Female,Europe,Doctorate's,Data Mining,Data Mining,"Adacemic Researcher (professor, post-doc, etc)",,Yes,40%,One day ago,2--5 developers,Very important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Very important,Not important,Not important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Very important,Every time,Every time,Every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Not important,Not important,Not important,Somewhat important,Somewhat important,No idea what it means,Novice understanding,Understand for the most part,Vague understanding,Novice understanding,Vague understanding,Vague understanding,No idea what it means,,70%,Very Important,Occasionally,Every time,Every time,Every time,,C/C++,,usue.mori@gmail.com 12/1/2017 6:10:54,18 -- 30,Male,Europe,Master's,Statistics and Data Science,Machine Learning,Engineer,https://github.com/datastorm-open/rAmCharts,Yes,20%,One day ago,2--5 developers,Important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Occasionally,Almost every time,Every time,Almost every time,Every time,Every time,I fix the next high-priority bug assigned to me.,Somewhat important,Not at all important,Not important,Not at all important,Not at all important,Not important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Novice understanding,"Managing dependencies, Unit tests, Code architecture",20%,Very Important,Occasionally,Almost every time,Occasionally,Every time,"data.table, pipeR/magrittr/, shiny",Python,, 12/1/2017 6:36:46,40 -- 50,Male,Europe,Doctorate's,Statistics,"meta-analysis, statistical computing","Adacemic Researcher (professor, post-doc, etc)",https://github.com/guido-s/,Yes,30%,One day ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Not important,Not important,Very important,Very important,Very important,Very important,Important,Occasionally,Almost every time,Occasionally,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Very important,Not important,Understand for the most part,Novice understanding,Expert-level understanding,Novice understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Vague understanding,none,90%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"meta, netmeta, metafor",,,sc@imbi.uni-freiburg.de 12/1/2017 6:43:05,30 -- 40,Male,Europe,Doctorate's,Political Science,Political Science,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/package=meltt,Yes,30%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Very important,Important,Important,Not important,Not important,Important,Important,Very important,Very important,Very important,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Very important,Very important,Very important,Very important,Very important,Very important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,interfacing with existing software tools; adjusting for changing dependencies; striking the right balance between generalisability of software and its specificity,60%,Very Important,Almost every time,Every time,Almost every time,Every time,"sp, raster, Rcpp","Python, C/C++, Java, Shell Script",,kdonnay@gmx.net 12/1/2017 6:52:43,30 -- 40,Male,Europe,Doctorate's,Civil war research,Political science -- conflict research,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/css-konstanz/mwa-dev,Yes,20%,One week ago,2--5 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Important,Important,Important,Important,Important,Very important,Very important,Not at all important,Not at all important,Somewhat important,Somewhat important,Seldom,Seldom,Occasionally,Seldom,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Somewhat important,Very important,Important,Important,Somewhat important,Vague understanding,Novice understanding,Expert-level understanding,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Lack of standards in many areas. ,20%,Very Important,Occasionally,Occasionally,Occasionally,Almost every time,"base, maptools, stargazer,","Java, NetLogo",, 12/1/2017 6:53:15,30 -- 40,Male,South America,Bachelor's,Economics,Finance,Trader,,Yes,10%,One day ago,1 developer ( I work alone),Very important,Not important,Much more time,More time,Same amount of time,Very important,Not important,Somewhat important,Not at all important,Very important,Very important,Not important,Not important,Not important,Very important,Very important,Seldom,Almost every time,Every time,Seldom,Seldom,Occasionally,I decide what I want to work on next,,Important,Very important,Very important,Important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,0%,Very Important,Seldom,Almost every time,Seldom,Almost every time,"Data.table, Shiny, ggplot2",C/C++,, 12/1/2017 7:02:14,30 -- 40,Male,Asia,Master's,,,Government Research Scientist,,No,10%,One month ago,1 developer ( I work alone),Somewhat important,Somewhat important,Less time,Less time,Same amount of time,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Somewhat important,Not important,Not important,Not important,Not important,Not important,Almost every time,Occasionally,Occasionally,Almost every time,Occasionally,Seldom,I decide what I want to work on next,Important,Important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,50%,Important,Seldom,Occasionally,Almost every time,Occasionally,e1071,Perl,, 12/1/2017 7:21:58,30 -- 40,Male,Europe,Doctorate's,Ecology,tropical forest ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/bobmuscarella/ENMeval,Yes,20%,One day ago,2--5 developers,Important,Important,Much more time,Much more time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Every time,Every time,Every time,Every time,Every time,I consult with my colleagues.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,Novice understanding,Vague understanding,,90%,Very Important,Every time,Every time,Every time,Every time,"raster, lme4, base",,, 12/1/2017 7:24:32,30 -- 40,Male,Asia,Doctorate's,Environmental Science,Environmental toxicology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,50%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,Much more time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Very important,Very important,Not at all important,Not at all important,Important,Important,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,,80%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,randomForest; e1071; mixtox,"Python, Shell Script",,xwzhunc@gmail.com 12/1/2017 7:41:30,18 -- 30,Female,Europe,Doctorate's,Cancer genomics,Cancer and the immune system,Graduate Student,https://github.com/raerose01/deconstructSigs,Yes,30%,One week ago,2--5 developers,Somewhat important,Somewhat important,Much more time,Much more time,More time,Very important,Very important,Not important,Not important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Important,Very important,Important,Important,Very important,Somewhat important,Not important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"Working on other people's set-ups, bugs, unit tests",30%,Very Important,Seldom,Occasionally,Almost every time,Almost every time,"Dplyr, biostrings, survival",Shell Script,,Rachel.rosenthal.14@ucl.ac.uk 12/1/2017 7:45:46,40 -- 50,Male,Europe,Doctorate's,Forest ecology,Agronomy and Forestry,Government Research Scientist,,Yes,50%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,More time,Very important,Not important,Not important,Not important,Not important,Somewhat important,Somewhat important,Not important,Important,Important,Important,Occasionally,Seldom,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Somewhat important,Very important,Important,Important,Not important,Important,Not at all important,Novice understanding,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,No idea what it means,,100%,Very Important,Occasionally,Almost every time,Never,Every time,"tidyverse, raster, devtools","Python, JavaScript",, 12/1/2017 7:54:16,40 -- 50,Male,Europe,Doctorate's,Metamodels of computer simulations,Statistics,Data Scientist,https://github.com/peterrobertcurtis/SSM,Yes,50%,One day ago,1 developer ( I work alone),Important,Important,More time,More time,More time,Very important,Important,Somewhat important,Somewhat important,Important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Somewhat important,Almost every time,Occasionally,Almost every time,Occasionally,Seldom,Almost every time,I consult the software specification and choose the next piece to implement.,Somewhat important,Somewhat important,Important,Important,Very important,Somewhat important,Somewhat important,Important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,,60%,Important,Seldom,Occasionally,Occasionally,Occasionally,"dplyr, odbc, leaflet",,, 12/1/2017 8:23:12,30 -- 40,Male,Europe,Doctorate's,"Economics, statistics","Sociology, Political science","Adacemic Researcher (professor, post-doc, etc)",,Yes,70%,One day ago,1 developer ( I work alone),Very important,Important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Very important,Not important,Very important,Not at all important,Not at all important,Very important,Very important,Occasionally,Seldom,Every time,Almost every time,Seldom,Seldom,I decide what I want to work on next,Not important,Not important,Very important,Very important,Not important,Not important,Not important,Not important,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,,70%,Very Important,Seldom,Almost every time,Seldom,Almost every time,"ggplot2, class, randomForest","Python, C/C++, JavaScript, Lua",,boelaert@unistra.fr 12/1/2017 8:32:14,30 -- 40,Male,Asia,Master's,Psychology,Internet; Mobile's apps,"Engineer, Software Engineer/Programmer, Data Scientist",,Yes,80%,One day ago,2--5 developers,Important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Important,Very important,Important,Very important,Very important,Not at all important,Not at all important,Not important,Not important,Every time,Occasionally,Almost every time,Occasionally,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,,60%,Very Important,Every time,Every time,Every time,Every time,"dplyr, ggplot2, lubridate","Python, C/C++, Shell Script",,curare7177@gmail.com 12/1/2017 8:40:02,18 -- 30,Male,Europe,Doctorate's,Biology,Ecoloogy and evolution,Graduate Student,https://github.com/Rekyt/funrar,Yes,80%,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,More time,Very important,Important,Not important,Not at all important,Not important,Somewhat important,Somewhat important,,,,,Seldom,Occasionally,Every time,Seldom,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Important,Important,Very important,Somewhat important,Very important,Somewhat important,Vague understanding,Vague understanding,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,"1. The trade-off between developping a general tool compared to a specific one. 2. The lack of scientific credit to software 3. The lack of training of collaborators in software development",60%,Very Important,Seldom,Occasionally,Occasionally,Almost every time,"1. ggplot2 2. dplyr 3. tidyr",,,matthias.grenie@gmail.com 12/1/2017 8:43:35,30 -- 40,Female,Europe,Master's,Computer science,biology research software,Software Engineer/Programmer,,Yes,70%,One day ago,1 developer ( I work alone),Not important,Important,More time,More time,Same amount of time,Important,Somewhat important,Very important,Somewhat important,Not at all important,Somewhat important,Very important,Not at all important,Very important,Very important,Very important,Almost every time,Occasionally,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Somewhat important,Important,Somewhat important,Very important,Important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,I work alone too much. I'd rather be part of a software development team.,0%,Not at all important,Occasionally,Seldom,Occasionally,Seldom,I write software. I don't do research.,"Python, C/C++, Java",, 12/1/2017 8:51:09,18 -- 30,Female,Europe,Doctorate's,Educational Sciences,Quantitative psychology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/PCovR/,Yes,30%,One week ago,1 developer ( I work alone),Very important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Somewhat important,Not at all important,,,Very important,Very important,Seldom,Occasionally,Every time,Almost every time,Occasionally,Occasionally,My supervisor tells me what to do.,Not important,Not important,Very important,Somewhat important,Somewhat important,Somewhat important,Not important,Not important,No idea what it means,No idea what it means,Vague understanding,Vague understanding,No idea what it means,Vague understanding,No idea what it means,No idea what it means,Using high performance computing + differences between different program languages + keeping everything organized,50%,Very Important,Occasionally,Almost every time,Occasionally,Seldom,"PCovR, devtools, multichull",Matlab,,marlies.vervloet@gmail.com 12/1/2017 8:59:03,18 -- 30,Female,Oceania,Doctorate's,Psychology,Psychology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One month ago,2--5 developers,Not important,Important,Much more time,More time,Same amount of time,Very important,Not important,Not important,Not at all important,Not at all important,Somewhat important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Every time,Every time,Every time,Almost every time,Every time,I decide what I want to work on next,Important,Somewhat important,Important,Important,Important,Somewhat important,Not important,Not important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,1)version control when developing in collaboration with others 2)having tide code for collaborators. ,50%,Very Important,Almost every time,Occasionally,Occasionally,Almost every time,psych; reshape2;knitr,SAS,,yiyun.shou@gmail.com 12/1/2017 9:12:42,18 -- 30,Female,Europe,Doctorate's,Bioinformatics,Diagnostics (leukemia),Industrial Research Scientist,https://github.com/wencke/wencke.github.io,Yes,50%,One day ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Important,Somewhat important,Important,Not important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,Almost every time,I consult with my colleagues.,Important,Very important,Important,Important,Important,Very important,Important,Important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,"data visualization, dimension reduction ",70%,Very Important,Occasionally,Occasionally,Almost every time,Every time,"ggplot2, limma, keras","Python, Shell Script",, 12/1/2017 9:44:40,50 -- 60,Male,Europe,Doctorate's,Mathematics,"teacher education, mathematical statistics","Adacemic Researcher (professor, post-doc, etc), Teacher, Statistician",,Yes,10%,One day ago,1 developer ( I work alone),Very important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Somewhat important,Not at all important,Not important,Important,Somewhat important,Important,Very important,Important,Important,Every time,Every time,Every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Not important,Very important,Very important,Important,Important,Very important,Somewhat important,Understand for the most part,No idea what it means,Expert-level understanding,Vague understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,"time!, algorithm design",10%,Very Important,Occasionally,Every time,Occasionally,Every time,"mass, nlme, ggplot2","C/C++, julia, maple",,kjetil1001@gmail.com 12/1/2017 9:47:20,40 -- 50,Male,Asia,Doctorate's,Biostatistics,Medicine,"Adacemic Researcher (professor, post-doc, etc)",,Yes,0%,One month ago,1 developer ( I work alone),Not important,Not important,Less time,More time,More time,Important,Important,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Not important,Not at all important,Occasionally,Occasionally,Seldom,Occasionally,Seldom,Seldom,My supervisor tells me what to do.,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Making document to inform how to use,20%,Important,Occasionally,Occasionally,Occasionally,Occasionally,"survival, MASS, date",C/C++,, 12/1/2017 9:59:16,18 -- 30,Male,Europe,Doctorate's,Analysis and modelling load cruves,Statistics,Phd student,,Yes,50%,One week ago,2--5 developers,Very important,Not important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Important,Not important,Important,Very important,Somewhat important,Somewhat important,Somewhat important,Very important,Almost every time,Almost every time,Every time,Almost every time,Occasionally,Almost every time,I consult the software specification and choose the next piece to implement.,Very important,Important,Very important,Very important,Important,Very important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Error of adaptation to other data set,90%,Very Important,Never,Almost every time,Seldom,Occasionally,"parallel, survival, shiny",,, 12/1/2017 10:02:51,30 -- 40,Male,South America,Doctorate's,International Relations,Political Science,Data Scientist,https://github.com/RobertMyles/waccR,Yes,20%,One week ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Not important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Occasionally,Every time,Occasionally,Every time,Every time,I decide what I want to work on next,Somewhat important,Very important,Very important,Very important,Important,Very important,Not important,Not at all important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Badly designed APIs,80%,Very Important,Occasionally,Every time,Occasionally,Almost every time,"dplyr, ggplot2, rstan",Python,,robertmylesmcdonnell@gmail.com 12/1/2017 10:06:54,30 -- 40,Male,North America,Doctorate's,Biology,Data Science,Industrial Research Scientist,,Yes,30%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,More time,Very important,Important,Not important,Not important,Important,Important,Very important,Important,Important,Important,Important,Almost every time,Almost every time,Every time,Almost every time,Seldom,Occasionally,I decide what I want to work on next,Important,,,,,,,,,,,,,,,,,,,,,,,"ggplot2, dplyr, magrittr",,, 12/1/2017 10:14:40,18 -- 30,Female,North America,Doctorate's,Statistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/helenxu/JSM,Yes,10%,Three months ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Very important,,,,,Every time,Every time,Every time,Every time,Every time,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Very important,Very important,Important,Very important,Important,Important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,,20%,Very Important,Occasionally,Almost every time,Almost every time,Every time,,"Python, C/C++",, 12/1/2017 10:54:20,50 -- 60,Male,Europe,Doctorate's,Reliability,Risk modeling and management,Industrial Research Scientist,https://cran.r-project.org/web/packages/subrank/index.html,Yes,20%,One day ago,1 developer ( I work alone),Important,Important,Same amount of time,Same amount of time,Same amount of time,Important,Important,Not important,Not important,Not important,Not important,Somewhat important,Somewhat important,Important,Important,Important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Not important,Important,Important,Important,Somewhat important,Somewhat important,Not important,Understand for the most part,Vague understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,"To follow the evolutions of R and its interface with C, the lack of documention on R-C interface, the lack of documentation on OpenMP implementation (9 years ago)",40%,Very Important,Never,Almost every time,Seldom,Almost every time,"Many Hadley Wickam's packages, tseries, mgcv","C/C++, Julia",,Jeromepcollet@gmail.com 12/1/2017 11:06:19,30 -- 40,Male,Europe,Doctorate's,Microbiology,Evolutionary microbiology,"Adacemic Researcher (professor, post-doc, etc)",http://r-forge.r-project.org/R/?group_id=651,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,More time,More time,Same amount of time,Important,Very important,Not important,Somewhat important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Very important,Very important,Almost every time,Seldom,Every time,Occasionally,Occasionally,Every time,I consult the software specification and choose the next piece to implement.,Important,Very important,Somewhat important,Somewhat important,Important,Somewhat important,Not important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Ill-defined file formats; reliance on ill-documented external software; lack of time & financing,50%,Very Important,Occasionally,Occasionally,Every time,Every time,ade4; ggplot; RColorBrewer,"Shell Script, Perl",,lionel.guy@imbim.uu.se 12/1/2017 11:07:30,30 -- 40,Male,Europe,Master's,Social Sciences,Poverty and Education,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Teacher",,Yes,30%,One day ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,Not at all important,Somewhat important,Important,,,Important,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,I consult with my colleagues.,Important,Not important,Important,Very important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,30%,Important,Almost every time,Almost every time,Almost every time,Almost every time,"sp tmap rgdal","Python, C/C++, JavaScript, Shell Script",, 12/1/2017 11:10:17,18 -- 30,Male,North America,Doctorate's,Marine science,Community ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/jslefche/piecewiseSEM,Yes,10%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,More time,Very important,Not important,Not at all important,Not at all important,Not at all important,Not important,Very important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Almost every time,Every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Not important,Important,Somewhat important,Somewhat important,Important,Somewhat important,Not at all important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Vague understanding,"Integrating with other code, anticipating user syntax",80%,Very Important,Never,Occasionally,Never,Almost every time,"piecewiseSEM, nlme, MASS",,,jlefcheck@bigelow.org 12/1/2017 11:12:33,50 -- 60,Male,North America,Doctorate's,Biostatistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/kgoldfeld/simstudy,Yes,30%,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not important,Somewhat important,Not at all important,Not at all important,Important,Important,Important,Important,Important,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Important,Very important,Very important,Very important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,"Deciding what is a priority, making software intuitive to use, providing adequate flexibility for users",90%,Very Important,Seldom,Every time,Never,Occasionally,"ggplot2, lme4, simstudy",C/C++,,keith.goldfeld@nyumc.org 12/1/2017 11:17:20,50 -- 60,Male,Europe,Doctorate's,computer science,computer science,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer", https://cran.r-project.org/web/packages/clustering.sc.dp/index.html,Yes,50%,One week ago,2--5 developers,Very important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Not important,Important,Not at all important,Not important,Very important,Somewhat important,Important,Important,Important,Important,Almost every time,Almost every time,Every time,Almost every time,Occasionally,Almost every time,My supervisor tells me what to do.,Very important,Very important,Very important,Somewhat important,Very important,Very important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"correcting errors takes long time, developing test software, portability ",30%,Important,Almost every time,Every time,Almost every time,Almost every time,"clustering.sc.dp, Ckmeans.1d.dp, fastcluster","C/C++, Java",,sztibor@sztaki.hu 12/1/2017 11:21:45,18 -- 30,Male,Asia,Bachelor's,Applied Mathematics,Information Technology,"Engineer, Industrial Research Scientist, Software Engineer/Programmer, Data Analyst",https://cran.r-project.org/web/packages/tigerhitteR/index.html,Yes,30%,Three months ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,Same amount of time,Less time,Very important,Important,Important,Somewhat important,Not important,Important,,,,,,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I fix the next high-priority bug assigned to me.,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Vague understanding,Novice understanding,Novice understanding,Vague understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,,30%,Very Important,,,,,"data.table, magrittr, dplyr","Python, JavaScript",, 12/1/2017 11:32:54,40 -- 50,Male,North America,Master's,Statistics,Statistical Consulting,Statistical Consultant,https://github.com/clayford/valottery,Yes,10%,Six months ago,1 developer ( I work alone),Not important,Not important,More time,More time,Same amount of time,Very important,Somewhat important,Not important,Very important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Very important,Very important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Somewhat important,Somewhat important,Very important,Important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"relying on packages that keep changing, expectations to adopt the new packages that cool kids are using, trying to keep up with what is currently in development",70%,Very Important,Seldom,Almost every time,Never,Almost every time,"car, effects, lme4",,, 12/1/2017 11:45:25,30 -- 40,Male,Europe,Doctorate's,statistics,bioinformatics,"Industrial Research Scientist, consultant",,Yes,30%,One day ago,1 developer ( I work alone),Important,Somewhat important,,,,Very important,Not important,Not at all important,Not at all important,Very important,Very important,Very important,,,Very important,Very important,Occasionally,Seldom,Almost every time,Seldom,Seldom,Seldom,I decide what I want to work on next,Not important,Somewhat important,Very important,Somewhat important,Somewhat important,Somewhat important,Important,Somewhat important,Vague understanding,Novice understanding,Novice understanding,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,"tooling, reproducibility, formats",100%,Very Important,Almost every time,Almost every time,Almost every time,Every time,dplyr ggplot lme4,"C/C++, Shell Script, APL",double check your spelling, 12/1/2017 11:49:57,40 -- 50,Male,Europe,Doctorate's,Theoretical Chemistry,Data science,Government Research Scientist,https://github.com/data-cleaning/validate,Yes,30%,One day ago,2--5 developers,Very important,Very important,More time,Same amount of time,Same amount of time,Very important,Very important,Somewhat important,Not at all important,Not at all important,Somewhat important,Important,Important,Important,Important,Very important,Occasionally,Occasionally,Occasionally,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Not important,Not important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Generally the lack of appreciation for the amount of skill that goes into programming by the scientific community.,20%,Important,Occasionally,Almost every time,Seldom,Occasionally,"base R, stats, graphics","C/C++, Shell Script",, 12/1/2017 11:51:56,30 -- 40,Male,Europe,Doctorate's,Computational Biology ,Data Science ,"Engineer, Government Research Scientist, Software Engineer/Programmer",https://github.com/thomasp85/tweenr,Yes,70%,One day ago,11--20 developers,Very important,Important,More time,More time,Same amount of time,Very important,Not important,Somewhat important,Not important,Not at all important,Not important,Somewhat important,,,,Important,Almost every time,Almost every time,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Lack of funding,50%,Very Important,Seldom,Almost every time,Seldom,Almost every time,"Ggplot2, dplyr, caret","C/C++, JavaScript",, 12/1/2017 11:54:55,over 60,Male,North America,Doctorate's,Statistics,Health Economics and Outcomes Research,"Adacemic Researcher (professor, post-doc, etc), Industrial Research Scientist",,Yes,10%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Not at all important,Not important,Not important,Somewhat important,Important,Important,Very important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Very important,Very important,Somewhat important,Not important,Vague understanding,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,getting software through the CRAN checks; the continuing changing of those checks; understanding others' code,10%,Very Important,Seldom,Almost every time,Almost every time,Occasionally,Matrix; numDeriv; stats,"Fortran, SAS",, 12/1/2017 11:57:57,40 -- 50,Male,Europe,Master's,Computer Science,Business Informatics,Software Engineer/Programmer,,Yes,90%,One day ago,2--5 developers,Very important,Important,Much more time,More time,More time,Very important,Very important,Important,Somewhat important,Somewhat important,Important,Important,Important,Important,Very important,Very important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Very important,Important,Important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,,90%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,,"Python, Java",, 12/1/2017 12:06:03,30 -- 40,Male,Europe,Doctorate's,Psychometrics,Psychometrics,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/SachaEpskamp,Yes,20%,One day ago,1 developer ( I work alone),Important,Very important,More time,More time,Same amount of time,Very important,Important,Important,Important,Not important,Important,Very important,Not at all important,Not at all important,Somewhat important,Important,Occasionally,Occasionally,Every time,Occasionally,Almost every time,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Important,Very important,Somewhat important,Important,Novice understanding,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,No idea what it means,No idea what it means,bugs,70%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"dplyr, qgraph, ggplot2",C/C++,, 12/1/2017 12:06:25,30 -- 40,Male,Europe,Doctorate's,Statistics,Biology - Proteomics,"Adacemic Researcher (professor, post-doc, etc), Engineer, Teacher",https://cran.r-project.org/web/packages/imp4p/index.html,Yes,20%,One week ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Somewhat important,Not important,Not important,Not important,Not important,Not important,Important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Not important,Somewhat important,Very important,Very important,Important,Somewhat important,Not important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"functions which work on ""test"" dataset and do not work on other data set ",10%,Very Important,Occasionally,Almost every time,Occasionally,Every time,"RCpp, rJava, stats",C/C++,, 12/1/2017 12:28:17,30 -- 40,Male,Europe,Doctorate's,Applied statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/cran/sdef,Yes,40%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Very important,Somewhat important,Not at all important,Important,Very important,Very important,Very important,Very important,Very important,Every time,Every time,Every time,Every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Very important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Debugging,60%,Very Important,Almost every time,Every time,Every time,Every time,"Rcpp, RcppArmadillo, glm",C/C++,, 12/1/2017 12:28:48,30 -- 40,Male,North America,Doctorate's,Communicative Disorders,How children learn words,"Graduate Student, Software Engineer/Programmer, System Administrator",http://www.just-scrape-it-from-the-cran-description-page.com.,Yes,50%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not at all important,Somewhat important,Not at all important,Not important,Important,Not important,Not at all important,Not at all important,Not at all important,Somewhat important,Almost every time,Almost every time,Occasionally,Every time,Every time,Occasionally,Look at the open issues on Github,Somewhat important,Not important,Important,Not important,Very important,Very important,Very important,Not important,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,"distributing updates to my collaborators, minimizing the requirements my collaborators have to install, not having a Mac to test on",90%,Very Important,Occasionally,Every time,Almost every time,Every time,"dplyr, lme4, ggplot2","Python, JavaScript",, 12/1/2017 12:30:24,30 -- 40,Female,North America,Doctorate's,Biostatistics,Health research/cancer research,"Adacemic Researcher (professor, post-doc, etc), Industrial Research Scientist",https://cran.r-project.org/web/packages/MRH/index.html,Yes,50%,One day ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Not important,Not at all important,Not important,Very important,Not at all important,Not at all important,Very important,Very important,Seldom,Occasionally,Every time,Every time,Every time,Every time,I decide what I want to work on next,Very important,Very important,Important,Very important,Very important,Important,Important,Important,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,No idea what it means,"Accuracy, efficiency, easy to test",80%,Very Important,Seldom,Almost every time,Almost every time,Occasionally,"survival, stats, MASS","C/C++, Shell Script",, 12/1/2017 12:30:33,30 -- 40,Male,Europe,Master's,Maths / CS,embedded systems development,"Industrial Research Scientist, Software Engineer/Programmer",https://github.com/wamserma/R-Wmisc/,Yes,30%,One day ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Important,Not at all important,Not at all important,Important,Important,Occasionally,Seldom,Occasionally,Seldom,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,time,40%,Very Important,Seldom,Occasionally,Almost every time,Occasionally,WMisc purrr ,"Python, C/C++, Shell Script",, 12/1/2017 12:37:05,18 -- 30,Female,Europe,Master's,Computer Science,"Data mining, Information Retrieval","Graduate Student, Software Engineer/Programmer",https://github.com/Healthcast/TransEnt,Yes,70%,One day ago,2--5 developers,Very important,Important,More time,Same amount of time,Same amount of time,Very important,Very important,Important,Important,Not at all important,Important,Important,,,,Very important,Occasionally,Almost every time,Every time,Occasionally,Occasionally,Seldom,My supervisor tells me what to do.,Very important,Somewhat important,Important,Important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Expert-level understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"Testing and making sure it doesn't have semantic bugs specially on other people's work since I might not be an expert on the topic. And for both myself/others if there are needs to release it, it is usually a hard process for me to get it to release standards (working on all OSs, documentation,...)",30%,Very Important,Almost every time,Occasionally,Almost every time,Every time,,"C/C++, Java",, 12/1/2017 12:57:21,50 -- 60,Male,North America,Master's,MS-Engineering Management (BS-Electrical Engineering),Advanced & Predictive Analytics Software Development,"Engineer, Software Engineer/Programmer",https://cran.r-project.org/web/packages/MicroStrategyR/index.html,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,More time,Very important,Somewhat important,Very important,Important,Important,Important,Important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Very important,Very important,Important,Important,Important,Very important,Important,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,"Staying on top of Big Data Technologies, Learning new languages, Migration to Cloud-based systems from On-Prem",30%,Very Important,Occasionally,Almost every time,Almost every time,Every time,"forecast, dplyr, tidytext","C/C++, JavaScript, Visual Basic",,rpechter@microstrategy.com 12/1/2017 13:11:04,30 -- 40,Male,North America,Doctorate's,Psychology (Clinical),Suicide prediction and prevention,"Adacemic Researcher (professor, post-doc, etc), Clinician, Teacher",https://cran.r-project.org/web/packages/EMAtools/index.html ,Yes,0%,One month ago,1 developer ( I work alone),Not important,Not important,More time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,Very important,Important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Almost every time,Seldom,Seldom,Occasionally,I decide what I want to work on next,Not at all important,Not at all important,Not at all important,Not important,Important,Important,Somewhat important,Somewhat important,Novice understanding,No idea what it means,Vague understanding,Vague understanding,Vague understanding,Understand for the most part,Novice understanding,,,50%,Very Important,Seldom,Seldom,Seldom,Almost every time,"lme4, ggplot2, sjPlot",,, 12/1/2017 13:19:57,over 60,Male,North America,Doctorate's,Mathematics & Statistics,Statistics,"Retired, former professor",https://cran.r-project.org/web/packages/rsm/index.html,Yes,10%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,Same amount of time,Important,Important,Somewhat important,Somewhat important,Not important,Very important,Important,Important,Important,Important,Important,Almost every time,Every time,Every time,Almost every time,Every time,Every time,I decide what I want to work on next,Very important,Important,Very important,Important,Important,Important,Important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Users who don't read the documentation before asking me how to use it,80%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"emmeans, lme4, ggplot2",Java,, 12/1/2017 13:25:40,30 -- 40,Male,South America,Doctorate's,Air pollution,,"Adacemic Researcher (professor, post-doc, etc), Engineer, Graduate Student",https://github.com/ibarraespinosa,Yes,80%,One day ago,2--5 developers,Very important,Very important,More time,More time,Much more time,Very important,Important,Somewhat important,Not at all important,Not at all important,Not important,Very important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Occasionally,Occasionally,Seldom,Almost every time,I consult with my colleagues.,Somewhat important,Important,Important,Very important,Important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,,80%,Very Important,Seldom,Almost every time,Almost every time,Occasionally,"vein, sf, sp","C/C++, JavaScript, Fortran",,zergioibarra@gmail.com 12/1/2017 13:33:23,40 -- 50,Male,Europe,Doctorate's,Biostatistics,Computational statistics,Industrial Research Scientist,https://github.com/kkholst/mets,Yes,30%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Not important,Not important,Not important,Important,Important,Important,Not important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,.,50%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,"survival,data.table,lava","Python, C/C++, Java, JavaScript, Shell Script, Julia",, 12/1/2017 13:39:49,50 -- 60,Male,Europe,Doctorate's,Tropical Forest Diversity and Structure,Tropical Forest Ecology and Modeling,Government Research Scientist,https://cran.r-project.org/,Yes,10%,Three months ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not important,Not at all important,Not at all important,Important,Very important,Very important,Somewhat important,Not important,Seldom,Occasionally,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Very important,Important,Somewhat important,Somewhat important,Vague understanding,Novice understanding,Novice understanding,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Updating to OS evolution,40%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"ads, ade4, spatstat",C/C++,, 12/1/2017 14:01:01,18 -- 30,Male,Europe,Doctorate's,Biostatistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/bozenne/,Yes,50%,One day ago,1 developer ( I work alone),Somewhat important,Important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Not important,Not important,Important,Important,Important,Important,Important,Seldom,Seldom,Every time,Almost every time,Seldom,Occasionally,I decide what I want to work on next,,,Somewhat important,Important,Very important,Important,Somewhat important,,No idea what it means,No idea what it means,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,"Inperfect documentation (i.e. understanding what a function implementing by someone else is doing) My own mistakes (i.e. errors that I make when writing a piece of code) Computation time (i.e. code that takes time to execute)",70%,Important,Seldom,Occasionally,Seldom,Seldom,"data.table lava riskRegression",C/C++,"My personnal feeling is that collaborative software like R are very nice, but the research could be better organized to coordinate the development of new functionalities (i.e. statistical tools). It is hard for me to have a global overview of the current improvements/developments.", 12/1/2017 14:09:34,30 -- 40,Male,North America,Doctorate's,Linguistics,Speech and language processing,Engineer,,Yes,70%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I consult with my colleagues.,Important,Somewhat important,Important,Not at all important,Important,Somewhat important,Not important,Not important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Expert-level understanding,Novice understanding,Novice understanding,Novice understanding,"Dependency maintainence, platform compatibility, distribution",20%,Important,Almost every time,Almost every time,Occasionally,Almost every time,"plyr, ggplot2, lme4","Python, C/C++, Shell Script",, 12/1/2017 14:10:56,30 -- 40,Male,Europe,Doctorate's,Water Science and Technology,Microbial Ecology,Graduate Student,,Yes,10%,One month ago,1 developer ( I work alone),Somewhat important,Important,More time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Not at all important,Not important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Occasionally,Almost every time,Seldom,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Not important,Important,Somewhat important,Important,Important,Somewhat important,Not important,Vague understanding,Understand for the most part,Understand for the most part,Vague understanding,Novice understanding,Vague understanding,Novice understanding,Vague understanding,Publication,40%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"ggplot, island, tidyverse","Python, C/C++",,vicente.jimenez.ontiveros@gmail.com 12/1/2017 14:11:34,40 -- 50,Male,North America,Doctorate's,Marketing,Marketing models,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One month ago,1 developer ( I work alone),Somewhat important,Not at all important,More time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Very important,Very important,Never,Never,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Very important,Very important,Important,Not important,Novice understanding,No idea what it means,Novice understanding,Novice understanding,Novice understanding,No idea what it means,Vague understanding,Vague understanding,,80%,Important,Never,Occasionally,Almost every time,Occasionally,"ggplot2, dplyr, Matrix",C/C++,,braunm@smu.edu 12/1/2017 14:14:10,30 -- 40,Male,North America,Doctorate's,Oceanography,Ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/ha0ye/rEDM,Yes,30%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Important,Not important,Somewhat important,Somewhat important,Very important,Not important,Important,,,Occasionally,Occasionally,Almost every time,Seldom,Seldom,Occasionally,I consult the software specification and choose the next piece to implement.,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Important,Not important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,"Lack of familiarity with APIs Future-proofing, esp. if software will be used by other researchers (I don't know what their needs are) Collaborative workflows",30%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,"(besides my own), ggplot2, purrr, Rmarkdown","Python, C/C++, Shell Script",, 12/1/2017 14:48:34,50 -- 60,Male,Europe,Doctorate's,Pharmacoepidemiology,Cancer prevention,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One month ago,2--5 developers,Somewhat important,Somewhat important,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,,90%,Very Important,,,,,,,, 12/1/2017 15:21:24,40 -- 50,Male,North America,Doctorate's,Biomathematics,bioinformatics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/KlausVigo,Yes,80%,One day ago,2--5 developers,Very important,Important,More time,More time,Same amount of time,Important,Very important,Very important,Very important,Somewhat important,Important,Important,Not important,Not important,Important,Important,Occasionally,Every time,Almost every time,Almost every time,Every time,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Important,Important,Important,Very important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"1. life cycle depending on project (thesis / postdoc) and often not maintained afterwards 2. no proper mechanism for impact (especially with reverse dependencies) and no enforcement from journals to cite properly (not just a meta package), websites like depsy or impactstory are the exception. 3. money, especially for maintainance",80%,Very Important,Occasionally,Almost every time,Almost every time,Every time,"ape, phangorn, Rcpp","C/C++, Shell Script",,klaus.schliep@gmail.com 12/1/2017 15:53:45,18 -- 30,Male,North America,Master's,Public Health,Public Health,Public Health Professional,https://github.com/timfolsom/hei,Yes,10%,Three months ago,2--5 developers,Not important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Important,Very important,Not important,Not important,Not at all important,Not important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"time constraints, poor communication, bugs",10%,Somewhat important,Occasionally,Occasionally,Never,Occasionally,"dplyr, ggplot2, tidyr",,, 12/1/2017 16:22:28,over 60,Male,North America,Doctorate's,statistics,design and analysis of clinical trials,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/pssm/index.html,Yes,20%,One week ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Important,Important,Important,Important,Important,Important,Occasionally,Almost every time,Every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Novice understanding,Vague understanding,Expert-level understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,knowing whether it works as intended,30%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"lme4, survival,MASS,plyr",SAS,,dschoenfeld@mgh.harvard.edu 12/1/2017 16:31:50,over 60,Male,North America,Doctorate's,Chemistry (analytical),development of novel materials for teaching analytical chemistry,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/dtharvey/titrationCurves,Yes,10%,One day ago,1 developer ( I work alone),Important,Not important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not at all important,Not important,Somewhat important,Somewhat important,Important,Important,Important,Important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,"(1. 2, and 3) changes to software packages that breaks code that relies on that package",10%,Very Important,Seldom,Almost every time,Never,Occasionally,"rmarkdown, knitr, dplyr",html,, 12/1/2017 16:37:30,40 -- 50,Male,North America,Doctorate's,Biology,,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/asbio/index.html,Yes,10%,One day ago,2--5 developers,Very important,Important,Much more time,More time,More time,Very important,Very important,Important,Not important,Not at all important,Somewhat important,Very important,Not important,Important,Very important,Very important,Almost every time,Occasionally,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Not important,Very important,Very important,Very important,Very important,Important,Important,Novice understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,"1) time for development, 2) mathematical optimization issues, 3) function testing",30%,Very Important,Occasionally,Almost every time,Seldom,Almost every time,"1) asbio, 2) car, 3) vegan",tcltk,,kenaho1@gmail.com 12/1/2017 17:27:10,30 -- 40,Male,North America,Doctorate's,political science/applied statistics,political behavior/design and analysis of experiments,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://github.com/kylepeyton/icsw,Yes,10%,One day ago,1 developer ( I work alone),Somewhat important,Somewhat important,Less time,Less time,Less time,Very important,Not important,Not important,Not important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,60%,Very Important,Seldom,Seldom,Almost every time,Every time,"tidyverse, ggplot2, knitr",,, 12/1/2017 17:28:11,30 -- 40,Female,North America,Doctorate's,Biostatistics,Risk prediction,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/maxTPR/index.html,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,More time,Very important,Somewhat important,Very important,Not at all important,Not at all important,Somewhat important,Very important,,,,Very important,Every time,Every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,40%,Very Important,Occasionally,Almost every time,Almost every time,Seldom,"ggplot2, rms, Hmisc",Shell Script,, 12/1/2017 17:44:18,18 -- 30,Male,North America,Doctorate's,Business Analytics,Statistics,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Teacher",https://github.com/XiaoruiZhu/DataClean,Yes,10%,One day ago,2--5 developers,Important,Important,Much more time,Much more time,More time,Important,Important,Somewhat important,Not important,Somewhat important,Important,Important,Not important,Not at all important,Not at all important,Not important,Almost every time,Almost every time,Every time,Almost every time,Almost every time,Every time,I fix the next high-priority bug assigned to me.,Important,Important,Very important,Important,Very important,Important,Important,Important,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Computational speed, especially in R. Or cross-language development. ",70%,Very Important,Occasionally,Every time,Occasionally,Almost every time,"MASS, ggplot2, I write my own functions most of the time. ",Python,"Since I'm a researcher, if possible I'd like to know what is the topic that you guys are studying on. ",zhuxr@mail.uc.edu 12/1/2017 17:52:59,40 -- 50,Male,Europe,Doctorate's,Computational mass spectrometry ,Computational biology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/CoFRA/index.html,Yes,10%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much less time,Much less time,Less time,Very important,Not important,Somewhat important,Somewhat important,Not important,Not important,Not important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Lack of standardization ,100%,Very Important,Occasionally,Almost every time,Every time,Almost every time,,"Python, C/C++, Shell Script",,runem2009@gmail.com 12/1/2017 18:38:52,18 -- 30,Male,North America,Doctorate's,geography,geoinformatics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/Nowosad/spData,Yes,20%,One day ago,2--5 developers,Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Not at all important,Somewhat important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Important,Almost every time,Every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,80%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"sf, raster, dplyr","Python, C/C++, JavaScript, Shell Script",, 12/1/2017 18:47:21,40 -- 50,Male,Europe,Doctorate's,Solid State Physics,Computer Science,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",https://github.com/fstpackage/fst,Yes,70%,One day ago,11--20 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,Important,Important,Very important,Very important,Very important,Very important,Very important,Almost every time,Occasionally,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Important,Very important,Important,Very important,Very important,Important,Somewhat important,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,"limited time, separating licenses for different components",20%,Very Important,Occasionally,Seldom,Every time,Almost every time,"fst, data.table, Rcpp","Python, C/C++, C#","Interesting research, I wish you all the best!",markklik@gmail.com 12/1/2017 18:53:59,30 -- 40,Male,Europe,Doctorate's,Human Movement Analysis,Biomechanics,"Engineer, Industrial Research Scientist",https://github.com/heliosdrm/phia,Yes,20%,One week ago,1 developer ( I work alone),Very important,Important,Much more time,Same amount of time,Same amount of time,Very important,Very important,Not important,Not important,Not at all important,Somewhat important,Not important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Every time,Occasionally,Seldom,Almost every time,I decide what I want to work on next,Important,Very important,Very important,Somewhat important,Very important,Very important,Important,Somewhat important,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Time pressure; poor documentation; bad reuse of code.,60%,Very Important,Seldom,Every time,Seldom,Occasionally,"car, lme4, ggplot2","Python, Julia, GNU Octave",, 12/1/2017 19:12:28,30 -- 40,Male,Europe,Doctorate's,Mathematics,Statistics,"Adacemic Researcher (professor, post-doc, etc), Teacher",http://r-forge.r-project.org/projects/mada/,Yes,10%,One day ago,1 developer ( I work alone),Somewhat important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Not at all important,Not at all important,Very important,Somewhat important,Not at all important,,,Very important,Very important,Almost every time,Seldom,Almost every time,Almost every time,Seldom,Almost every time,I decide what I want to work on next,Very important,Somewhat important,Somewhat important,Not important,Very important,Important,Not important,Not important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,"my limited working memory, shortage of computational power, my limited knowledge of other programming languages than R",20%,Very Important,Seldom,Almost every time,Occasionally,Seldom,"psych,mirt,lavaan","C/C++, Fortran",, 12/1/2017 19:30:08,30 -- 40,Male,Europe,Doctorate's,Biological sciences,Ecology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/Taxonstand/index.html,Yes,10%,Three months ago,2--5 developers,Important,Important,More time,Same amount of time,Same amount of time,Important,Very important,Not important,Not important,Not important,Not important,Not important,Not important,Somewhat important,Important,Important,Almost every time,Almost every time,Occasionally,Almost every time,Almost every time,Almost every time,I fix the next high-priority bug assigned to me.,Not important,Important,Important,Important,Very important,Important,Not important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,,40%,Very Important,Never,Almost every time,Seldom,Almost every time,"vegan, car",,,luis.cayuela@urjc.es 12/1/2017 20:21:14,30 -- 40,Male,North America,Master's,Applied Statistics,Business Analytics,"Manager/Supervisor, Software Engineer/Programmer, Industrial Data Scientist",https://github.com/bmewing/readOffice,Yes,30%,One week ago,5--10 developers,Somewhat important,Important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Very important,Somewhat important,Important,Important,Important,Somewhat important,Somewhat important,Important,Very important,Every time,Almost every time,Every time,Seldom,Seldom,Almost every time,I decide what I want to work on next,Very important,Important,Very important,Important,Somewhat important,Not important,Somewhat important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Vague understanding,?,30%,Very Important,Seldom,Almost every time,Occasionally,Every time,"data.table, two internal private packages","Python, C/C++, JavaScript",, 12/1/2017 21:05:16,30 -- 40,Male,Central America,Doctorate's,planktonic ecosystems,agroecology,Government Research Scientist,,No,0%,One week ago,1 developer ( I work alone),Somewhat important,Not important,More time,More time,Same amount of time,Very important,Very important,Not important,Not important,Not important,Not important,Very important,,,Important,,Occasionally,Almost every time,Seldom,Seldom,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Not important,Not important,Important,Important,Somewhat important,Somewhat important,Not important,Not important,No idea what it means,No idea what it means,Novice understanding,Novice understanding,No idea what it means,Vague understanding,Vague understanding,No idea what it means,,40%,Very Important,Seldom,Occasionally,Seldom,Seldom,"FME, lme4, deSolve",Fortran,, 12/1/2017 21:16:14,30 -- 40,Male,Europe,Doctorate's,Computer Science ,Fuzzy Logic,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,2--5 developers,Very important,Somewhat important,Much less time,Less time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Not important,Important,Very important,Not at all important,Very important,Very important,Very important,Every time,Occasionally,Every time,Every time,Occasionally,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Generally fine.,10%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"FuzzyR, ggplot2, dplyr","Python, C/C++, Java, Matlab",,fuzzyr@cs.nott.ac.uk 12/1/2017 21:16:40,30 -- 40,Female,North America,Doctorate's,Educational Measurement,Educational Measurement,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/NPCD/index.html,Yes,10%,One year ago,1 developer ( I work alone),Not important,Not important,More time,More time,More time,Very important,Very important,Not at all important,Not at all important,Somewhat important,Somewhat important,Very important,Not at all important,Not at all important,Very important,Very important,Seldom,Occasionally,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Important,Important,Important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Making the codes well engineered.,80%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,"lavaan, psych, car",,,yi.isabel.zheng@asu.edu 12/1/2017 22:33:38,18 -- 30,Male,Asia,Master's,Economics,Pricing analytics,Manager/Supervisor,https://github.com/kaushikrch/rucm,Yes,10%,One year ago,1 developer ( I work alone),Important,Very important,More time,More time,Same amount of time,Very important,Very important,Important,Somewhat important,Not important,Somewhat important,Important,Important,Very important,Very important,Very important,Occasionally,Every time,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Novice understanding,"Debugging, documenting",10%,Very Important,Almost every time,Occasionally,Almost every time,Every time,"Dplyr, reshape2, rucm",Python,,kaushikrc@gmail.com 12/1/2017 23:16:45,40 -- 50,Male,North America,Master's,"1. Statistics, 2. Engineering Management",Finance,"Adacemic Researcher (professor, post-doc, etc), Engineer, Industrial Research Scientist, Manager/Supervisor, Software Engineer/Programmer",https://r-forge.r-project.org/projects/triangledist/,Yes,30%,One day ago,11--20 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Very important,Somewhat important,Not important,Not at all important,Not at all important,Very important,Not at all important,Very important,Very important,Somewhat important,Almost every time,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Somewhat important,Very important,Very important,Important,Very important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,"Time, budget, cross-platform compatibility",100%,Very Important,Never,Almost every time,Occasionally,Almost every time,"stats, ggplot, plyr","Python, C/C++, Java, C#, Fortran",None.,bertcarnell@gmail.com 12/1/2017 23:31:29,30 -- 40,Female,North America,Doctorate's,Reintroduction Biology,Genetic biomarkers,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",,Yes,0%,One year ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,More time,Same amount of time,Important,Not important,Not important,Not important,Not at all important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Important,Almost every time,Every time,Every time,Every time,Occasionally,Almost every time,I consult with my colleagues.,Important,Important,Important,Very important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"learning code, debugging",20%,Important,Occasionally,Occasionally,Occasionally,Occasionally,"lme4,lmerTest,MASS",,, 12/2/2017 2:39:00,40 -- 50,Male,Europe,Doctorate's,Landscape Ecology,Ecology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Important,Somewhat important,Not important,Somewhat important,Somewhat important,Important,Important,Important,Very important,Very important,Almost every time,Every time,Every time,Every time,Every time,Every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,20%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"vegdata, sp, dplyr",Java,, 12/2/2017 3:08:25,18 -- 30,Male,North America,Doctorate's,Quantitative Psychology,Data Science,Graduate Student,https://github.com/TysonStanley/furniture,Yes,10%,One day ago,1 developer ( I work alone),Very important,Very important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Not important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Somewhat important,Important,Important,Important,Important,Very important,Important,Important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"1. Time, 2. Computing power, 3. Know-how (I code in R but would like to know more C++)",80%,Very Important,Seldom,Every time,Almost every time,Every time,"dplyr, ggplot2, furniture","JavaScript, Shell Script","I'd love to see the results of your research in this area. As a scientist who develops software, I am very curious.",t.barrett@aggiemail.usu.edu 12/2/2017 4:10:37,30 -- 40,Male,North America,Bachelor's,BA,Software Engineering,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://cran.r-project.org/web/packages/tsna/index.html,Yes,80%,One day ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Very important,Not important,Not at all important,Not important,Important,Very important,Very important,Very important,Very important,Very important,Almost every time,Every time,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Not important,Important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,,,Understand for the most part,Novice understanding,Maintaining consistent funding needed for long-term software development,10%,Very Important,Never,Seldom,Occasionally,Almost every time,"network, ergm, animation","Python, Java, JavaScript, Shell Script",I am currently working a commercial software engineering job unrelated to my scientific work in R, 12/2/2017 5:33:21,30 -- 40,Male,Europe,Master's,Computer Science ,Optimization,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Teacher",https://github.com/jakobbossek/smoof,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,More time,More time,Same amount of time,Very important,Not important,Not important,Not at all important,Not important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Never,Seldom,Occasionally,Seldom,I decide what I want to work on next,Somewhat important,Not important,Very important,Not important,Very important,Very important,Very important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Drawbacks of R Programming Language ,60%,Very Important,Occasionally,Seldom,Seldom,Seldom,"ecr, ggplot2, tidyverse","Python, C/C++",,j.bossek@gmail.com 12/2/2017 6:13:27,30 -- 40,Male,Europe,Doctorate's,,Medical statistics,"Adacemic Researcher (professor, post-doc, etc), Teacher",,Yes,,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Not at all important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Very important,Every time,Occasionally,Occasionally,Seldom,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Somewhat important,Somewhat important,Somewhat important,Not important,Not important,Not important,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Novice understanding,Novice understanding,Embedding of external code,70%,Very Important,Occasionally,Every time,Almost every time,Every time,,C/C++,, 12/2/2017 6:52:42,18 -- 30,Male,North America,Doctorate's,Statistics,"Diabetes research, design of experiments","Adacemic Researcher (professor, post-doc, etc), Industrial Research Scientist",https://CRAN.R-project.org/package=MST,Yes,70%,One week ago,1 developer ( I work alone),Important,Important,Much more time,Much more time,More time,Very important,Not important,Not at all important,Somewhat important,Not at all important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Almost every time,Every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Important,Important,Very important,Very important,Somewhat important,Important,Not important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Vague understanding,"1) Making the code user-friendly with sufficient warnings and error messages. 2) Good documentation. 3) Efficient, fast code",70%,Very Important,Seldom,Almost every time,Seldom,Every time,"dplyr, partykit, stats",,, 12/2/2017 7:04:30,40 -- 50,Female,Europe,Doctorate's,"Applied mathematics, statistics","Statistics, environment","Adacemic Researcher (professor, post-doc, etc)", https://cran.r-project.org/web/packages/NHMSAR/index.html,Yes,10%,One month ago,2--5 developers,Very important,Important,Much more time,Same amount of time,Same amount of time,Very important,Important,Important,Somewhat important,Not important,Not important,Important,Very important,Somewhat important,Somewhat important,Somewhat important,Every time,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I fix the next high-priority bug assigned to me.,Very important,Very important,Very important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,,60%,Very Important,Almost every time,Almost every time,Occasionally,Almost every time,"NHMSAR, mclust, caret",Python,,valerie.monbet@univ-rennes1.fr 12/2/2017 7:26:13,30 -- 40,Female,,Doctorate's,Cognitive Psychology,Cognitive Psychology; Working memory,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://github.com/ayalaallon/prepdat,Yes,10%,One year ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,Same amount of time,Very important,Important,Important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Every time,Every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Important,Very important,Very important,Very important,Important,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,"version control, maintenance, testing ",50%,Very Important,Seldom,Occasionally,Never,Never,"prepdat, ggplot2, dplyr",MATLAB,I am located in the middle east. Good luck!,ayalaallon@gmail.com 12/2/2017 7:29:51,18 -- 30,Male,Europe,Doctorate's,Marine Ecology,Marine phytoplankton,"Adacemic Researcher (professor, post-doc, etc), Ph D. student",https://github.com/KarasiewiczStephane/WitOMI,Yes,70%,Six months ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Every time,Every time,Every time,Every time,Occasionally,I consult the software specification and choose the next piece to implement.,Somewhat important,Important,,Very important,Very important,Somewhat important,Not important,Not important,Novice understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Vague understanding,Vague understanding,Vague understanding,The warnings in R are not so clear.,40%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"ade4, Rmarkdown, subniche",none,Good survey. The technical terms were well defined and explained.,stephane.karasiewicz@wanadoo.fr 12/2/2017 7:36:18,30 -- 40,Female,Europe,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,2--5 developers,Very important,Important,More time,Same amount of time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Not important,Somewhat important,Important,Somewhat important,Important,Important,Important,Almost every time,Every time,Every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Somewhat important,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,,20%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,,"Python, C/C++",, 12/2/2017 7:50:34,30 -- 40,Female,Europe,Doctorate's,Statistics,Econometrics,"Adacemic Researcher (professor, post-doc, etc), Industrial Research Scientist, Teacher",,Yes,10%,One year ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Every time,Almost every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Very important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,software construction,20%,Very Important,Almost every time,Every time,Almost every time,Every time,glmnet tseries biclust,"C/C++, Java",,gloriagheno@libero.it 12/2/2017 8:08:58,18 -- 30,Male,Asia,Doctorate's,life science,"artificial intelligence, machine learning, statistics","Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One week ago,1 developer ( I work alone),Very important,Very important,Much less time,Less time,Same amount of time,Very important,Somewhat important,Somewhat important,Important,Somewhat important,Important,Important,Important,Important,Important,Important,Every time,Every time,Almost every time,Every time,Almost every time,Occasionally,I decide what I want to work on next,Very important,Very important,Important,Very important,Very important,Important,Important,Important,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,,90%,Very Important,Occasionally,Occasionally,Almost every time,Every time,"Mxnet, shiny, data.table",,, 12/2/2017 8:20:10,30 -- 40,Male,Europe,Doctorate's,Plant physiology metabolomics,Metabolomics,"Adacemic Researcher (professor, post-doc, etc)",http://github.com/yguitton/,Yes,10%,One day ago,2--5 developers,Important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Not important,Not important,Somewhat important,Somewhat important,Very important,Very important,Very important,Almost every time,Every time,Every time,Almost every time,Almost every time,Almost every time,I fix the next high-priority bug assigned to me.,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,Important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,,40%,Important,Almost every time,Almost every time,Almost every time,Almost every time,R XCMS CAMERA ROPLS,"JavaScript, Cheeta for galaxy",Good survey will be happy to read you paper,Yann.guitton@oniris-nantes.fr 12/2/2017 11:09:28,18 -- 30,Male,Europe,Master's,Mathematics,Energy,Employee,https://github.com/AndreaCapozio/tumblR,Yes,40%,One month ago,1 developer ( I work alone),Somewhat important,Important,Much more time,More time,Same amount of time,Very important,Important,Very important,Somewhat important,Not important,Somewhat important,Important,,Not at all important,Not at all important,Somewhat important,Every time,Almost every time,Occasionally,Almost every time,Almost every time,Almost every time,I consult the software specification and choose the next piece to implement.,Important,Important,Important,Important,Very important,Important,Important,Very important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,30%,Somewhat important,Occasionally,Every time,Occasionally,Almost every time,"tm, stringr, ggplot2",Python,,andreacapozio@gmail.com 12/2/2017 12:21:16,18 -- 30,Male,North America,Doctorate's,Statistics,survival analysis,Graduate Student,https://github.com/wenjie2wang/splines2,Yes,40%,One day ago,1 developer ( I work alone),Somewhat important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not important,Important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Occasionally,Almost every time,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Important,Important,Very important,Very important,Very important,Very important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,trade-off between computational performance and ease of coding,70%,Important,Occasionally,Occasionally,Occasionally,Occasionally,"data.table, survival, and ggplot2 ","Python, C/C++","Some questions may have an option, ""I do not know"". For example, I have no idea if more time have been spent on software development comparing with 10 years ago or 5 years ago. So I had to pick the neutral answer.", 12/2/2017 12:59:56,30 -- 40,Male,North America,Doctorate's,Chemistry,Computational Toxicology,Industrial Research Scientist,https://github.com/ericwatt/toxboot,Yes,80%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Somewhat important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Every time,Every time,Every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Very important,Very important,Very important,Important,Important,Important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Changes in scope of project. Working with collaborators who code in different style. Requirements for code to work on legacy hardware and software.,100%,Very Important,Occasionally,Almost every time,Almost every time,Every time,"data.table, ggplot2, caret",Python,,eric@ericdwatt.com 12/2/2017 13:20:01,40 -- 50,Female,North America,Doctorate's,Management Science and Operations,"Business, Data Science, Project Management ","Adacemic Researcher (professor, post-doc, etc)",https://github.com/grushkay,Yes,10%,Six months ago,2--5 developers,Very important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Important,Somewhat important,Somewhat important,Important,Somewhat important,Not important,Not important,Somewhat important,Important,Almost every time,Almost every time,Every time,Every time,Every time,Occasionally,I consult with my colleagues.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Expert-level understanding,,40%,Important,Seldom,Occasionally,Almost every time,Almost every time,"Forecast, Random Forest","Python, C/C++",, 12/2/2017 14:10:35,50 -- 60,Male,North America,Doctorate's,Statistics,Human Performance,"Engineer, Industrial Research Scientist, Manager/Supervisor, Software Engineer/Programmer",,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Important,Very important,Very important,Important,Not important,Somewhat important,Very important,,Very important,Very important,Very important,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Important,Important,Important,Somewhat important,Important,Important,Important,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,1) Deciding level of abstraction at outset 2) When to Optimize 3) When/what to document,80%,Very Important,Occasionally,Seldom,Almost every time,Occasionally,CRAN: 1) snowfall 2) mvtnorm 3) XML -- My own 1) KFpolygons 2) KFkcirt 3) KFutils ,"C/C++, Shell Script",,zesdave@gmail.com 12/2/2017 15:56:06,30 -- 40,Male,North America,Master's,Economics,agricultural economics,Graduate Student,https://github.com/MatthieuStigler/tsDyn,Yes,10%,Three months ago,1 developer ( I work alone),Important,Important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Not important,Not important,Somewhat important,Not important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Very important,Important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,time,60%,Very Important,Seldom,Every time,Occasionally,Every time,"dplyr, ggplot2, tidyr",,"questions sometimes lack a ""doesn't apply"" answer",matthieu.stigler@gmail.com 12/2/2017 16:07:41,30 -- 40,Male,Europe,Doctorate's,Statistics,Forecasting for teh Renewable energy sector,"Engineer, Industrial Research Scientist, Manager/Supervisor, Software Engineer/Programmer, System Administrator",,Yes,10%,One day ago,2--5 developers,Very important,Important,More time,Same amount of time,Same amount of time,Important,Important,Important,Important,Not important,Important,Important,Somewhat important,Important,Important,Important,Seldom,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,I consult with my colleagues.,Important,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,,30%,Important,Occasionally,Almost every time,Almost every time,Occasionally,"quantreg, pbsmapping, lattice","Python, JavaScript, Shell Script",, 12/2/2017 16:20:13,18 -- 30,Female,Europe,Bachelor's,Mathematics,education,Education (mostly organization of competitions for student and test for schools),https://github.com/Simkova/CharFun,Yes,0%,Three months ago,2--5 developers,Very important,Not important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Every time,Almost every time,Every time,Occasionally,Occasionally,I consult the software specification and choose the next piece to implement.,Not at all important,Somewhat important,Very important,Very important,Important,Important,Somewhat important,Somewhat important,No idea what it means,Vague understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,Novice understanding,,50%,Very Important,Seldom,Every time,Seldom,Occasionally,bit of Bessel and stats,,,ludula.simkova@gmail.com 12/2/2017 16:31:47,40 -- 50,Male,Asia,Doctorate's,Statistics,Multivariate,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/faisalconjoint/faisalconjoint.pdf,Yes,10%,More than one year ago,1 developer ( I work alone),Somewhat important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Important,Important,Important,Important,Important,Important,Very important,Very important,Important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,My supervisor tells me what to do.,Very important,Important,Important,Important,Very important,Important,Important,Very important,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,,10%,Very Important,Occasionally,Almost every time,Almost every time,Every time,,"Python, C/C++",agree,yes 12/2/2017 17:08:49,18 -- 30,Female,Europe,Master's,Methodology & Statistics for Social Sciences,Methodology and statistics for social sciences,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/complexity/,Yes,10%,One week ago,2--5 developers,Somewhat important,Not important,More time,More time,More time,Very important,Very important,Important,Important,Not important,Not important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Seldom,Every time,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Important,Very important,Very important,Very important,Very important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"Challenge: testing all possible issues that may come up, ",50%,Somewhat important,Seldom,Almost every time,Occasionally,Occasionally,"ANOVAreplication, dplyr, base",,"Some questions were not applicable (professional jobs in last 15 years), but there was no NA option. I was contacted about the complexity package, but that's a side-project. My main project is: https://cran.r-project.org/web/packages/ANOVAreplication ",majzz@outlook.com 12/2/2017 17:22:16,50 -- 60,Male,North America,Doctorate's,computer science,"computational biology, drug discovery","Industrial Research Scientist, Software Engineer/Programmer",https://cran.r-project.org/web/packages/plotluck/index.html,Yes,30%,One day ago,2--5 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not important,Not important,Not important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Important,Very important,Almost every time,Occasionally,Every time,Seldom,Seldom,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Not important,Somewhat important,Important,Not important,Very important,Important,Not at all important,Not at all important,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,[depends - question too broad],20%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,everything from tidyverse,"Python, Lua, Shell Script",, 12/2/2017 17:27:28,30 -- 40,Male,Europe,Doctorate's,Psychology,Cognitive neuroscience,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/Simpsons/index.html,Yes,0%,More than one year ago,2--5 developers,Not important,Not at all important,Much more time,Much more time,More time,Very important,Very important,Somewhat important,Not at all important,Not at all important,Not important,Very important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,,80%,Very Important,Seldom,Every time,Occasionally,Almost every time,"lavaan, ggplot2, psych",matlab,, 12/2/2017 18:02:03,40 -- 50,Male,North America,Doctorate's,Bioacoustics,Bioacoustics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/seewave/index.html,No,10%,One month ago,1 developer ( I work alone),Very important,Very important,Much more time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Important,Important,Seldom,Every time,Every time,Almost every time,Every time,Every time,I decide what I want to work on next,Very important,Somewhat important,Important,Very important,Important,Very important,Somewhat important,Not at all important,Vague understanding,Vague understanding,Novice understanding,Understand for the most part,Vague understanding,Understand for the most part,No idea what it means,Vague understanding,To follow changes of linked platforms / softwares,30%,Very Important,Occasionally,Never,Every time,Almost every time,"tuneR, seewave, monitoR",,, 12/2/2017 18:24:48,40 -- 50,Male,Europe,Master's,Mathematics,Statistical consulting,Entrepreneur,https://github.com/cjgb,Yes,30%,One day ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Very important,Not important,Not at all important,Not important,Not important,Important,Very important,Very important,Very important,Very important,Seldom,Almost every time,Almost every time,Seldom,Seldom,Occasionally,I consult the software specification and choose the next piece to implement.,Somewhat important,Somewhat important,Important,Important,Important,Important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,"Bad code by colleagues, laziness in implementations, short-terminism",20%,Very Important,Seldom,Occasionally,Occasionally,Almost every time,"ggplot2, plyr, rmarkdown",Python,,gilbellosta@gmail.com 12/2/2017 18:25:45,30 -- 40,Male,South America,Master's,Morphological evolution,genetics and evolution,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Software Engineer/Programmer, System Administrator, Teacher",https://github.com/lem-usp/EvolQG,Yes,60%,One day ago,2--5 developers,Very important,Important,Much more time,Much more time,More time,Very important,Important,Somewhat important,Not important,Somewhat important,Very important,Very important,,,,,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Very important,Somewhat important,Important,Important,Very important,Very important,Somewhat important,Somewhat important,Expert-level understanding,Understand for the most part,Understand for the most part,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,creating general implementations that allow the adding of additional requirements as they appear in the day to day of research,70%,Very Important,Occasionally,Every time,Almost every time,Occasionally,"rstan, ggplot2, plyr","Python, C/C++, julia",,diogro@gmail.com 12/2/2017 18:27:14,40 -- 50,Male,North America,Doctorate's,Physics,"statistics, machine learning","Manager/Supervisor, Software Engineer/Programmer",https://cran.r-project.org/web/packages/sns/index.html,Yes,70%,One day ago,2--5 developers,Very important,Important,Much more time,Much more time,More time,Very important,Somewhat important,Not important,Not important,Not important,Not important,Somewhat important,Not at all important,Not important,Important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,anticipating corner cases and planning for handling them,50%,Very Important,Occasionally,Occasionally,Almost every time,Every time,"survival, read.table, Rcpp","Python, C/C++, Shell Script",, 12/2/2017 19:28:51,30 -- 40,Male,Europe,Doctorate's,Mathematical statistics,Spatial statistics,"Adacemic Researcher (professor, post-doc, etc)",https://bitbucket.org/davidbolin/excursions,Yes,10%,One week ago,2--5 developers,Important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Very important,Not important,Not important,Important,Very important,Not at all important,Not at all important,Not at all important,Important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Seldom,I decide what I want to work on next,Important,Somewhat important,Important,Important,Important,Important,Somewhat important,Not important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,"proper testing, debugging, cross-platform compilations",30%,Very Important,Seldom,Almost every time,Occasionally,Seldom,,C/C++,, 12/2/2017 19:32:52,30 -- 40,Male,South America,Master's,fruit production,statistical learning,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/gusart/tuckerR_mmgg,Yes,40%,One month ago,1 developer ( I work alone),Very important,Important,,,Much more time,Important,Important,Very important,Important,Very important,Important,Important,Somewhat important,Somewhat important,Important,Very important,Almost every time,Occasionally,Occasionally,Seldom,Occasionally,Seldom,I consult the software specification and choose the next piece to implement.,Somewhat important,Somewhat important,Important,Important,Important,Somewhat important,Somewhat important,Important,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Time,30%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,dplyr ggplot2 MASS,Python,it seem very interesting,gustavo.gimenez@faea.uncoma.edu.ar 12/2/2017 20:39:55,30 -- 40,Male,Europe,Doctorate's,Applied Mathematics,Mathematical modelling,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One week ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,More time,Important,Not important,Important,Important,Not at all important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Important,Seldom,Occasionally,Occasionally,Occasionally,Seldom,Seldom,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,,30%,Very Important,Seldom,Every time,Seldom,Occasionally,,C/C++,, 12/2/2017 21:29:50,40 -- 50,Female,North America,Doctorate's,Physics ,Finance ,Teacher,,Yes,0%,More than one year ago,1 developer ( I work alone),Not at all important,Not at all important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Not at all important,Not at all important,Very important,Important,Important,Important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Somewhat important,Very important,Important,Important,Important,Important,Important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"Correcting defects, testing, shifting requirements",10%,Important,Occasionally,Occasionally,Seldom,Almost every time,Ggplot2,Fortran,, 12/2/2017 21:30:00,30 -- 40,Male,North America,Doctorate's,Statistics,Statistical model selection,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Teacher",https://github.com/civilstat/RankingProject/,Yes,10%,One week ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Very important,Somewhat important,Important,Very important,Very important,Not at all important,Somewhat important,Very important,Very important,Almost every time,Every time,Every time,Occasionally,Seldom,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Somewhat important,Very important,Somewhat important,Very important,Important,Somewhat important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,Novice understanding,Novice understanding,Vague understanding,No idea what it means,"Not sure how to design tests for non-deterministic software (i.e. involving random numbers or user input). Version control systems like Git are a pain to deal with. Collaborating with others by Git is hard to get started, while by Dropbox seems easy but turns out to be error-prone.",40%,Very Important,Occasionally,Every time,Seldom,Almost every time,"leaps, ggplot2, MASS","Python, MATLAB",,jerzywieczorek@gmail.com 12/2/2017 21:54:39,18 -- 30,Male,South America,Bachelor's,Industrial Engineering,"Time Series, Data Visualization, Dashboards","Software Engineer/Programmer, Data Scientist",https://github.com/sillasgonzaga/mafs,Yes,60%,One week ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Not important,Somewhat important,Not important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Every time,Every time,Seldom,Seldom,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Important,Somewhat important,Important,Important,Very important,Somewhat important,,Understand for the most part,Vague understanding,No idea what it means,Novice understanding,Vague understanding,Novice understanding,Vague understanding,Vague understanding,,30%,Very Important,Occasionally,,Almost every time,Occasionally,"tidyverse, broom, shiny",Python,,sillas.gonzaga@gmail.com 12/2/2017 23:05:34,30 -- 40,Male,Asia,Master's,Computer science,Quantitative finance,"Engineer, Industrial Research Scientist",https://github.com/lampalork/credule,,,,,,,,,,,,,,,,,,,,,,Occasionally,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Not at all important,Very important,Very important,Very important,Important,Important,Important,Not important,Understand for the most part,,,,,,,,,50%,Very Important,Never,Almost every time,Occasionally,Occasionally,"Dplyr, ggplot2, foptions","Python, C/C++, C#",,Bertrand.lenezet@gmail.com 12/2/2017 23:30:33,40 -- 50,Male,North America,Doctorate's,Epidemiology,environmental epidemiology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/MapGAM/index.html,Yes,20%,One day ago,2--5 developers,Very important,Somewhat important,More time,More time,Same amount of time,Very important,Not important,Important,Not at all important,Important,Not important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Occasionally,Every time,Occasionally,Almost every time,Every time,Every time,I consult with my colleagues.,Important,Somewhat important,Very important,Important,Important,Very important,Somewhat important,Not important,Vague understanding,Understand for the most part,Understand for the most part,No idea what it means,Novice understanding,Expert-level understanding,Novice understanding,Vague understanding,Getting students to document their code,50%,Very Important,Seldom,Almost every time,Seldom,Occasionally,"MapGAM, nlme, rjags",JavaScript,,sbartell@uci.edu 12/3/2017 1:35:29,30 -- 40,Male,North America,Doctorate's,Engineering,Engineering,Engineer,https://cran.r-project.org/web/packages/QRAGadget/index.html,Yes,30%,One day ago,2--5 developers,Very important,Important,Much more time,Much more time,More time,Important,Important,Somewhat important,Somewhat important,Not important,Not important,Important,Not at all important,Not at all important,Not at all important,Not important,Every time,Every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,50%,Very Important,Occasionally,Almost every time,Seldom,Almost every time,"dplyr, shiny, htmlwidgets",JavaScript,,pgovan1@aggienetwork.com 12/3/2017 3:08:23,30 -- 40,Male,North America,Master's,Scandinavian Languages and Literature,Infectious diseases,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/ropenscilabs/plater/,Yes,0%,One day ago,2--5 developers,Not important,Not important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Seldom,Almost every time,I decide what I want to work on next,Important,Somewhat important,Important,Very important,Very important,Very important,Very important,Not important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,,50%,Very Important,Seldom,Every time,Seldom,Almost every time,"dplyr, ggplot2, plater",C/C++,, 12/3/2017 5:02:16,30 -- 40,Male,Europe,Doctorate's,Statistics,Health economy,Government Research Scientist,https://cran.r-project.org/web/packages/vcrpart/index.html,Yes,10%,One month ago,2--5 developers,Important,Somewhat important,Much more time,Much more time,Same amount of time,Very important,Somewhat important,Somewhat important,Very important,Not important,Not important,Important,Important,Not important,Important,Important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Understand for the most part,Consistency between functions,10%,Very Important,Occasionally,Seldom,Almost every time,Every time,"data.table, dplyr",C/C++,,rbuergin@gmx.ch 12/3/2017 6:29:34,30 -- 40,Male,Europe,Doctorate's,Geospatial information,Applied spatial statistics,Engineer,https://github.com/pauarago/tweet2r,Yes,30%,One week ago,1 developer ( I work alone),Very important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Very important,Not at all important,Not important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Important,Important,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I consult with my colleagues.,Somewhat important,Important,Somewhat important,Important,Important,Important,Somewhat important,Not important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,"Time to get results, data mining, self learning",40%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"Rgdal, sp, rgeos",Python,,parago@uji.es 12/3/2017 6:50:11,30 -- 40,Male,Asia,Doctorate's,Quantitative Psychology,Quantitative Psychology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/simsem,Yes,20%,Three months ago,1 developer ( I work alone),Very important,Important,More time,More time,More time,Very important,Somewhat important,Not important,Not important,Not at all important,Not at all important,Very important,Not important,Not important,Not important,Very important,Almost every time,Occasionally,Every time,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Important,Very important,Important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Too much work to do,20%,Very Important,Occasionally,Occasionally,Occasionally,Almost every time,"lavaan, semTools, simsem",,, 12/3/2017 8:42:52,30 -- 40,Male,Europe,Doctorate's,Medicine,Ortopedic surgeon,"Adacemic Researcher (professor, post-doc, etc), Clinician",https://github.com/gforge,Yes,40%,One day ago,2--5 developers,Very important,Important,More time,More time,Same amount of time,Important,Not important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Occasionally,Every time,Every time,Every time,Every time,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Very important,Somewhat important,Somewhat important,Not important,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Requirements for CRAN are too high - it is easy to skip publishing because of all the work required (and the tools available are pretty poor). Time. Some expect free end-user support - this is annoying and not possible to deliver on.,40%,Very Important,Occasionally,Occasionally,Every time,Every time,"dplyr, htmltable, knitr, rms","Python, JavaScript, Shell Script",, 12/3/2017 9:08:03,50 -- 60,Male,North America,Doctorate's,statistics,statistical learning,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/alanarnholt/PASWR2,Yes,10%,One day ago,2--5 developers,Important,Important,,,,Very important,,,,,Somewhat important,,Important,,,,Occasionally,Almost every time,Occasionally,Seldom,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,10%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,,Fortran,, 12/3/2017 9:19:46,30 -- 40,Male,Europe,Master's,Distributed computing,Parameter estimation; estimation of the area of the object recorded with an additive error,"Adacemic Researcher (professor, post-doc, etc), Engineer, Software Engineer/Programmer, System Administrator",https://cran.r-project.org/package=LeArEst,Yes,20%,One week ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Important,Not important,Very important,Very important,Very important,Somewhat important,Important,Very important,Very important,Occasionally,Almost every time,Almost every time,Occasionally,Seldom,Seldom,I consult with my colleagues.,Important,Important,Important,Important,Somewhat important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,"Developing new methods, error checking",10%,Very Important,Almost every time,Occasionally,Seldom,Seldom,"opencpu, parallel","Python, C/C++, JavaScript",, 12/3/2017 9:59:32,18 -- 30,Male,South America,Doctorate's,statistics,statistics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,Three months ago,1 developer ( I work alone),Very important,Important,More time,Less time,Same amount of time,Very important,Important,Important,Important,Not important,Not important,Important,Not important,Not important,Very important,Very important,Almost every time,Occasionally,Occasionally,Occasionally,Almost every time,Seldom,I decide what I want to work on next,Important,Somewhat important,Important,Important,Very important,Important,Important,Important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,,40%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"biotools, soilphysics, candisc",Java,,anderson.silva@ifgoiano.edu.br 12/3/2017 10:01:18,18 -- 30,Male,Asia,Master's,mathematics and computer science,"machine learning, recommender systems","Engineer, Industrial Research Scientist, Software Engineer/Programmer",https://github.com/dselivanov/text2vec,Yes,50%,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Less time,Important,Important,Important,Somewhat important,Important,Important,Very important,Not important,Not important,Not important,Very important,Seldom,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Very important,Important,Important,Very important,Very important,Very important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,30%,Important,Never,Every time,Occasionally,Every time,"rcpp, data.table, Matrix","C/C++, scala",,selivanov.dmitriy@gmail.com 12/3/2017 10:48:07,18 -- 30,Male,Asia,Doctorate's,Design and Analysis of Experiments,Experimental Designs,"Adacemic Researcher (professor, post-doc, etc)",,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,Much more time,,,,,,Very important,Very important,,,,,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,"Time, resources and work load",50%,Very Important,,,,,PBIBD and rest are inbuilt packages,"C/C++, JavaScript",You should share the findings with the people you have contacted for their responses,kush.vashishtha@gmail.com 12/3/2017 11:07:22,30 -- 40,Male,Europe,Doctorate's,Evolutionary ecology: species coexistence and adaptive speciation,"evolutionary biology and ecology, theoretical and experimental","Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Somewhat important,Very important,Very important,Very important,Important,Somewhat important,Not important,Somewhat important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Seldom,I decide what I want to work on next,Somewhat important,Important,Important,Important,Somewhat important,Not important,Not important,Not at all important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,Vague understanding,1. Lack of time for coding. 2. Not enough time. 3. Other things to do!! ,80%,Very Important,Seldom,Occasionally,Every time,Almost every time,rJava; deSolve; rootSolve,"Java, JavaScript, Shell Script",Purpose not very clear,vincent.calcagno@inra.fr 12/3/2017 14:41:55,50 -- 60,Male,Europe,Doctorate's,medical statistics,data science + systems architecture,"Industrial Research Scientist, systems architect",https://r-forge.r-project.org/,Yes,10%,One week ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not at all important,Very important,Not at all important,Very important,Very important,Very important,Very important,Important,Almost every time,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"Software quality, particularly performance and security, effort of maintenance",20%,Very Important,Occasionally,Every time,Occasionally,Occasionally,"ff, ggplot2, unpublished","C/C++, SAS, PL/SQL",If I were younger and/or would need scientific software more often I would switch to Julia,joehl@web.de 12/3/2017 14:44:44,40 -- 50,Male,North America,Doctorate's,Statistics,Internet,"Engineer, Industrial Research Scientist, Manager/Supervisor",,Yes,50%,One day ago,1 developer ( I work alone),Very important,Very important,More time,Same amount of time,Same amount of time,Very important,Very important,Somewhat important,Not important,Very important,Very important,Very important,Important,Important,Important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,30%,Very Important,Seldom,Almost every time,Seldom,Every time,"ggplot2, plyr, dremel (internal Google package)","Python, C/C++, Go",,sdorairaj@gmail.com 12/3/2017 15:05:35,30 -- 40,Male,Europe,Doctorate's,Mathematics,Finance,"Industrial Research Scientist, Software Engineer/Programmer",https://github.com/kollerma/robustlmm,Yes,90%,One day ago,11--20 developers,Very important,Not important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Important,Somewhat important,Important,,,,Very important,Almost every time,Almost every time,Every time,Every time,Seldom,Seldom,I decide what I want to work on next,Very important,Important,Important,Somewhat important,Very important,Somewhat important,Important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,Keeping things running over years when other software constantly evolves and things keep changing / breaking.,30%,Very Important,Seldom,Occasionally,Almost every time,Occasionally,"data.table, ggplot2, knitr","C/C++, Java",,koller.manuel@gmail.com 12/3/2017 15:32:31,30 -- 40,Male,North America,Doctorate's,Linguistics,Auditory neuroscience,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/drammock/phonR,Yes,40%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Not at all important,Important,Not at all important,Not important,Very important,,,,Very important,Seldom,Occasionally,Every time,Occasionally,Seldom,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Important,Very important,Very important,Important,Somewhat important,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,software not valued for productivity/promotion; limited time and availability of training/learning new technologies; bad dependency/version management ecosystem of R compared to python/ruby/javascript/etc,60%,,Occasionally,Almost every time,Occasionally,Seldom,"lme4, afex, parallel","Python, Shell Script, praat","Although I am a maintainer of an R package, I seldom use R in my daily research anymore. Most of the answers reflect my python development activities.", 12/3/2017 16:04:38,30 -- 40,Male,Europe,Master's,Ecology,Biogeography,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://github.com/azizka/speciesgeocodeR,Yes,50%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,Much more time,Same amount of time,Very important,Important,Not important,Not important,Somewhat important,Not at all important,Very important,,,,,Almost every time,Almost every time,Every time,Almost every time,Occasionally,Almost every time,I fix the next high-priority bug assigned to me.,,,,,,,,,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,Novice understanding,No idea what it means,No idea what it means,,50%,Very Important,Seldom,Occasionally,Occasionally,Every time,"raster, sp, tidyverse, rgdal, rgeos",,, 12/3/2017 16:10:16,50 -- 60,Male,Europe,Doctorate's,Growth models,marine ecology,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/SciViews,Yes,20%,One week ago,2--5 developers,Very important,Very important,More time,Same amount of time,Same amount of time,Very important,Not important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Important,Very important,Very important,Important,Somewhat important,Novice understanding,Understand for the most part,Expert-level understanding,Novice understanding,Understand for the most part,Expert-level understanding,Novice understanding,Vague understanding,"Documentation, reproducibility, support for users that have low knowledge about computers and software development",40%,Very Important,Almost every time,Almost every time,Almost every time,Every time,"zooimage, dplyr, ggplot2",,,"Yes, please, I would like to get results" 12/3/2017 18:34:40,40 -- 50,Male,Europe,Doctorate's,PhD in Mathematics,Applied Stochastics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/RandomFieldsUtils/index.html,Yes,30%,One day ago,1 developer ( I work alone),Very important,Somewhat important,More time,More time,More time,Very important,Somewhat important,Somewhat important,Not at all important,Very important,Important,Not at all important,Important,Important,Important,Important,Seldom,Almost every time,Every time,Almost every time,Every time,Almost every time,I decide what I want to work on next,Not at all important,Not at all important,Very important,Very important,Very important,Very important,Somewhat important,Somewhat important,No idea what it means,Vague understanding,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Vague understanding,"time, time, time",10%,Important,Almost every time,Almost every time,Almost every time,Seldom,own packages; sp; ,C/C++,,schlather@math.uni-mannheim.de 12/3/2017 18:48:54,30 -- 40,Male,North America,Doctorate's,"Ecology, Evolution, and Behavior",population dynamics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/e3bo/spaero,Yes,20%,One month ago,2--5 developers,Very important,Somewhat important,More time,More time,More time,Very important,Not important,Not important,Not important,Not at all important,Somewhat important,Very important,,,,,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Very important,Somewhat important,Very important,Very important,Somewhat important,Important,Novice understanding,Vague understanding,Understand for the most part,Vague understanding,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,"rapidly changing requirements, limited resources for development, limited tolerance for bugs",30%,Very Important,Occasionally,Almost every time,Almost every time,Occasionally,"ggplot2, pomp, parallel","Python, C/C++, Shell Script",,odea35@gmail.com 12/3/2017 18:50:54,30 -- 40,Male,South America,Doctorate's,Regional Science,Economics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/gmnl/index.html,Yes,70%,Three months ago,1 developer ( I work alone),Very important,Very important,Much less time,Less time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Not important,Very important,Very important,Very important,Very important,Very important,Seldom,Every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Very important,Important,Not important,Not important,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Novice understanding,Vague understanding,"debugging, mathematical derivation, lack of time",60%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"gmnl, Rchoice, memisc",Stata,,msarrias86@gmail.com 12/3/2017 20:48:47,30 -- 40,Male,Oceania,Doctorate's,Mathematics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/strakaps/MittagLeffleR,Yes,20%,One month ago,2--5 developers,Somewhat important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Not at all important,Not at all important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Somewhat important,Occasionally,Occasionally,Almost every time,Seldom,Occasionally,Occasionally,I consult with my colleagues.,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,No idea what it means,No idea what it means,No idea what it means,No idea what it means,No idea what it means,No idea what it means,No idea what it means,No idea what it means,Coordination with collaborators,10%,Somewhat important,Occasionally,Occasionally,Seldom,Never,dplyr,Python,,straka.ps@gmail.com 12/3/2017 21:12:33,40 -- 50,Male,North America,Doctorate's,statistics,statistical methods applied to environmental applications and development of statistical software,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/nimble-dev/nimble,Yes,10%,One week ago,2--5 developers,Important,Very important,More time,More time,Same amount of time,Very important,Important,Not important,Somewhat important,Not important,Somewhat important,Important,,Important,Very important,Very important,Every time,Every time,Every time,Every time,Every time,Every time,I consult with my colleagues.,Somewhat important,Important,Very important,Very important,Very important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,developing a user base; designing performant and robust software; effective error trapping,10%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,nimble; spam; extRemes,"Python, C/C++, Shell Script",, 12/3/2017 22:42:12,30 -- 40,Female,North America,Doctorate's,Biostatistics,causal inference and machine learning,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,Three months ago,1 developer ( I work alone),Not important,Somewhat important,Much more time,Much more time,More time,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Not important,Somewhat important,,Somewhat important,Not important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Novice understanding,Vague understanding,Vague understanding,Novice understanding,,10%,Somewhat important,Almost every time,Almost every time,Almost every time,Almost every time,RandomForestSRC,"C/C++, Java",Survey is too long, 12/3/2017 22:46:38,30 -- 40,Male,Europe,Doctorate's,Statistics,Data science,Industrial Research Scientist,https://cran.r-project.org/web/packages/ks/index.html,Yes,50%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,Much more time,More time,Very important,Somewhat important,Important,Important,Important,Important,Very important,Very important,Very important,Very important,Very important,Almost every time,Every time,Every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Very important,Important,Somewhat important,Very important,Important,Not important,Not important,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,,50%,Very Important,Almost every time,Every time,Almost every time,Almost every time,"ks, mvnorm, rgl",C/C++,, 12/3/2017 23:05:21,18 -- 30,Male,South America,Doctorate's,Statistics,Complex modelling,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://cran.r-project.org/web/packages/qrNLMM/,Yes,10%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Important,Important,Not at all important,Important,Very important,,,,,Occasionally,Every time,Every time,Almost every time,Every time,Almost every time,I decide what I want to work on next,Very important,Important,Important,Very important,Important,Very important,Important,Important,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,"creating the user manual, processing times and dissemination",90%,Very Important,Almost every time,Every time,Seldom,Seldom,"lme4, mtvnorm, lqr",,Interesting, 12/3/2017 23:20:13,18 -- 30,Male,North America,Doctorate's,Bioinformatics,Metagenomics,Graduate Student,https://github.com/aametwally/MetaLonDA,Yes,70%,One day ago,2--5 developers,Very important,Very important,More time,More time,Much more time,Very important,Very important,Very important,Very important,Somewhat important,Very important,Very important,Very important,,Very important,Very important,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,,90%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,,"Python, C/C++, Java, JavaScript, Shell Script",,ametwa2@uic.edu 12/4/2017 1:00:25,40 -- 50,Male,Central America,Doctorate's,Biology,Data Science,"Teacher, Data Scientist",https://github.com/FvD/junr,Yes,70%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Important,Somewhat important,Important,Important,Very important,Important,Very important,Very important,Very important,Every time,Every time,Every time,Every time,Almost every time,Every time,I decide what I want to work on next,Very important,Important,Very important,Very important,Very important,Very important,Very important,Very important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,"Others not understanding version control, changes in dependencies, cross-platform development",90%,Very Important,Almost every time,Every time,Occasionally,Every time,"dplyr, httr, tidyr","Python, JavaScript",,frans@ixpantia.com 12/4/2017 1:48:50,50 -- 60,Male,North America,Doctorate's,artificial intelligence,quantitative finance,Quantitative Portfolio Manager,https://r-forge.r-project.org/projects/trackobjs/,Yes,20%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Important,Not important,,Very important,Very important,Very important,Very important,Important,Important,Almost every time,Almost every time,Every time,Almost every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Important,Understand for the most part,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,,20%,Very Important,Occasionally,Every time,Every time,Almost every time,"plyr, mgcv, minpack.lm","Python, C/C++, Shell Script",,tplate@acm.org 12/4/2017 3:17:34,30 -- 40,Male,Oceania,Doctorate's,Ecology,ecological modelling and statistical software,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/goldingn/versions,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,More time,More time,Same amount of time,Very important,Somewhat important,Not important,Somewhat important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Very important,Every time,Almost every time,Every time,Almost every time,Every time,Every time,I consult with my colleagues.,Important,Very important,Very important,Important,Important,Important,Important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,free time to fix reported bugs rapidly; politely incorporating poorer-quality code from contributors; fixing stupid travis errors,80%,Very Important,Occasionally,Almost every time,Seldom,Almost every time,"devtools, tensorflow, reticulate",,, 12/4/2017 3:44:54,30 -- 40,Male,North America,Doctorate's,,Social science methodology (sampling),"Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/dfeehan/surveybootstrap,Yes,10%,One day ago,1 developer ( I work alone),Important,Not important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Very important,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Somewhat important,Seldom,Almost every time,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,,20%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"dplyr, purrr, ggplot2","Python, C/C++",, 12/4/2017 5:25:30,40 -- 50,Male,Europe,Doctorate's,Statistics,official Statistics,Government Research Scientist,https://github.com/cran/univOutl,Yes,20%,One week ago,1 developer ( I work alone),Important,Important,Much more time,More time,More time,Very important,Very important,Somewhat important,Somewhat important,Not at all important,Not at all important,Somewhat important,Important,Important,Very important,Very important,Almost every time,Occasionally,Almost every time,Occasionally,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Somewhat important,Important,Important,Very important,Important,Important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,"time constraints, e.g. writing, testing etc, the code by a fixed deadline",30%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"dplyr, StatMatch, Hmisc",Fortran,, 12/4/2017 5:43:41,30 -- 40,Male,Europe,Doctorate's,Industrial management,Information systems,"Adacemic Researcher (professor, post-doc, etc), Engineer",https://github.com/mronkko/matrixpls,Yes,10%,One week ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,More time,Same amount of time,Very important,Not at all important,Important,Not at all important,Important,Important,Important,,,Somewhat important,Somewhat important,Almost every time,Occasionally,Occasionally,Seldom,Seldom,Almost every time,I decide what I want to work on next,Somewhat important,Very important,Somewhat important,Somewhat important,Important,Very important,Not at all important,Not at all important,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,,30%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,"lavaan, simsem, matrixpls",Stata,,mikko.ronkko@jyu.fi 12/4/2017 6:06:30,30 -- 40,Male,Europe,Master's,Image Processing,Finance,Software Engineer/Programmer,https://github.com/prontog/multifwf,Yes,100%,One day ago,5--10 developers,Very important,Important,More time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not important,Not important,Important,Important,Important,Important,Very important,Very important,Every time,Occasionally,Occasionally,Almost every time,Every time,Every time,I decide what I want to work on next,Somewhat important,Important,Very important,Important,Very important,Important,Very important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,Mostly culture issues. I find it hard to convince colleagues about new tools and new ways of doing (automating) things.,10%,Very Important,Occasionally,Occasionally,Every time,Every time,"rmarkdown, rCharts, base","Python, Java, Lua, Shell Script, tcl",,p 12/4/2017 6:20:04,30 -- 40,Male,Europe,Master's,Bioinformatics,Fishery Science,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Software Engineer/Programmer",https://cran.r-project.org/web/packages/vmsbase/index.html,Yes,70%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Very important,Important,Somewhat important,Somewhat important,Very important,Not important,Not important,Somewhat important,Important,Every time,Almost every time,Almost every time,Every time,Every time,Almost every time,I decide what I want to work on next,Very important,Important,Important,Important,Important,Very important,Very important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Compatibility across operating systems.,60%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"sqldf, R6 and ggplot",C/C++,"I would like to thank you for your concern, I would love to be kept in the loop of future developments of your research and I am available to provide further informations if needed.",dandrea.lorenz@gmail.com 12/4/2017 6:47:28,30 -- 40,Male,Europe,Doctorate's,Geography,Social sciences,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/package=rakeR,Yes,10%,One month ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Important,Important,Not important,Not important,Very important,Not important,Not important,Not important,Somewhat important,Almost every time,Almost every time,Every time,Every time,Every time,Every time,I consult with my colleagues.,Not important,Important,Very important,Very important,Very important,Important,Important,Somewhat important,Vague understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Reading/editing/maintaining (rather than writing) code,50%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"sf, testthat, dplyr/tidyverse","Python, C/C++, Shell Script",,phil.jones@sheffield.ac.uk 12/4/2017 6:55:32,30 -- 40,Male,Asia,Doctorate's,Earth Science,Geochemistry and Geobiology,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://cran.r-project.org/web/packages/CHNOSZ/index.html,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,More time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Important,Somewhat important,Very important,,,,Very important,Seldom,Occasionally,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Not important,Important,Not important,Very important,Very important,Somewhat important,Not important,Vague understanding,No idea what it means,Novice understanding,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,No idea what it means,"1. New users think the program does something it can't do. 2. Published scientific models/algorithms are often not accompanied by numerical output that can be used to test my implementations. 3. I prefer to let the software grow ""organically"" without a written management plan, so obtaining funding and getting credit for it in order to advance my career is difficult.",80%,Very Important,Occasionally,Almost every time,Occasionally,Every time,"CHNOSZ (my own), testthat, knitr+rmarkdown+tufte","Fortran, Shell Script, Porting Microsoft VBA macros","Very interesting project! For the ""three most important packages"" question, you can use CHNOSZ, testthat, knitr.",j3ffdick@gmail.com 12/4/2017 7:23:15,18 -- 30,Male,Europe,Doctorate's,discrete choice experiments ,decision making ,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/traets,Yes,20%,One day ago,1 developer ( I work alone),Important,Not important,Same amount of time,Same amount of time,Same amount of time,Very important,Not important,Not at all important,Not important,Not important,Not important,Somewhat important,Not important,Not important,Not important,Not important,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I consult the software specification and choose the next piece to implement.,Very important,Very important,Important,Very important,Very important,Very important,Important,Important,Vague understanding,Novice understanding,Vague understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,"1. Make sure there are no errors in the code. 2. Make sure the functionality is clear, and that the user interface is intuitive for others. 3. Lower computation time/ increase the speed. ",50%,Important,Occasionally,Almost every time,Occasionally,Occasionally,idefix devtools xlsx,,, 12/4/2017 7:24:13,30 -- 40,Male,Europe,Master's,Business (MBA),business and government (especially local government),"Adacemic Researcher (professor, post-doc, etc)",https://github.com/jimvine/confinterpret,Yes,20%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,More time,More time,Very important,Not important,Not at all important,Not at all important,Important,Important,Somewhat important,Not at all important,Not at all important,Somewhat important,Important,Every time,Every time,Every time,Almost every time,Almost every time,Every time,I decide what I want to work on next,Somewhat important,Important,Important,Important,Important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"Persistence of Stata in some disciplines, instead of moving over to R. Using LaTeX to write up papers (e.g. for JSS) to document and promote the software. Naming things.",50%,Very Important,Occasionally,Occasionally,Almost every time,Almost every time,"confinterpret tidyverse (esp dplyr) knitr",,,jim.vine@essex.ac.uk 12/4/2017 7:28:34,30 -- 40,Female,Europe,Doctorate's,Biophysics,Bioinformatics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/MullerPlot/index.html,Yes,50%,One month ago,11--20 developers,Very important,Not important,Much more time,More time,Same amount of time,Very important,Very important,Very important,Important,Very important,Very important,Very important,Important,Important,Important,Important,Almost every time,Every time,Every time,Almost every time,Seldom,Seldom,I decide what I want to work on next,Very important,Very important,,Very important,Very important,Very important,Very important,Very important,Novice understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,,80%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"vegan, RADanalysis, FD",C/C++,, 12/4/2017 7:44:14,18 -- 30,Male,Europe,Doctorate's,Statistics and Epidemiology,Epidemiology,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/PrevMap/index.html,Yes,50%,One day ago,1 developer ( I work alone),Very important,Important,Same amount of time,Same amount of time,Same amount of time,Important,Important,Important,Somewhat important,Not important,Important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Occasionally,Never,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Users do not read documentation,90%,Very Important,Seldom,Occasionally,Seldom,Occasionally,"PrevMap, geoR, rgdal",None,I would like to see the analysis of the results from this questionnaire,giorgi.pd@gmail.com 12/4/2017 8:09:05,30 -- 40,Female,Europe,Doctorate's,Mathematics,Biomathematics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/thibautjombart/treespace,Yes,70%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Not important,Important,Not important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Almost every time,Almost every time,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Very important,Important,Very important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,"Issues arising from changes to dependent R packages, catering for all possible use cases ",70%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,"ape, ggplot2, treespace","C/C++, JavaScript",, 12/4/2017 9:07:25,30 -- 40,Male,North America,Doctorate's,Political Science,Middle East politics; statistical methods for causal inference,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,1 developer ( I work alone),Important,Important,More time,More time,Same amount of time,Very important,Very important,Not important,Not at all important,Not at all important,Not at all important,Very important,,,,Very important,Almost every time,Every time,Every time,Occasionally,Every time,Every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Important,Very important,Somewhat important,Somewhat important,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,"Dealing with legacy code issues, forgetting how my own programs work, and users who want to use the code in ways that don't make any sense.",30%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"I use so many packages, it's hard to say. Maybe tm, stm, and Hmisc",Python,,rnielsen@mit.edu 12/4/2017 9:56:01,50 -- 60,Male,Europe,Doctorate's,Laser spectroscopy of Rydberg atoms,Laser spectroscopy of cold atoms,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/cran/spectrino,Yes,90%,One day ago,2--5 developers,Important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Not important,Somewhat important,Important,Important,Important,Very important,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I consult with my colleagues.,Somewhat important,Important,Important,Important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,priority mismatch with my fellows collegues,30%,Very Important,Seldom,Almost every time,Seldom,Occasionally,,"Python, C#, Delphi",, 12/4/2017 10:08:11,18 -- 30,Male,Europe,Doctorate's,Spatial extreme values statistics applied on precipitation data,"Statistics, Informatic Science (Data)","Industrial Research Scientist, Software Engineer/Programmer",,No,80%,One day ago,5--10 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Important,Somewhat important,Somewhat important,Very important,Somewhat important,Somewhat important,Important,Important,,,,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Seldom,I consult the software specification and choose the next piece to implement.,Very important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Important,Somewhat important,Expert-level understanding,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,Novice understanding,Vague understanding,Installing packages,70%,Important,Almost every time,Occasionally,Seldom,Occasionally,"SpatialExtremes, evd, RandomFields","C/C++, Java, JavaScript",, 12/4/2017 10:14:44,30 -- 40,Male,South America,Doctorate's,Statistics,"Geostatistics, Spatial Statistics","Adacemic Researcher (professor, post-doc, etc)",https://github.com/cran/geotoolsR,Yes,20%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Very important,Every time,Every time,Every time,Every time,Every time,Every time,I fix the next high-priority bug assigned to me.,Important,Important,Very important,Very important,Very important,Very important,Very important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,1- Make easier for the user; 2 - Optimize the code; 3 - Find and solve the bugs.,60%,Very Important,Almost every time,Every time,Almost every time,Almost every time,"geoR, spdep, geotoolsR",None,,diogo.rossoni@gmail.com 12/4/2017 10:28:03,30 -- 40,Female,Europe,Doctorate's,Biology/Ecology,Biology/Genetic,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/dbailleul/RClone,Yes,50%,Six months ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Very important,Important,Important,Important,Not important,Not important,Important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Occasionally,Occasionally,Seldom,Occasionally,I fix the next high-priority bug assigned to me.,Important,Important,Important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,"Debugging, be sure that chief told me everything, answering users question not related to package",50%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"rcpp, adegenet, RClone",Python,,diane.bailleul.pro@gmail.com 12/4/2017 11:09:16,30 -- 40,Male,Europe,Doctorate's,Mathematics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/momentchi2/index.html,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,More time,Same amount of time,Same amount of time,Very important,Important,Important,Somewhat important,Somewhat important,Very important,Important,,Important,Important,Very important,Almost every time,Almost every time,Occasionally,Every time,Almost every time,Every time,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Important,Very important,Important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Understand for the most part,Novice understanding,Expert-level understanding,Novice understanding,Novice understanding,Novice understanding,"Working with someone else's code is usually a nightmare, due to lack of comments, tests, etc",30%,Very Important,Never,Occasionally,Almost every time,Occasionally,"testthat, Rcpp, ggplot2","Python, C/C++",Good luck with your study, 12/4/2017 11:15:37,30 -- 40,Female,North America,Doctorate's,Statistical big data analysis,statistics,"Graduate Student, Teacher",,Yes,30%,One week ago,2--5 developers,Important,Important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Important,Somewhat important,Not at all important,Somewhat important,Important,Not at all important,Very important,Very important,Very important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Very important,Very important,Very important,Important,Important,Important,Novice understanding,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"computation time optimization, maintenance, documentation",40%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"stats, jsonlite, graphics","Python, C/C++",, 12/4/2017 12:13:16,50 -- 60,Male,Europe,Doctorate's,Economics/Econometrics,Econometrics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/CADFtest/index.html,Yes,10%,One week ago,1 developer ( I work alone),Very important,Not important,More time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Important,Important,Important,Important,Important,Important,Important,Almost every time,Seldom,Occasionally,Occasionally,Seldom,Seldom,I decide what I want to work on next,,,,,,,,,,,,,,,,,,40%,Very Important,Every time,Occasionally,Almost every time,Occasionally,,,,lupi@unimol.it 12/4/2017 12:39:52,30 -- 40,Male,North America,Master's,Computer Graphics,DNA sequencing,Software Engineer/Programmer,,Yes,70%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Important,Not important,Somewhat important,Somewhat important,Very important,Somewhat important,Somewhat important,Somewhat important,Very important,Occasionally,Almost every time,Every time,Every time,Occasionally,Seldom,My supervisor tells me what to do.,Important,Very important,Important,Very important,Very important,Very important,Somewhat important,Not important,Novice understanding,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,No idea what it means,No idea what it means,"Poor quality libraries, bad documentation, black boxes",20%,Very Important,Occasionally,Almost every time,Every time,Occasionally,"plyr, data.table, GenomicRanges","Python, C/C++, Java, C#, JavaScript, Shell Script","I am supporting scientists, not directly a scientist myself, so my answers might be skewed and the survey does not seem to allow me to communicate that.",zenka.roman@mayo.edu 12/4/2017 12:42:52,30 -- 40,Female,North America,Doctorate's,"Statistics, Wildlife Biology",Ecological statistics,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist, Teacher",https://cran.r-project.org/web/packages/rSPACE/index.html,Yes,30%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Very important,Not important,Somewhat important,Important,Very important,,,Very important,Very important,Every time,Every time,Every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Important,Very important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Version control,70%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"dplyr, ggplot, nlme","Python, C/C++",, 12/4/2017 13:04:20,30 -- 40,Male,North America,Doctorate's,Computer Science,Machine learning,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/mimno/RMallet,Yes,10%,One week ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Important,Not important,Important,Important,Important,Somewhat important,Very important,Very important,Not important,Almost every time,Almost every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Not important,Somewhat important,Important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,data import/export; parameter settings; matching appropriate methods to problems,40%,Very Important,Occasionally,Almost every time,Almost every time,Every time,ggplot2; dplyr; tidyr,"Python, C/C++, Java, JavaScript, Shell Script",,mimno@cornell.edu 12/4/2017 13:17:34,18 -- 30,Male,Europe,Doctorate's,Statistics,Machine Learning,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, System Administrator",,Yes,60%,One day ago,2--5 developers,Important,Important,,,,Very important,Very important,Very important,Very important,Not important,Very important,Very important,,,,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I consult with my colleagues.,Important,Important,Important,Important,Important,Important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,"lack of time, fixing bugs in code that I did not write, ",40%,Important,Almost every time,Almost every time,Almost every time,Almost every time,"ggplot2, plyr, Rcpp","Python, C/C++, Shell Script",, 12/4/2017 13:43:22,30 -- 40,Male,Europe,Doctorate's,Linguistics,Software engineering,Software Engineer/Programmer,https://github.com/aquincum/Rexperigen,Yes,90%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,More time,Very important,Somewhat important,Not important,Not important,Important,Not important,Important,Not important,Not important,Not important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Seldom,Occasionally,I consult with my colleagues.,Very important,Somewhat important,Very important,Somewhat important,Very important,Somewhat important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Understand for the most part,Novice understanding,Novice understanding,No idea what it means,,10%,Very Important,Seldom,Almost every time,Almost every time,Occasionally,"lme4, ggplot2, plyr","Python, JavaScript, Shell Script",,daniel@szeredi.hu 12/4/2017 14:18:01,30 -- 40,Male,North America,Doctorate's,Statistics,Environmental Epidemiology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not at all important,Important,Important,Very important,Not at all important,Not at all important,Not at all important,Very important,Seldom,Occasionally,Almost every time,Almost every time,Every time,Occasionally,I decide what I want to work on next,Somewhat important,Not important,Very important,Not important,Very important,Very important,Somewhat important,Not at all important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,,50%,Very Important,Seldom,Occasionally,Every time,Every time,"multitaper, slp, AHItools","Fortran, Shell Script",, 12/4/2017 14:36:19,over 60,Male,North America,Doctorate's,Forestry,Forest analytics ,"Government Research Scientist, Software Engineer/Programmer, Retired, but working during the development of yaImpute",https://r-forge.r-project.org/R/?group_id=1302,Yes,70%,One day ago,1 developer ( I work alone),Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Not important,Not at all important,Not at all important,Not at all important,Not at all important,Important,Very important,Very important,Very important,Very important,Almost every time,Every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Not important,Somewhat important,Important,Very important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"1. For me, the lack of independent testers. 2. Slow adoption by users stuck using old expensive methods when new approaches would save time and money. People are using tools I wrote 25 years ago and its way past time for them to move on! I did! 3. There is a lack of smart people in my field that can and are willing to program. ",50%,Very Important,Occasionally,Occasionally,Every time,Almost every time,"shiny, sp/maptools/rgdal, randomForests","C/C++, Fortran",,ncrookston.fs@gmail.com 12/4/2017 14:49:24,50 -- 60,Male,North America,Doctorate's,Statistics,machine learning for business,Engineer,https://github.com/ehrlinger/l2boost,Yes,30%,One day ago,1 developer ( I work alone),Important,Important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Not important,Important,Very important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I fix the next high-priority bug assigned to me.,Important,Very important,Very important,Very important,Very important,Very important,Very important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,90%,Very Important,Occasionally,Almost every time,Seldom,Almost every time,dplyr ggplot randomForestSRC,"Python, C/C++",, 12/4/2017 15:09:04,30 -- 40,Male,Europe,Master's,Psychology,Learning and memory,"Graduate Student, Teacher",https://github.com/crsh/prereg,Yes,20%,One week ago,2--5 developers,Important,Somewhat important,More time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not important,Not important,Not important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Occasionally,Almost every time,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Important,Important,Very important,Very important,Very important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,"Uninformative bug reports, character encoding, too little time",70%,Very Important,Seldom,Almost every time,Seldom,Almost every time,"lme4, BayesFactor, rstan","Python, Shell Script",, 12/4/2017 16:30:08,18 -- 30,Male,South America,Bachelor's,Engenharia de Petróleo,Física Computacional,"Adacemic Researcher (professor, post-doc, etc), Engineer, Graduate Student, Software Engineer/Programmer",https://cran.r-project.org/web/packages/qGaussian/,Yes,20%,One day ago,2--5 developers,Somewhat important,Very important,More time,More time,Much more time,Important,Very important,Important,Somewhat important,Important,Important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Every time,Every time,Almost every time,Every time,Almost every time,I consult the software specification and choose the next piece to implement.,Very important,Important,Not important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"Por conta dos projetos serem científicos, na maioria das vezes são feitos de forma individual, baixando a motivação do pesquisador para finalizar o software com o passar do tempo.",20%,Important,Almost every time,Every time,Occasionally,Occasionally,qGaussian - Rcpp - devetools,"Python, C/C++, C#, Fortran",,wagnersantos.ufs@hotmail.com 12/4/2017 16:32:22,30 -- 40,Male,North America,Doctorate's,Linguistics,Spoken language comprehension,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,2--5 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Not important,Not important,Important,Not important,Not important,Not important,Very important,Almost every time,Almost every time,Every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Very important,Very important,Very important,Important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Ensuring the code does what it is designed to do; Providing functions that are flexible enough that others can use them for their data; Using helper functions that reduce redundancy in my code,60%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"dplyr; ggplot2, mgcv",,, 12/4/2017 17:03:00,30 -- 40,Male,North America,Master's,Operations Research ,Search and tracking vehicles,Industrial Research Scientist,https://github.com/restonslacker/taber,Yes,30%,One day ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Very important,Important,Somewhat important,Not at all important,Important,Somewhat important,Important,Important,Very important,Very important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Important,Important,Very important,Very important,Important,Important,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Documentation ,60%,Very Important,Occasionally,Almost every time,Every time,Every time,Ggplot2 dplyr rcpp ,"Python, C/C++, Java, Shell Script",,Seth@wenchel.com 12/4/2017 17:29:16,30 -- 40,Female,Europe,Doctorate's,independent component analysis,networks and signal processing,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Important,Important,Somewhat important,Not important,Somewhat important,Important,Important,Not at all important,Not at all important,Important,Important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,mantanance,60%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,waveslim igraph ggplot,"Python, C/C++",very nice questions,sophie.achard@gipsa-lab.fr 12/4/2017 17:55:51,40 -- 50,Male,North America,Doctorate's,statistics,genetics,Industrial Research Scientist,https://cran.r-project.org/web/packages/sdnet/index.html,Yes,30%,One month ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Important,Important,Not important,Not important,Somewhat important,Important,Somewhat important,Somewhat important,Important,Important,Important,Almost every time,Almost every time,Occasionally,Every time,Occasionally,Almost every time,I consult with my colleagues.,Somewhat important,Important,Important,Very important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,"dealing with incomplete data, finding optimal default parameters, handling large datasets",30%,Important,Occasionally,Almost every time,Occasionally,Occasionally,"ggplot2, catnet, bioconductor","Python, C/C++, Java",, 12/4/2017 18:16:45,30 -- 40,Male,North America,Doctorate's,zoology,biodiversity science,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/ropensci/rotl,Yes,80%,One day ago,1 developer ( I work alone),Important,Very important,Much more time,Much more time,More time,Very important,Somewhat important,Not important,Not at all important,Somewhat important,Not at all important,Important,,,,Important,Seldom,Occasionally,Almost every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Very important,Very important,Important,Very important,Very important,Very important,Very important,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,lack of peers locally + lack of institutional support,90%,Very Important,Almost every time,Occasionally,Every time,Every time,"dplyr, ggplot2, tidyr",,, 12/4/2017 18:33:52,30 -- 40,Male,North America,Doctorate's,Statistics,Statistics,"Government Research Scientist, Graduate Student",https://cran.r-project.org/package=kzfs,Yes,60%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Important,Important,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Important,Important,Important,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Very important,Important,Very important,Important,Important,Somewhat important,Somewhat important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Design the software function according to your research; improving performance; distribution to different platforms.,60%,Very Important,Almost every time,Every time,Occasionally,Every time,"kzft, ggplot2, devtools","Python, C/C++, JavaScript",,ml226662@gmail.com 12/4/2017 18:49:40,30 -- 40,Male,North America,Doctorate's,psychology,obesity,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/ionr/index.html,Yes,40%,One week ago,1 developer ( I work alone),Very important,Important,More time,More time,Same amount of time,Very important,Very important,Important,Important,Not at all important,Not at all important,Very important,Not important,Not important,Very important,Very important,Seldom,Occasionally,Almost every time,Seldom,Seldom,Seldom,I decide what I want to work on next,Somewhat important,Not important,Not important,Important,Not important,,Not important,Not important,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,Vague understanding,Vague understanding,"how to decide the level of standardization. I tend to start off with things just for fun, as a quick patch job, and when they develop into something more serious, it is hard to update and elaborate the code, without breaking functionality. essentially, trade-off between modularity and writing it quickli and getting it done.",60%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,psych lavaan ggplot2,,, 12/4/2017 19:06:36,over 60,Male,North America,Doctorate's,Statistics,Cancer and AIDS Research,Government Research Scientist, https://CRAN.R-project.org/package=sla ,Yes,10%,One week ago,1 developer ( I work alone),Important,Important,Much more time,More time,More time,Very important,Not important,Not at all important,Not important,Not at all important,Somewhat important,Very important,Somewhat important,Important,Very important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Somewhat important,Important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Novice understanding,Vague understanding,"Systems Compatibility, Code Efficiency, Thoroughness of Documentation ",10%,Very Important,Occasionally,Almost every time,Never,Occasionally,"nlme, tidyverse, MASS",Almost completely w/ R,"Some of the ""English"" syntax in the questions can be improved. ",greg.alvord@nih.gov 12/4/2017 19:36:29,30 -- 40,Male,Europe,Doctorate's,Computer Science,Social Network Analysis,"Adacemic Researcher (professor, post-doc, etc), Teacher",,Yes,10%,One week ago,2--5 developers,Important,Somewhat important,,,,Important,Somewhat important,Very important,Very important,Not important,Very important,Somewhat important,,,,Important,Almost every time,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Not important,Very important,Important,,,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,,10%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,multinet igraph ggplot2,C/C++,, 12/4/2017 19:43:13,30 -- 40,Male,Europe,Doctorate's,Computational Neuroscience,B2B eCommerce,Data Scientist,https://github.com/AlexIoannides/pipeliner,Yes,40%,One day ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Not important,Somewhat important,Somewhat important,Important,Important,Somewhat important,Not important,Not important,Very important,Very important,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Important,Very important,Very important,Important,Important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Having the time to put all the testing steps in place that I like to have.,70%,Very Important,Occasionally,Almost every time,Almost every time,Every time,"dplyr, tidyr and httr","Python, Scala",, 12/4/2017 21:52:41,30 -- 40,Male,North America,Doctorate's,Earth Science,Climate change in lakes and rivers,"Adacemic Researcher (professor, post-doc, etc)",http://www.github.com/GLEON/rLakeAnalyzer,Yes,40%,One day ago,2--5 developers,Very important,Important,Much more time,Much more time,More time,Very important,Somewhat important,Somewhat important,Not important,Not important,Important,Very important,Not important,Not important,Not important,Very important,Occasionally,Occasionally,Almost every time,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Not important,Somewhat important,Somewhat important,Important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Lack of credit. And coordination with the broader community. ,90%,Very Important,Seldom,Occasionally,Almost every time,Occasionally,"rLakeAnalyzer, lubridate, stats","Python, C/C++, Fortran",I'm curious what your broad results are!,lawinslow@gmail.com 12/4/2017 23:51:38,18 -- 30,Male,North America,Master's,Computer Science,Machine Learning,Graduate Student,https://www.github.com/ianjjohnson/arulesCBA,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Not important,Not at all important,Very important,Important,Not important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Every time,Every time,,Occasionally,Occasionally,I decide what I want to work on next,Not important,Not important,Important,Very important,Very important,Important,Not important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,"licensure, adoption, documentation",50%,Very Important,Seldom,Almost every time,Occasionally,Seldom,"arules, arulesCBA, arulesRegression","Python, C/C++, Swift",, 12/5/2017 1:31:26,30 -- 40,Male,North America,Bachelor's,Political science,Software,Data analyst,https://github.com/mmparker/tbdiag,Yes,50%,One day ago,2--5 developers,Very important,Very important,Much more time,Much more time,More time,Very important,Somewhat important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Very important,Very important,Almost every time,Occasionally,Every time,Occasionally,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Somewhat important,Very important,Very important,Very important,Important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"Too many interruptions while programming, need to re-educate users on statistical concepts, very little support from actual software developers",50%,Very Important,Almost every time,Every time,Almost every time,Every time,"dplyr, ggplot2, reshape2",Python,, 12/5/2017 3:46:40,18 -- 30,Male,North America,Bachelor's,Psychology,Data science,"Engineer, Industrial Research Scientist, Software Engineer/Programmer",https://github.com/datarobot/modelwordcloud,Yes,80%,One day ago,More than 50 developers,Very important,Very important,More time,More time,More time,Very important,Very important,Not important,Not important,Very important,Very important,,,,,Very important,Almost every time,Every time,Every time,Every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Not important,Important,Somewhat important,Very important,Important,Very important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,,90%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"dplyr + tidyverse, data.table",Python,,peter.hurford@datarobot.com 12/5/2017 5:23:54,30 -- 40,Male,Europe,Doctorate's,Medical sciences,Genetics,"Graduate Student, Laboratory Technician",https://github.com/molgenis/NIPTeR,Yes,10%,Six months ago,2--5 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Not important,Important,Not important,Not important,Not important,Very important,Almost every time,Occasionally,Never,Almost every time,Occasionally,Occasionally,I consult with my colleagues.,Important,Somewhat important,Important,Very important,Somewhat important,Somewhat important,Important,Somewhat important,Vague understanding,Vague understanding,Novice understanding,Expert-level understanding,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,"Time to spend, analysis speed and resources needed",10%,Very Important,Occasionally,Occasionally,Almost every time,Occasionally,,"Python, perl",,l.johansson@umcg.nl 12/5/2017 5:53:30,40 -- 50,Male,Europe,Doctorate's,Operations research,Applied mathematics ,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/relund/gMOIP,Yes,20%,One week ago,1 developer ( I work alone),Very important,Somewhat important,More time,More time,Same amount of time,Very important,Somewhat important,Important,Not important,Not important,Somewhat important,Important,Very important,Very important,Very important,Very important,Seldom,Almost every time,Occasionally,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Important,Important,Somewhat important,Important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Tradeoff between making it generic and speed,50%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,,"C/C++, JavaScript",, 12/5/2017 7:17:45,30 -- 40,Male,Europe,Doctorate's,Permutation tests,Clinical Trials,Industrial Research Scientist,,Yes,40%,One day ago,1 developer ( I work alone),Important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Important,Important,Not important,Important,Very important,Important,Important,Important,Important,Almost every time,Every time,Every time,Almost every time,Seldom,Almost every time,I consult with my colleagues.,Important,Very important,Somewhat important,Important,Important,Somewhat important,Not important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,,40%,Very Important,Seldom,Occasionally,Seldom,Almost every time,,,, 12/5/2017 7:44:11,40 -- 50,Male,Europe,Doctorate's,statistics,clinical trials,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/shug0131/rpsftm,Yes,0%,One month ago,1 developer ( I work alone),Not important,Not important,More time,Same amount of time,Same amount of time,Very important,Important,Not important,Somewhat important,Not important,Not important,Somewhat important,Very important,Very important,Very important,Very important,Seldom,Occasionally,Almost every time,Occasionally,Occasionally,Seldom,I fix the next high-priority bug assigned to me.,Important,Somewhat important,Important,Important,Important,Somewhat important,Somewhat important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Vague understanding,"good user interface, scope of checking for input errors.",30%,Very Important,Seldom,Occasionally,Occasionally,Seldom,ggplot2 lme survival,Shell Script,, 12/5/2017 8:22:44,30 -- 40,Male,Europe,Doctorate's,Statistics,Mixed Graphical Models,Graduate Student,https://cran.r-project.org/web/packages/mudfold/index.html,Yes,50%,One day ago,1 developer ( I work alone),Important,Important,More time,More time,Same amount of time,Very important,Very important,Not at all important,Not important,Not at all important,Not important,Very important,Not at all important,Not at all important,Somewhat important,Somewhat important,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,Almost every time,I consult with my colleagues.,Somewhat important,Important,Important,Very important,Very important,Very important,Important,Somewhat important,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"Badly documented algorithms, bugs, miscommunication between me and people who want me to develop a software for them",70%,Very Important,Almost every time,Almost every time,Every time,Almost every time,"ggplot2, haven, mudfold",Fortran,, 12/5/2017 10:03:34,30 -- 40,Male,Europe,Doctorate's,natural sciences,metabolomics in cancer,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/InterpretMSSpectrum/index.html,Yes,10%,One day ago,2--5 developers,Very important,Important,,,,Very important,Important,Not important,Not important,Somewhat important,Not important,Somewhat important,,,Important,Very important,Every time,Occasionally,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,,,Important,Important,Somewhat important,Somewhat important,,,No idea what it means,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Vague understanding,"Processing Speed (I develop in R) Broad applicability (I develop Special interest Software which is designed to work for me but not to be bradly applicable in related Scenarios from the start)",50%,Very Important,Occasionally,Occasionally,Almost every time,Occasionally,"xcms, CorrectOverloadedPeaks, InterpretMSSpectrum",C/C++,Good luck!, 12/5/2017 10:16:16,30 -- 40,Male,Europe,Master's,MSc in Business Intelligence Systems and Data Mining,Healthcare,"Manager/Supervisor, Software Engineer/Programmer",https://github.com/pmdci/Redmonder,Yes,30%,One month ago,5--10 developers,Important,Very important,Less time,Less time,Same amount of time,Important,Somewhat important,Very important,Important,Very important,Not at all important,Somewhat important,Somewhat important,Not important,Somewhat important,Not important,Every time,Seldom,Never,Almost every time,Never,Almost every time,"I am the scrum master and I decide with the product owner what should be next, but I have a strong influence in the grooming of our backlog.",Very important,Very important,Important,Very important,Important,Important,Somewhat important,Important,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Expert-level understanding,Novice understanding,Understand for the most part,Understand for the most part,"delays, poor/incomplete delivery, limitations of 3rd party software",20%,Important,Occasionally,Seldom,Almost every time,Almost every time,"Redmonder, MASS, ggplot2","C#, JavaScript","I am now working professionally as the CTO of www.medmodus.com. We develop analytical models and a BI-as-a-service platform for the healthcare industry. While we provide results of our own research as management consultancy (analysis-as-a-service) to some of our customers, the bulk of our work is to enable our customers to do their own research.",pedro@innecco.com 12/5/2017 10:26:54,18 -- 30,Male,Europe,Doctorate's,Global change,Geography,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/environmentalinformatics-marburg/gimms,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,More time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Somewhat important,Somewhat important,,Not at all important,Not at all important,Very important,Seldom,Occasionally,Every time,Every time,Every time,Every time,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Important,Novice understanding,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,"Lack of time, memory limitation, cross-platform compatibility",70%,Very Important,Almost every time,Seldom,Seldom,Every time,"raster, rgdal, mapview","Python, C/C++",, 12/5/2017 11:41:01,18 -- 30,Male,North America,Doctorate's,Economics,Macroeconomics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/cran/Rtauchen,Yes,40%,One year ago,1 developer ( I work alone),Very important,Not important,Much more time,More time,Same amount of time,Very important,Very important,Important,Important,Not important,Very important,Very important,,,,,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,,,,,,,,,,,,,,,,,,80%,Very Important,,,,,,"Python, C/C++",, 12/5/2017 11:52:44,18 -- 30,Male,North America,Doctorate's,Ecology & Evolutionary Biology,Phylogenomics & Phylogenetic Comparative Methods,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Teacher",https://github.com/sborstein/AnnotationBustR,Yes,10%,One week ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Not important,Not important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Very important,Every time,Every time,Every time,Every time,Almost every time,Every time,I consult with my colleagues.,Important,Very important,Very important,Very important,Very important,Very important,Very important,Somewhat important,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Novice understanding,"Dependency updates breaking code, creating thorough unit tests, CRAN review process",20%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"ape, geiger, AnnotationBustR",,,sam@borstein.com 12/5/2017 12:55:58,30 -- 40,Male,Europe,Doctorate's,Statistical physics,"Statistical physics, wind energy","Adacemic Researcher (professor, post-doc, etc)",https://gitlab.uni-oldenburg.de/TWiSt/Langevin,Yes,30%,One day ago,1 developer ( I work alone),Very important,Important,More time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not at all important,Somewhat important,Somewhat important,Somewhat important,,,,Somewhat important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Important,Very important,Important,Not important,Somewhat important,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Understand for the most part,,50%,Very Important,Occasionally,Almost every time,Almost every time,Every time,,C/C++,, 12/5/2017 13:23:57,50 -- 60,Male,North America,Master's,Computer Science,Software Engineering,Software Engineer/Programmer,,Yes,20%,One month ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,More time,Same amount of time,Very important,Important,Not important,Not at all important,Not at all important,Very important,Very important,Very important,Very important,Very important,Very important,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Learning requirements for building a package in R environment. Getting R and C code working on multiple platforms. Debugging complex C memory manegement within R framework.,20%,Very Important,Almost every time,Occasionally,Occasionally,Occasionally,LogicOpt,C/C++,, 12/5/2017 13:29:24,30 -- 40,Male,North America,Doctorate's,Auditory Neuroscience,Auditory Neuroscience,"Clinician, Graduate Student",https://github.com/mooretm/erp.easy,Yes,70%,One week ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not important,Somewhat important,Not at all important,Somewhat important,Not at all important,Very important,,,,,Almost every time,Every time,Every time,Every time,Occasionally,Every time,I decide what I want to work on next,Somewhat important,Important,Very important,Very important,Very important,Important,Important,Somewhat important,No idea what it means,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,Switching between different syntax for different programming languages. Telling people to read the manual I wrote. It can take a long time to develop working software by myself. ,80%,Very Important,Occasionally,Every time,Almost every time,Occasionally,"erp.easy, dplyr, devtools","C#, JavaScript, MATLAB, visual basic",,travis.m.moore@vanderbilt.edu 12/5/2017 13:49:37,18 -- 30,Male,Europe,Bachelor's,Mathematics,Healthcare Informatics,Software Engineer/Programmer,https://github.com/cran/Rga4gh,Yes,30%,One day ago,2--5 developers,Somewhat important,Very important,Much more time,More time,More time,Very important,Important,Not important,Very important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Occasionally,Almost every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Very important,Important,Important,Important,Very important,Important,Very important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,,10%,Somewhat important,Occasionally,Almost every time,Occasionally,Almost every time,"tidyverse, shiny, ggvis","Python, JavaScript, Shell Script, Scala",,harry_peaker@hotmail.com 12/5/2017 14:23:40,50 -- 60,Male,North America,Doctorate's,English,Text Mining and Natural Language Processing,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/mjockers/syuzhet,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,More time,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Occasionally,Almost every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Not important,Somewhat important,Somewhat important,Important,Not important,Not important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Vague understanding,"Testing, testing, testing. I.e. finding outlier cases, debugging outlier cases.",20%,Very Important,Almost every time,Almost every time,Occasionally,Every time,"dplyr, tidyr, readr","Python, Shell Script",, 12/5/2017 15:16:10,40 -- 50,Male,North America,Doctorate's,Marine biology,Earth science,"Adacemic Researcher (professor, post-doc, etc), Laboratory Technician, Software Engineer/Programmer",https://github.com/spluque/diveMove,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,Same amount of time,Same amount of time,Very important,Somewhat important,Not important,Not important,Very important,Not important,Important,Not at all important,Important,Important,Important,Almost every time,Every time,Almost every time,Occasionally,Seldom,Almost every time,I consult with my colleagues.,Important,Very important,Somewhat important,Important,Important,Somewhat important,Important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Making users understand they need to think carefully and deeply about how they use my software,80%,Very Important,Almost every time,Almost every time,Almost every time,Occasionally,"stats, lme4, diveMove","Python, Shell Script, sql",,spluque@gmail.com 12/5/2017 16:24:19,40 -- 50,Male,North America,Doctorate's,Statistics,Statistical learning,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,2--5 developers,Important,Important,More time,Same amount of time,Same amount of time,Important,Important,Somewhat important,Somewhat important,Important,Important,Important,Important,Important,Somewhat important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,Feedback from users,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Finding time to do it,30%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"BayesTree, lhs, tidyverse",C/C++,, 12/5/2017 16:34:50,40 -- 50,Male,Europe,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/giabaio/survHE,Yes,20%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Important,Important,Important,Very important,Not important,Somewhat important,Important,Very important,Very important,Very important,Very important,Almost every time,Every time,Every time,Every time,Every time,Every time,I consult with my colleagues.,Important,Very important,Very important,Very important,Very important,Important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,40%,Very Important,Every time,Every time,Every time,Almost every time,"r2jags, r-inla, rstan",,, 12/5/2017 16:49:41,50 -- 60,Female,Europe,Doctorate's,Three-way data analysis,Exploratory Data Analysis for categorical data,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/available_packages_by_name.html,Yes,40%,One week ago,2--5 developers,Very important,Somewhat important,Much more time,Same amount of time,Same amount of time,Important,Very important,Somewhat important,Important,Not at all important,Not at all important,Somewhat important,Important,Important,Important,Very important,Occasionally,Every time,Almost every time,Occasionally,Almost every time,Almost every time,I fix the next high-priority bug assigned to me.,Very important,Somewhat important,Very important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,,50%,Very Important,Occasionally,Occasionally,Occasionally,Every time,FactoMiner CAvariants MCAvariants Chi2x3way,,,rosaria.lombardo@unicampania.it 12/5/2017 18:23:54,50 -- 60,Male,Europe,Master's,Food engineering,Industrial statistics,Industrial Research Scientist,https://cran.r-project.org/web/packages/FatTailsR/index.html ,Yes,30%,One day ago,1 developer ( I work alone),Somewhat important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Important,Important,Not important,Not important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Very important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,time for publishing clean paper,40%,Important,Occasionally,Occasionally,Seldom,Occasionally,"abind, imputeTS, timeSeries",Latex,, 12/5/2017 19:32:03,30 -- 40,Male,Europe,Master's,I have two Master degrees: Secondary Mathematics teaching; Statistics,Data Science,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, Teacher",,Yes,80%,One week ago,2--5 developers,Very important,Very important,Much less time,Less time,Same amount of time,Very important,Important,Important,Important,Somewhat important,Somewhat important,Important,Important,Important,Important,Very important,Every time,Every time,Never,Almost every time,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Important,Very important,Very important,Very important,Very important,Somewhat important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,When I do not know where the problem is; When the code breaks; ...,30%,Very Important,Seldom,Almost every time,Never,Almost every time,"ggplot2, devtools and gdata.","Python, Scala",,jorgealexandrevieira@gmail.com 12/5/2017 19:37:13,30 -- 40,Male,Europe,Doctorate's,Machine Learning,Biostatistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/FrankD/fuser,Yes,30%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Important,Important,Not at all important,Not at all important,Important,Important,Occasionally,Occasionally,Every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Somewhat important,Important,Important,Important,Not important,Novice understanding,Understand for the most part,Expert-level understanding,Novice understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Vague understanding,"Computational bottlenecks, scaling up to large datasets, dealing with messy data.",40%,Very Important,Occasionally,Every time,Almost every time,Almost every time,"rstan, tidyverse, glmnet","Python, C/C++, Shell Script",, 12/5/2017 20:24:01,18 -- 30,Female,Europe,Master's,Statistics,Machine Learning,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",https://github.com/anyosa/powdist,Yes,50%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,Much more time,More time,Very important,Important,Somewhat important,Not important,Not important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Never,Almost every time,Occasionally,Seldom,Occasionally,Occasionally,My supervisor tells me what to do.,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Important,Not important,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Working alone. ,20%,Somewhat important,Seldom,Seldom,Never,Seldom,"ggplot2, stats, dplyr","Python, Scala",, 12/5/2017 21:16:24,over 60,Male,Europe,Doctorate's,Mathematics & Statistics,Applied Statstics and Computer Science Education,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Important,Somewhat important,Not at all important,Very important,Very important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Important,Somewhat important,Important,Very important,Important,Somewhat important,Understand for the most part,Expert-level understanding,Expert-level understanding,Novice understanding,Understand for the most part,Expert-level understanding,Novice understanding,Understand for the most part,"owd mistakes, undestanding users' needs, fighting with MS languages ",30%,Very Important,Occasionally,Every time,Almost every time,Every time,dplyr ggplot2 tidyr,Shell Script,,erich.neuwirth@univie.ac.at 12/5/2017 22:40:27,30 -- 40,Male,Europe,Doctorate's,Environmental chemistry.,Persistent pollution of air.,PhD. student in time of the R package development.,https://cran.r-project.org/web/packages/genasis/index.html,Yes,10%,One day ago,6--10 developers,Very important,Somewhat important,More time,More time,Same amount of time,Very important,Somewhat important,Not important,Not at all important,Somewhat important,Somewhat important,Very important,,,,,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I consult with my colleagues.,Important,Somewhat important,Somewhat important,Important,Important,Not important,Not important,Not important,Vague understanding,Vague understanding,Novice understanding,Vague understanding,Novice understanding,Vague understanding,Vague understanding,Vague understanding,inability mind of potential users to use R environment,70%,Very Important,Occasionally,Almost every time,Seldom,Almost every time,"xlsx, mblm, RPostgreSQL","Shell Script, Maple",,kalina@mail.muni.cz 12/6/2017 0:00:55,30 -- 40,Male,Oceania,Doctorate's,Computer Science,"Programming Language, Bayesian Network","Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",,Yes,80%,One day ago,2--5 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Somewhat important,Very important,Important,Not important,Somewhat important,Somewhat important,,,,Important,Almost every time,Seldom,Every time,Seldom,Occasionally,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Very important,Somewhat important,Very important,Somewhat important,Important,Not important,Somewhat important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"""works on my computer"" syndrome, portability to other OS (from Linux to Windows) or packaging (looking at you, CRAN), user support",30%,Somewhat important,Occasionally,Seldom,Occasionally,Seldom,"None, I just did a package for some colleagues ","C/C++, Java, Rust, Haskell, Scala",, 12/6/2017 0:46:41,30 -- 40,Male,North America,Master's,Financial Engineering,Asset Management,Portfolio Manager,https://cran.r-project.org/web/packages/multiAssetOptions/index.html,Yes,40%,One day ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Important,Important,Somewhat important,Not at all important,Important,Very important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Occasionally,Almost every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Very important,Novice understanding,Vague understanding,Novice understanding,Understand for the most part,Vague understanding,Novice understanding,Vague understanding,Novice understanding,N/A,80%,Very Important,Seldom,Every time,Seldom,Occasionally,"Matrix, zoo, Stats",Python,Good luck!,mike.eichenberger@gmail.com 12/6/2017 5:02:03,30 -- 40,Male,Europe,Doctorate's,Applied Statistics,"Multivariate statistics, multi-block regression and classification, background correction of hyper-spectral data.","Adacemic Researcher (professor, post-doc, etc)",https://github.com/khliland,Yes,20%,One day ago,1 developer ( I work alone),Important,Important,Much more time,More time,More time,Very important,Important,Important,Not at all important,Not important,Important,Important,Not at all important,Not at all important,Important,Important,Occasionally,Almost every time,Occasionally,Every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Not important,Somewhat important,Important,Somewhat important,Very important,Somewhat important,Not important,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,"Software bugs, unstable developer platforms, lack of time",90%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,"pls, mixlm, MatrixCorrelation","Python, C/C++, MATLAB",,kristian.liland@nmbu.no 12/6/2017 7:49:10,30 -- 40,Male,Europe,Doctorate's,Vision science,Statistics and neuroscience,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/dahtah/imager,Yes,30%,One day ago,1 developer ( I work alone),Very important,Somewhat important,More time,More time,Same amount of time,Very important,Not important,Important,Not at all important,Very important,Important,Important,Not at all important,Not at all important,Somewhat important,Somewhat important,Seldom,Seldom,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Not important,Not important,Important,Important,Important,Important,Somewhat important,Not at all important,Novice understanding,Vague understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"C++ being a horrible language, C++ being necessary for scientific computing, cross-platform issues ",70%,Very Important,Seldom,Almost every time,Seldom,Occasionally,"Rcpp, Matrix, ggplot",C/C++,, 12/6/2017 8:15:30,30 -- 40,Female,Africa,Doctorate's,Computer Science,Computer Science,"Adacemic Researcher (professor, post-doc, etc)",,Yes,60%,Six months ago,1 developer ( I work alone),Very important,Somewhat important,,,,Very important,Important,Somewhat important,Somewhat important,Not important,Somewhat important,Very important,,,Important,Very important,Almost every time,Almost every time,Occasionally,Every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Very important,Very important,Very important,Important,Somewhat important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,,60%,Very Important,Almost every time,Almost every time,Never,Occasionally," The R Graphics Package, NbCust, cluster",C/C++,, 12/6/2017 9:15:14,18 -- 30,Male,Asia,Bachelor's,Computer Science,Finance Technology,"Software Engineer/Programmer, System Administrator",https://github.com/nipfpmf/eventstudies,Yes,50%,One day ago,2--5 developers,Important,Important,More time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,I consult the software specification and choose the next piece to implement.,Very important,Important,Important,Very important,Important,Important,Very important,Very important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Change of requirements, unforeseen bugs, testing and verification",40%,Very Important,Occasionally,Almost every time,Almost every time,Every time,"data.table, devtools, xts","Python, C/C++, Shell Script",,anand.chirag@gmail.com 12/6/2017 10:18:35,30 -- 40,Male,Europe,Doctorate's,Geobotany,Vegetation diversity and ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/kamapu/vegtable,Yes,10%,One month ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Somewhat important,Somewhat important,Very important,Every time,Occasionally,Occasionally,Seldom,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Very important,Very important,Important,Very important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Low background on programming, time, missing acknowledgement",80%,Very Important,Occasionally,Almost every time,Seldom,Almost every time,"Vegan, xlsx, rgdal",None,I missed questions regarding licencing and voluntary support,kamapu78@gmail.com 12/6/2017 11:01:37,over 60,Male,Europe,Doctorate's,Ecology / Ethology,mathematical ecology,"Adacemic Researcher (professor, post-doc, etc), Teacher",,Yes,10%,Three months ago,1 developer ( I work alone),Very important,Important,Much more time,Much more time,More time,Very important,Important,Important,Important,Not at all important,Not at all important,Not at all important,Very important,Important,Somewhat important,Somewhat important,Almost every time,Every time,Every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Very important,Very important,Important,Very important,Important,Somewhat important,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"lack of training in modern concepts : good practices of software development, GIT, ",10%,Very Important,Occasionally,Every time,Occasionally,Occasionally,"Survival, multcomp, rgl","C/C++, Fortran",I am currently retired but continues to do reseach with my team. ,jean-sebastien.pierre@univ-rennes1.fr 12/6/2017 11:44:47,30 -- 40,Male,North America,Doctorate's,Statistics,Statistical ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/sjbonner/RWildbook,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Important,Not important,Not important,Important,Very important,Not at all important,Not at all important,Important,Very important,Almost every time,Occasionally,Every time,Almost every time,Almost every time,Occasionally,I decide what I want to work on next,Important,Important,Somewhat important,Very important,Very important,Important,Important,Important,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Novice understanding,No idea what it means,,40%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"ggplot, coda, rjags",,, 12/6/2017 12:48:37,18 -- 30,Male,South America,Doctorate's,Air quality,Geography,"Adacemic Researcher (professor, post-doc, etc)",,No,10%,One week ago,1 developer ( I work alone),Important,Important,More time,More time,Same amount of time,Very important,Not important,Important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Seldom,I fix the next high-priority bug assigned to me.,Somewhat important,Not important,Somewhat important,Somewhat important,Very important,Very important,Not important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Correct small details such as the manual over and over again is the worst,60%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"OpenAir, Climdex, Precintcon",None,, 12/6/2017 13:09:21,30 -- 40,Male,Europe,Master's,geoinformatics,geoinformatics,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Software Engineer/Programmer",https://github.com/o2r-project/containerit/,Yes,40%,One day ago,2--5 developers,Very important,Important,More time,More time,Same amount of time,Important,Important,Very important,Somewhat important,Not important,Very important,Very important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Occasionally,Every time,Every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Somewhat important,Very important,Important,Important,Somewhat important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,"lack of acknowledgement by scientific community, keeping up to date with other developments (not reinventing the wheel)",20%,Important,Occasionally,Every time,Seldom,Occasionally,"devtools,stringr,sf","Python, JavaScript, Shell Script",,daniel.nuest@uni-muenster.de 12/6/2017 14:05:12,18 -- 30,Male,North America,Doctorate's,Statistics,,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Teacher",https://dtangle.github.io,Yes,60%,One day ago,1 developer ( I work alone),Very important,Not at all important,Much more time,More time,Same amount of time,Important,Important,Somewhat important,Not important,Somewhat important,Very important,Very important,,,,Very important,Occasionally,Occasionally,Every time,Seldom,Occasionally,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Not important,Very important,Important,Very important,Very important,Somewhat important,Not at all important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,,60%,Very Important,Occasionally,Every time,Almost every time,Occasionally,ggplot and tidyverse,Python,, 12/6/2017 15:22:28,50 -- 60,Male,Asia,Doctorate's,Statistics,Probability distibutions,"Adacemic Researcher (professor, post-doc, etc)",,No,10%,One month ago,2--5 developers,Very important,Important,,Much more time,,Very important,Important,Somewhat important,Somewhat important,Not at all important,Not important,Not important,Somewhat important,Somewhat important,Important,Very important,Almost every time,Occasionally,Almost every time,Almost every time,Every time,Every time,I decide what I want to work on next,Important,Somewhat important,Very important,Important,Important,Important,Important,Important,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,,20%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,,C/C++,, 12/6/2017 16:16:32,40 -- 50,Male,North America,Doctorate's,Physics,,"Industrial Research Scientist, Manager/Supervisor, Software Engineer/Programmer",http://jabiru.github.io/csvread/,Yes,20%,One day ago,11--20 developers,Important,Somewhat important,More time,More time,Same amount of time,Very important,Very important,Important,Somewhat important,,Somewhat important,Very important,Very important,Very important,Very important,Very important,Every time,Every time,Every time,Almost every time,Occasionally,Almost every time,I consult with my colleagues.,Important,Very important,Very important,Important,Important,Important,Important,Important,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Poor integration of notebooks (eg. iPython) with source code control (git),20%,Very Important,Occasionally,Almost every time,Almost every time,Every time,"sqldf, ggplot, data.table","Python, C/C++, Java, Shell Script, Perl",,sizrailev@jabiruventures.com 12/6/2017 16:50:24,50 -- 60,Male,North America,Doctorate's,math,math,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/jverzani/gWidgets2,Yes,10%,One day ago,1 developer ( I work alone),Important,Important,More time,More time,More time,Very important,Important,Somewhat important,Not at all important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,,20%,Important,Occasionally,Almost every time,Occasionally,Occasionally,,julia,, 12/6/2017 18:27:25,30 -- 40,Male,North America,Doctorate's,Environmental Studies: Glaciology,Controls on the rate of retreat of marine-terminating glaciers,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Software Engineer/Programmer",https://github.com/ezwelty/linbin,Yes,70%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Not important,Not important,Important,Very important,Not at all important,Not at all important,Very important,Very important,Almost every time,Occasionally,Every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Somewhat important,Important,Very important,Important,Not important,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,"Poorly documented software and data packages and APIs (in particular, incomplete function argument or data field definitions). Journal articles published without links to the data or code used. Library dependencies and incompatibilities.",70%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"raster, dplyr, ggplot2","Python, Shell Script",,ethan.welty@gmail.com 12/6/2017 18:29:19,30 -- 40,Male,Europe,Doctorate's,Neuroinformatics,"Medical imaging, neuroscience","Adacemic Researcher (professor, post-doc, etc)",https://github.com/jonclayden,Yes,30%,One day ago,2--5 developers,Important,Important,More time,More time,Same amount of time,Important,Somewhat important,Very important,Not important,Somewhat important,Very important,Important,Not important,Important,Important,Important,Occasionally,Almost every time,Every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"compatibility with other software, handling edge cases, writing effective documentation",50%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"TractoR (tractor.base et al.), Rcpp, ggplot2","C/C++, Shell Script",I would be interested to see the results!,code@clayden.org 12/6/2017 19:02:32,18 -- 30,Male,Europe,Doctorate's,psychology,organizational and industrial psychology,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",,Yes,10%,Three months ago,1 developer ( I work alone),Not important,Not important,More time,More time,Same amount of time,Very important,Not important,Somewhat important,Not important,Very important,Somewhat important,Not important,Not important,Not important,Not important,Not important,Occasionally,Every time,Occasionally,Occasionally,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Very important,Important,Important,Important,Important,Somewhat important,Somewhat important,Vague understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,too less collaborators,10%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"ggplot2, data.table, foreign","Python, Rust",, 12/6/2017 20:21:29,50 -- 60,Male,Oceania,Doctorate's,statistics,statistics,Industrial Research Scientist,,Yes,10%,One month ago,1 developer ( I work alone),Somewhat important,Important,Less time,More time,Less time,Very important,Somewhat important,Important,Important,Not important,Not important,Somewhat important,Important,Important,Important,Important,Almost every time,Almost every time,Occasionally,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,"Time, time, time",10%,Somewhat important,Seldom,Occasionally,Almost every time,Occasionally,"dplyr, predictmean, lme4","Python, C/C++",, 12/6/2017 20:34:45,30 -- 40,Male,North America,Doctorate's,Statistics,Oil and Gas,"Engineer, Industrial Research Scientist, Manager/Supervisor, Software Engineer/Programmer",https://github.com/ramhiser/sparsediscrim,Yes,70%,One day ago,11--20 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Very important,Not at all important,Very important,Very important,Very important,Not at all important,Not at all important,Not at all important,Very important,Every time,Every time,Every time,Almost every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Not important,Very important,Somewhat important,Very important,Important,Very important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,,30%,Very Important,Almost every time,Every time,Almost every time,Every time,"dplyr, ggplot2, tidyr",Python,, 12/6/2017 22:59:32,30 -- 40,Male,North America,Doctorate's,Hydrologic Science,Geomorphology,"Engineer, Government Research Scientist, Graduate Student",http://www.github.com/mkoohafkan/rivr,Yes,30%,One day ago,1 developer ( I work alone),Important,Very important,Less time,Less time,Same amount of time,Very important,Not important,Important,Not important,Somewhat important,Important,Very important,,,,Important,Occasionally,Almost every time,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Somewhat important,Important,Very important,Very important,Important,Somewhat important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Vague understanding,Lack of documentation; lack of maintenance or continuity of support; compilation or platform-specific requirements,90%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,dplyr; ggplot2; devtools,"Python, Fortran",,koohafkan@ucdavis.edu 12/7/2017 0:31:07,50 -- 60,Male,Oceania,Doctorate's,mathematics,numerical optimisation,"Adacemic Researcher (professor, post-doc, etc)",,Yes,50%,One day ago,2--5 developers,Very important,Important,More time,Same amount of time,Same amount of time,Very important,Important,Not important,Not at all important,Not at all important,Important,Very important,Very important,Very important,Very important,Very important,Seldom,Almost every time,Almost every time,Occasionally,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Very important,Very important,Important,Somewhat important,Not at all important,Not at all important,Not at all important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,Vague understanding,"packaging, keeping up to date with modern tools",70%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,,"Python, C/C++, Fortran",R can be made more user friendly, 12/7/2017 7:14:02,30 -- 40,Male,Europe,Doctorate's,Animal Behaviour,Animal Behaviour,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,Same amount of time,Same amount of time,Very important,Very important,Important,Not important,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Occasionally,Almost every time,Every time,Seldom,Occasionally,Occasionally,I decide what I want to work on next,Very important,Somewhat important,Important,Very important,Somewhat important,Very important,Important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Novice understanding,,10%,Very Important,Almost every time,Every time,Every time,Occasionally,lme4,"Java, Matlab",, 12/7/2017 7:46:14,30 -- 40,Male,Asia,Doctorate's,engineering,statistics,Graduate Student,https://github.com/okayaa/MTSYS,Yes,20%,Three months ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,Less time,Less time,Very important,Somewhat important,Not important,Important,Not important,Important,Very important,Not at all important,Not at all important,Somewhat important,Somewhat important,Every time,Almost every time,Every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Very important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"documentation, naming variables, ",30%,Very Important,Occasionally,Every time,Almost every time,Every time,"ggplot2, magrittr, base",C/C++,I'm looking forward to the results of this interesting research.,akifumi.okayama@akane.waseda.jp 12/7/2017 10:43:02,over 60,Male,Europe,Doctorate's,Computerised diagnostic system,Problems of major public health importance,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One week ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,More time,More time,Very important,Not important,Not important,Not important,Not at all important,Important,Important,Not important,Important,Important,Important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Important,Very important,Very important,Important,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,Vague understanding,Novice understanding,Vague understanding,Vague understanding,Documentation,10%,Somewhat important,Occasionally,Seldom,Seldom,Occasionally,"metafor, lattice, pscl",,, 12/7/2017 10:48:51,30 -- 40,Male,Asia,Doctorate's,Biology,Pharmacy,Industrial Research Scientist,https://github.com/Yang-Tang/shinyjqui,Yes,10%,One week ago,1 developer ( I work alone),Not important,Somewhat important,Less time,Less time,Same amount of time,Important,Somewhat important,Important,Somewhat important,Not important,Not important,Not important,Not important,Not important,Not important,Somewhat important,Almost every time,Occasionally,Almost every time,Seldom,Seldom,Almost every time,I decide what I want to work on next,Important,Important,Important,Somewhat important,Very important,Very important,Important,Somewhat important,No idea what it means,Vague understanding,Vague understanding,No idea what it means,Novice understanding,No idea what it means,Novice understanding,No idea what it means,,30%,Important,Occasionally,Occasionally,Seldom,Almost every time,"dplyr, ggplot2, shiny","Python, JavaScript",,tang_yang@outlook.com 12/7/2017 11:40:08,30 -- 40,Male,South America,Master's,statistics,Applied statistics in health science,"Adacemic Researcher (professor, post-doc, etc)",,No,0%,One day ago,1 developer ( I work alone),Very important,Not at all important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Not important,Not important,Somewhat important,Important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Occasionally,Almost every time,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Very important,Very important,Very important,Very important,,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,atipic cases for my case study,70%,Very Important,Seldom,Occasionally,Never,Almost every time,,Python,, 12/7/2017 14:19:36,30 -- 40,Male,South America,Doctorate's,Statistics,Item Response Theory,Graduate Student,,Yes,30%,One day ago,1 developer ( I work alone),Very important,Not at all important,Much more time,Much more time,More time,Important,Somewhat important,Very important,Somewhat important,Not important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,,60%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"mirt tidyverse BMT",C/C++,, 12/7/2017 14:50:42,18 -- 30,Male,North America,Doctorate's,Psychology,Social Psychology,Graduate Student,https://github.com/miserman/splot,Yes,50%,One day ago,1 developer ( I work alone),Very important,Not important,Less time,Less time,Same amount of time,Very important,Not at all important,Somewhat important,Not at all important,Somewhat important,Important,Very important,,,,,Every time,Every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Not important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,No idea what it means,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"Generally making things easier for others to use (from getting their systems set up to run the software, to communicating how they can use the software and getting them comfortable with it).",80%,Very Important,Occasionally,Every time,Seldom,Every time,"stats, lme4, lavaan","Python, JavaScript",, 12/7/2017 15:43:39,30 -- 40,Male,North America,Doctorate's,Life Sciences ,Ecology ,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/mattocci27/mglmn,Yes,10%,One day ago,1 developer ( I work alone),Somewhat important,Very important,Much more time,More time,Same amount of time,Very important,Not important,Not important,Not important,Not important,Not important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Very important,Very important,Somewhat important,Important,Important,Important,Somewhat important,Important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,50%,Very Important,Seldom,Every time,Every time,Every time,"dplyr, ggplot2, rmarkdown",,,mattocci27@gmail.com 12/7/2017 17:36:52,30 -- 40,Male,Europe,Doctorate's,Mathematics,software development,Software Engineer/Programmer,https://github.com/dmuellner/fastcluster/,Yes,100%,One day ago,More than 50 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Not important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Almost every time,Every time,Almost every time,Almost every time,Occasionally,I decide what I want to work on next,Somewhat important,Important,Important,Important,Important,Very important,Somewhat important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,time constraints,0%,Important,Seldom,Almost every time,Occasionally,Almost every time,,"Python, C/C++","I am in the software industry now, so answers about my work in the past five years refer to my industrial, not scientific software development. I am only maintaining my scientific packages, not creating new ones nowadays.",daniel@danifold.net 12/7/2017 20:25:12,18 -- 30,Male,North America,Bachelor's,Computer Science,Machine Learning,Government Research Scientist,https://cran.r-project.org/web/packages/GraphKit/index.html,Yes,70%,One day ago,2--5 developers,Very important,Important,Less time,Less time,Same amount of time,Very important,Somewhat important,Very important,Somewhat important,Important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Occasionally,Every time,Seldom,Seldom,Every time,I decide what I want to work on next,Important,Very important,Very important,Important,Important,Very important,Important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,"Documentation with workable examples, softwares no longer working as intended, installation across multiple platforms",30%,Somewhat important,Never,Occasionally,Almost every time,Every time,"Plyr, glmnet,svm","Python, C/C++",, 12/7/2017 23:09:18,30 -- 40,Male,Europe,Doctorate's,Educational Science,Competence Modeling,"Adacemic Researcher (professor, post-doc, etc), Graduate Student",,Yes,20%,One day ago,1 developer ( I work alone),Not important,Somewhat important,Less time,Less time,Less time,Very important,Somewhat important,Not at all important,Not at all important,Very important,Important,Very important,Not at all important,Not at all important,Somewhat important,Important,Almost every time,Almost every time,Every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,,70%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,"TAM, lavaan, sirt, psych",C/C++,,info@behrendt-stefan.de 12/8/2017 2:18:37,50 -- 60,Male,Oceania,Master's,Electrical Engineering,Fisheries Modelling,"Engineer, Software Engineer/Programmer",,Yes,90%,One day ago,1 developer ( I work alone),Very important,Very important,Less time,Less time,Less time,Very important,Important,Somewhat important,Not at all important,Not important,Important,Important,Very important,Very important,Very important,Very important,Every time,Occasionally,Every time,Almost every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Very important,Very important,Very important,Important,Very important,Very important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,,90%,Very Important,Occasionally,Occasionally,Occasionally,Seldom,,"C/C++, JavaScript, Shell Script, Perl",, 12/8/2017 4:57:50,over 60,Male,Europe,Doctorate's,Econometrics,life course analysis,"Adacemic Researcher (professor, post-doc, etc)",https://r-forge.r-project.org/R/?group_id=743,Yes,20%,One week ago,2--5 developers,Important,Very important,More time,Same amount of time,Same amount of time,Important,Somewhat important,Important,Not at all important,Not at all important,Very important,Important,Important,Important,Important,Important,Almost every time,Every time,Occasionally,Almost every time,Almost every time,Every time,I decide what I want to work on next,Important,Very important,Important,Very important,Very important,Very important,Important,Somewhat important,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,,50%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,TraMineR WeightedClusters SeqHMM,"C/C++, JavaScript",,gilbert.ritschard@unige.ch 12/8/2017 7:14:02,30 -- 40,Male,Europe,Master's,Economics,Project management in the medical laboratory sector,"Manager/Supervisor, Software Engineer/Programmer",https://cran.r-project.org/web/packages/quantification/index.html,Yes,10%,Six months ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Important,Very important,Important,Not at all important,Not at all important,Not at all important,Somewhat important,Somewhat important,Almost every time,Almost every time,Every time,Almost every time,Seldom,Seldom,I decide what I want to work on next,Very important,Important,Very important,Not important,Very important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,No idea what it means,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Scarcity of time for implementation and testing,10%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"car, sandwich, lmtest",VBA,"When interpreting my answers please note that I do not use scientific software in my job since I am not working in academia or research. I'm doing my PhD part-time, have written an introductory book on R and developed the R package 'quantification' (which was, by the way, not related to my PhD).",joachim.zuckarelli@gmx.net 12/8/2017 9:32:24,40 -- 50,Male,Europe,Doctorate's,Methos for the analysis of life trajectories,Biomedical research,"Adacemic Researcher (professor, post-doc, etc), Engineer",https://r-forge.r-project.org/R/?group_id=1315,Yes,60%,Three months ago,,,Important,More time,More time,More time,Very important,Somewhat important,Not important,Not important,Somewhat important,Somewhat important,Not important,Somewhat important,Important,Very important,Important,Occasionally,Occasionally,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Very important,Somewhat important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Time consuming,90%,Very Important,Occasionally,Almost every time,Seldom,Almost every time,"dplyr, ggplot2, lme4, knitr",,, 12/8/2017 11:12:46,30 -- 40,Male,North America,Doctorate's,Statistics,Official statistics,Government Research Scientist,,Yes,60%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,Much more time,Same amount of time,Very important,Very important,Very important,Not at all important,Not at all important,Very important,Somewhat important,Not at all important,Very important,Very important,Somewhat important,Every time,Occasionally,Every time,Every time,Occasionally,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Vague understanding,,70%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,,"C/C++, Shell Script",, 12/8/2017 12:39:49,30 -- 40,Female,Europe,Doctorate's,Ecology,fisheries stock assessment,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/glmmTMB/glmmTMB,Yes,50%,One day ago,6--10 developers,Very important,Very important,Much more time,Much more time,Same amount of time,Somewhat important,Very important,Very important,Somewhat important,Very important,Very important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Almost every time,I work on the feature that I or my friends need in our research the soonest.,Important,Important,Important,Very important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Vague understanding,Novice understanding,Novice understanding,,100%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"TMB, ggplot2, devtools",C/C++,,mollieebrooks@gmail.com 12/8/2017 14:01:36,30 -- 40,Male,North America,Doctorate's,Statistics,Nonparametric statistics,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/cran/fourierin,Yes,20%,One week ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Important,Important,Not important,Important,Important,Important,Important,Important,Important,Almost every time,Occasionally,Occasionally,Occasionally,Seldom,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Very important,Important,Somewhat important,Somewhat important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Changes in software that my programs depend on.,80%,Very Important,Seldom,Almost every time,Occasionally,Occasionally,"ggplot2, dplyr, stats","Python, C/C++, Matlab",, 12/8/2017 14:08:17,30 -- 40,Female,Europe,Doctorate's,Statistics,changepoints and nonstationary time series,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/rkillick,Yes,20%,One day ago,6--10 developers,Very important,Not important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not important,Very important,,,Somewhat important,Somewhat important,Seldom,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Not important,Very important,Very important,Very important,Important,Important,Not important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,"finding time to write software, not getting any academic credit for software development, constant pressure to do alternative things.",30%,Very Important,Seldom,Seldom,Almost every time,Almost every time,"changepoint, forecast, wavethresh","Python, C/C++",,r.killick@lancs.ac.uk 12/8/2017 15:12:13,30 -- 40,Male,North America,Doctorate's,Civil and environmental engineering,Earthquake engineering,"Adacemic Researcher (professor, post-doc, etc), Engineer, Teacher",,Yes,0%,More than one year ago,1 developer ( I work alone),Somewhat important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Not at all important,Somewhat important,Very important,Important,Important,Important,Important,Occasionally,Almost every time,Every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Finding the time to commit to software development / maintenance (it often is not the top priority on my to-do list, and therefore large amounts of time can go by without progress",10%,Very Important,Seldom,Every time,Occasionally,Every time,,"Python, Fortran",, 12/8/2017 17:56:47,40 -- 50,Male,Europe,Doctorate's,Mathematics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc), Engineer, Industrial Research Scientist, Manager/Supervisor, Software Engineer/Programmer",https://github.com/MarselScheer/simTool,Yes,80%,One month ago,2--5 developers,Somewhat important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,,Somewhat important,Not important,Important,Not important,Important,Important,Important,Important,Every time,Occasionally,Occasionally,Almost every time,Seldom,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Important,Very important,Important,Very important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Decision to write a specific functionality myself or spending time searching a solution that is already available and try to understand it. Keeping overview about all the new technology that is coming. Keeping documentation up to date. ,30%,Important,Seldom,Almost every time,Seldom,Almost every time,"dplyr, tidyr, survival",Java,,scheer@freescience.de 12/9/2017 11:04:17,30 -- 40,Male,Europe,Doctorate's,"Chemistry, drug development, machine learning","Idenpendet data scientist, projects in: Pharmacokinetics modelling how drugs are absorbed, distributed and metabolised, predicting free parking lots in the city and tracking sensor data from bio-reactors","Engineer, Software Engineer/Programmer, Consultant",https://github.com/sorhawell/forestFloor,Yes,80%,One day ago,2--5 developers,Important,Very important,More time,More time,Same amount of time,Very important,Somewhat important,Important,Not important,Important,Not important,Important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,"I bid for something interesting, and I perhaps win a contract",Not important,Somewhat important,Very important,Somewhat important,Important,Important,Not important,Important,No idea what it means,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,50%,Somewhat important,Occasionally,Occasionally,Occasionally,Occasionally,"forestFloor, randomForest",C/C++,"I think you definitions of own research as publishing articles are narrow minded. There are other ways og making an impact, especially within statistical computing. What is the actual difference between own research and others research? It is all just many ways of collaborating. The scientific journal system / peer review / citation metrics is yesterday, open-source and community driven research is the future.",sorhawell@gmail.com 12/9/2017 13:55:42,40 -- 50,Male,North America,Doctorate's,Economics,Econometrics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/Rearrangement/index.html,Yes,20%,One week ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Important,Very important,Important,Not important,Very important,Very important,,Very important,Very important,Very important,Almost every time,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,50%,Very Important,Seldom,Occasionally,Almost every time,Seldom,"quantreg, lattice, speedglm",Stata,, 12/9/2017 14:21:42,30 -- 40,Male,Europe,Doctorate's,Linguistics,"Linguistics, Corpus Linguistics, Digital humanities","Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,2--5 developers,Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Not at all important,Not at all important,Very important,,,Very important,Important,Seldom,Seldom,Never,Seldom,Seldom,Seldom,I decide what I want to work on next,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,bug,20%,Important,Seldom,Occasionally,Occasionally,Occasionally,"tidytext FactoMineR Matrix",,,sylvain.loiseau@wanadoo.fr 12/9/2017 16:57:17,18 -- 30,Male,North America,Bachelor's,Chemistry,Electrochemistry,Industrial Research Scientist,https://github.com/AdeelK93/collapsibleTree,Yes,60%,One day ago,2--5 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Not important,Not important,Not important,Not important,Very important,Every time,Every time,Every time,Every time,Every time,Every time,I consult with my colleagues.,Very important,Important,Important,Very important,Very important,Important,Important,Important,,,,,,,,,,100%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"dplyr,ggplot,rmarkdown","JavaScript, Shell Script",, 12/9/2017 17:55:22,18 -- 30,Male,North America,Doctorate's,Biostatistics,Machine learning,Graduate Student,https://cran.r-project.org/web/packages/AUtests/index.html,Yes,20%,One week ago,1 developer ( I work alone),Somewhat important,Not important,Much more time,More time,More time,Very important,Very important,Somewhat important,Not important,Not at all important,Somewhat important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Occasionally,Every time,Seldom,Seldom,Occasionally,My supervisor tells me what to do.,Important,Important,Important,Important,Important,Important,Important,Important,,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,,60%,Important,Never,Almost every time,Almost every time,Occasionally,"parallel, igraph, pcalg",Python,, 12/10/2017 7:53:11,40 -- 50,Male,Europe,Doctorate's,Electrical Engineering,Solar Energy,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/oscarperpinan/solar,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Important,Not important,Somewhat important,Not at all important,Not important,Not important,Important,Important,Very important,Very important,Seldom,Almost every time,Almost every time,Occasionally,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,,,,,,,,,,,,,,,,,,20%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"raster, data.table, lattice",C/C++,, 12/10/2017 10:01:28,30 -- 40,Male,Europe,Master's,environmental information management,traffic management/research,"Engineer, Industrial Research Scientist",https://cran.r-project.org/web/packages/windfarmGA/index.html,Yes,30%,One week ago,2--5 developers,Very important,Somewhat important,Much more time,Much more time,Same amount of time,Very important,Not important,Important,Somewhat important,Not at all important,Somewhat important,Somewhat important,Important,Important,Important,Important,Almost every time,Occasionally,Occasionally,Seldom,Occasionally,Almost every time,I consult with my colleagues.,Important,Somewhat important,Not important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Not important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,"big data processing, different expectations, problem complexity reduction",50%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"dplyr, raster/sp, leaflet","Python, JavaScript, Shell Script",,sebastian_gatscha@gmx.at 12/10/2017 15:05:51,30 -- 40,Male,North America,Doctorate's,Bioinformatics,Microbial Ecology,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/lmrodriguezr/enveomics,Yes,80%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Very important,Important,Not important,Important,Very important,Very important,,,,Somewhat important,Almost every time,Almost every time,Every time,Occasionally,Occasionally,Every time,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Somewhat important,Important,Very important,Very important,Somewhat important,Novice understanding,Understand for the most part,Expert-level understanding,Novice understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,"Incomplete specifications, incomplete specifications, incompl",90%,Very Important,Occasionally,Almost every time,Every time,Occasionally,"vegan, ape, picante","C/C++, Ruby",,lmrodriguezr@gmail.com 12/10/2017 15:38:06,30 -- 40,Male,Europe,Doctorate's,Predictive analytics,Predictive analytics,"Manager/Supervisor, Software Engineer/Programmer",,Yes,70%,One day ago,6--10 developers,Not important,Not important,,,,Very important,Not at all important,Very important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Important,Almost every time,Almost every time,Every time,Occasionally,Seldom,Occasionally,I consult with my colleagues.,Very important,Very important,Very important,Important,Somewhat important,Important,Somewhat important,Important,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Expert-level understanding,-,0%,Not at all important,Seldom,Almost every time,Occasionally,Occasionally,"Ggplot2, dplyr, tidyverse",,, 12/10/2017 19:13:24,40 -- 50,Male,North America,Doctorate's,Epidemiology,Infectious Disease Epidemiology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,One day ago,2--5 developers,Somewhat important,Somewhat important,More time,More time,Same amount of time,Somewhat important,Somewhat important,Very important,Very important,Not at all important,Very important,Very important,Very important,Very important,Somewhat important,Somewhat important,Almost every time,Occasionally,Almost every time,Almost every time,Occasionally,Every time,,Very important,Very important,Important,Important,Very important,Very important,Somewhat important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,"Only software engineer on team, testing stochastic systems, balancing discipline and spped",60%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,,"Python, C/C++, Java, C#",, 12/10/2017 21:38:30,40 -- 50,Female,Europe,Doctorate's,Biomathematics,Modelling drug effects and concentrations with time,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,Six months ago,1 developer ( I work alone),Important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Not important,Somewhat important,Not important,Not important,Not important,Important,Important,Important,Important,Almost every time,Seldom,Every time,Every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Very important,Important,Important,Somewhat important,Not important,Not important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Vague understanding,No idea what it means,"time and time allocation, scoping (balance between desireable features and time), lack of formal computer training",50%,Very Important,Seldom,Every time,Almost every time,Almost every time,"xtable, rstan, roxygen2",C/C++,, 12/11/2017 5:55:29,30 -- 40,Male,South America,Doctorate's,Analysis Data Funcional in the Process Quality Control,Quality Control,"Adacemic Researcher (professor, post-doc, etc), Industrial Research Scientist, Teacher",https://cran.r-project.org/web/packages/qcr/index.html,Yes,70%,One day ago,2--5 developers,Very important,Very important,Same amount of time,More time,More time,Very important,Important,Somewhat important,Not important,Not important,Not important,Somewhat important,Important,Important,Important,Very important,Almost every time,Almost every time,Almost every time,Every time,Every time,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,70%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"qcr, ILS, fda.usc",C/C++,,ma.flores@outlook.com 12/11/2017 7:18:56,over 60,Male,Europe,Doctorate's,Spatial climatology,Climate data management,Government Research Scientist,https://CRAN.R-project.org/package=climatol,Yes,20%,One month ago,1 developer ( I work alone),Very important,Important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,Not important,Somewhat important,Important,Very important,Very important,Very important,Every time,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Not important,Not important,Very important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,"Time needed to code, test and document the software",30%,Very Important,Occasionally,Almost every time,Almost every time,Almost every time,"Climatol, maps, fields","C/C++, Shell Script",, 12/11/2017 9:08:51,30 -- 40,Male,Asia,Master's,applied statistics,applied statistics in biology,"Graduate Student, Software Engineer/Programmer",,Yes,20%,One day ago,2--5 developers,Important,Important,Same amount of time,Same amount of time,Same amount of time,Important,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Important,Important,,Occasionally,,,,,,,,,,,,,,,,,,,,,,,,Very Important,,,,,,Shell Script,, 12/11/2017 9:54:26,18 -- 30,Male,Europe,Doctorate's,Statistical Evaluation for Diagnostic Test under Verification Bias,"Statistics, applied statistics, missing at random data","Adacemic Researcher (professor, post-doc, etc)",https://CRAN.R-project.org/package=bcROCsurface ,Yes,40%,Three months ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Important,Important,Not important,Somewhat important,Important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Very important,Very important,Very important,Very important,Very important,Important,Important,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,"the help files, computational time, optimal code",40%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"Rcpp, RcppArmadillo, rgl","C/C++, Fortran","Hopefully, you get the best conclusion!","No, thanks!" 12/11/2017 10:14:54,18 -- 30,Male,Europe,Doctorate's,Evolutionary biology,phylogenetics,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/DomBennett/treeman,Yes,60%,One day ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Somewhat important,Not at all important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Occasionally,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Very important,Very important,Very important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Vague understanding,Expert-level understanding,Novice understanding,Understand for the most part,Novice understanding,"Reviewing other people's code, having to use R, maintaining large projects",20%,Very Important,Never,Occasionally,Almost every time,Seldom,"ape, plyr, ggplot2","Python, C/C++, Shell Script",, 12/11/2017 10:21:25,over 60,Male,Europe,Doctorate's,Economics,Economics,Government Research Scientist,,Yes,10%,One week ago,2--5 developers,Somewhat important,Somewhat important,Less time,Less time,Same amount of time,Very important,Very important,Somewhat important,Important,Not at all important,Not at all important,,Very important,Somewhat important,Somewhat important,Not important,Almost every time,Almost every time,Occasionally,Every time,Almost every time,Almost every time,I consult with my colleagues.,Important,Somewhat important,Somewhat important,Very important,Very important,Important,Somewhat important,Somewhat important,Expert-level understanding,Vague understanding,Novice understanding,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"lack of time, lack of time, lack of time",0%,Not at all important,Seldom,Almost every time,Almost every time,Occasionally,"lattice, excel.link, rmarkdown","Python, C/C++, Fortran","I do not do research, but government work", 12/11/2017 11:38:33,30 -- 40,Male,Europe,Master's,artificial intelligence,cartography,Government Research Scientist,,Yes,90%,One week ago,1 developer ( I work alone),Important,Important,Less time,Less time,Same amount of time,Very important,Very important,,,Somewhat important,Somewhat important,Very important,Somewhat important,Somewhat important,Somewhat important,Very important,Seldom,Seldom,Every time,Occasionally,Occasionally,Occasionally,I fix the next high-priority bug assigned to me.,Very important,Somewhat important,Very important,Very important,Important,Somewhat important,Somewhat important,Important,Understand for the most part,Novice understanding,Understand for the most part,No idea what it means,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,performance (CPU and memory),90%,Important,,,,,"cartography, sf and rgdal",C/C++,,arlindo.dos-santos@insee.fr 12/11/2017 11:53:57,30 -- 40,Male,North America,Doctorate's,Plant Pathology,Plant Pathology,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/zkamvar/popprxl,Yes,50%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Not important,Not important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Every time,Every time,Every time,Occasionally,Almost every time,I decide what I want to work on next,Important,Very important,Very important,Very important,Very important,Very important,Very important,Important,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,"Not enough time, Breaking changes in packages my software depends on, writing concise yet informative documentation",100%,Very Important,Occasionally,Every time,Almost every time,Every time,"poppr, adegenet, dplyr","Python, C/C++, Shell Script, Make",,zkamvar@gmail.com 12/11/2017 18:37:32,30 -- 40,Male,North America,Doctorate's,biostatistics,gene expression analysis methods,"Industrial Research Scientist, Manager/Supervisor",https://cran.r-project.org/web/packages/JGL/index.html,Yes,10%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Important,Somewhat important,Not important,Not at all important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Not at all important,Very important,Almost every time,Almost every time,Every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Not important,Somewhat important,Important,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,stability across platforms and versions,50%,Very Important,Seldom,Every time,Occasionally,Every time,,,, 12/11/2017 19:04:58,50 -- 60,Male,Europe,Master's,Medicine,Healthcare Improvement,"Adacemic Researcher (professor, post-doc, etc), Clinician, Software Engineer/Programmer, Teacher",https://github.com/anhoej/qicharts2,Yes,10%,One day ago,1 developer ( I work alone),Very important,Important,More time,More time,Same amount of time,Very important,Not important,Important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Somewhat important,Somewhat important,Very important,Occasionally,Every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Important,Important,Very important,Somewhat important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Getting the functionality I want. Fixing bugs. Planning future functionality.,60%,Very Important,Occasionally,Occasionally,Almost every time,Every time,"qicharts2, dplyr, tidyr",,, 12/11/2017 19:10:43,40 -- 50,Male,Europe,Doctorate's,Physics,Climate Science,"Adacemic Researcher (professor, post-doc, etc)",http://www.github.com/mcrucifix/palinsol,Yes,10%,One week ago,1 developer ( I work alone),Important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Important,Important,Somewhat important,Not important,Very important,Somewhat important,Somewhat important,Somewhat important,Important,Somewhat important,Important,Never,Almost every time,Almost every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Important,Important,Important,Very important,Very important,Important,Very important,Important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,10%,Important,Occasionally,Occasionally,Occasionally,Occasionally,"base, fields, tseries","Python, C/C++, Fortran, Shell Script",,michel.crucifix@uclouvain.be 12/12/2017 9:44:58,40 -- 50,Male,Europe,Doctorate's,Informatics,Medical Informatics,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,2--5 developers,Very important,Important,More time,Less time,Less time,Somewhat important,Not important,Somewhat important,Not important,Somewhat important,Very important,Important,Important,Important,Important,Important,Occasionally,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Important,Important,Not important,Somewhat important,Somewhat important,Important,Not important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Documentation (often the lack of it),30%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"igraph, rJava, HMM","Python, C/C++, Java, Shell Script",, 12/12/2017 9:56:44,30 -- 40,Male,Europe,Doctorate's,Statistics,Statistics,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",https://github.com/helske,Yes,70%,One day ago,2--5 developers,Very important,Very important,More time,More time,More time,Very important,Not important,Somewhat important,Not at all important,Not important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Every time,Every time,Every time,Every time,Every time,Every time,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Somewhat important,No idea what it means,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,80%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,,"Python, C/C++, Fortran",, 12/12/2017 10:21:35,30 -- 40,Male,Asia,Master's,Genetics and Plant Breeding,Plant Genetic Resources,Government Research Scientist,https://github.com/aravind-j/PGRdup,Yes,10%,One day ago,1 developer ( I work alone),Important,Important,Less time,More time,Much more time,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,,,,,Very important,Almost every time,Almost every time,Every time,Occasionally,Every time,Every time,I decide what I want to work on next,Important,Important,Important,Important,Very important,Very important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,GUI need not be developed for all softwares. CLI may be reproducible in the long run for very specific software implementations.,30%,Very Important,Occasionally,Almost every time,Every time,Almost every time,"ggplot2, data.table, reshape2",C/C++,,j.aravind@icar.gov.in 12/12/2017 10:39:19,30 -- 40,Male,Europe,Doctorate's,Paleontology,paleontology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,30%,One day ago,1 developer ( I work alone),Important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Not at all important,Somewhat important,Not at all important,Important,Important,Very important,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Important,Important,Somewhat important,Important,Somewhat important,Not important,Not important,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,lack of citation,80%,Very Important,Seldom,Almost every time,Seldom,Seldom,"igraph, rgdal, raster","Python, C/C++, Shell Script",, 12/12/2017 14:03:01,over 60,Male,North America,Doctorate's,time series analysis,economics,"Government Research Scientist, retired",http://tsdbi.r-forge.r-project.org/,Yes,50%,One day ago,1 developer ( I work alone),Somewhat important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Not important,Not important,Important,Important,Very important,Very important,Very important,Very important,Very important,Occasionally,Occasionally,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Not important,Somewhat important,Very important,Important,Very important,Important,Somewhat important,Not important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"bugs in other code I rely on. learning new features and capabilities of (new) tools I use. google finding answers to old problems rather than new problems.",20%,Very Important,Occasionally,Occasionally,Occasionally,Seldom,"numDeriv dse TSsdmx","Python, Fortran, Shell Script",I'm retired so my answers are a mix of what I do now and what I did when I worked., 12/12/2017 14:51:53,30 -- 40,Male,North America,Doctorate's,Biology,evolutionary population ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/matthewwolak/nadiv,Yes,40%,One day ago,1 developer ( I work alone),Important,Very important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Not important,Not at all important,Not important,Important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Occasionally,Almost every time,Every time,Every time,Every time,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Very important,Very important,Important,Somewhat important,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,,Understand for the most part,No idea what it means,"because I write packages for the R program then a lot of reported 'issues' with my package are the users' errors in the general R coding language and not specific to my package, dependencies changing and affecting my code, changes to the R language style/policy that make me have to change something in my own code",80%,Very Important,Every time,Every time,Every time,Almost every time,"MCMCglmm, Matrix, nadiv","C/C++, Shell Script",, 12/12/2017 15:11:39,18 -- 30,Female,South America,Master's,Computer Science,Data Science,Graduate Student,https://github.com/RebeccaSalles/TSPred,Yes,50%,One week ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Very important,Not at all important,Very important,Very important,Very important,Not at all important,Not at all important,Not at all important,Somewhat important,Every time,Every time,Every time,Almost every time,Occasionally,Almost every time,I consult the software specification and choose the next piece to implement.,Very important,Very important,Very important,Very important,Very important,Very important,Important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"time management, poorly documented packages and inter-package dependencies",60%,Very Important,Almost every time,Every time,Occasionally,Every time,"forecast, ggplot2 and TSPred","Python, C/C++, Java",,rebeccapsalles@acm.org 12/12/2017 20:49:45,18 -- 30,Male,North America,Bachelor's,Economics and Math,Demography,"Adacemic Researcher (professor, post-doc, etc)",https://GitHub.com/gergness/srvyr,Yes,70%,One day ago,11--20 developers,Important,Somewhat important,More time,More time,More time,Very important,Important,Important,Not important,Not important,Somewhat important,Important,Important,Important,Important,Important,Occasionally,Every time,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Not important,Somewhat important,Very important,Somewhat important,Important,Very important,Important,Somewhat important,Vague understanding,Vague understanding,Novice understanding,Vague understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Finding time/motivation to work on a project,70%,Important,Occasionally,Every time,Almost every time,Almost every time,"readr, dplyr and purrr","C/C++, JavaScript, Shell Script",, 12/12/2017 22:15:50,40 -- 50,Male,North America,Master's,Epidemiology,SAS Development (Consultant),Software Engineer/Programmer,https://github.com/dcomtois/summarytools,Yes,60%,One day ago,2--5 developers,Somewhat important,Somewhat important,More time,More time,More time,Very important,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Very important,Somewhat important,Somewhat important,Important,Very important,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"(Speaking of an R package) 1. Time needed for implementing changes as the project grows larger; 2. Not controlling nor knowing all different system configurations and the problems that might go unnoticed until they occur on a particular configuration; 3. Not knowing if users will take the time to signal problems they encounter, or will rather just give up the package altogether.",20%,Somewhat important,Seldom,Occasionally,Occasionally,Occasionally,summarytools sqldf haven,"Python, Shell Script, SAS",,dominic.comtois@gmail.com 12/13/2017 1:58:31,30 -- 40,Male,North America,Doctorate's,Political Science,Political methodology ,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, Teacher",https://cran.r-project.org/web/packages/interactionTest/index.html,Yes,40%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Important,Important,Somewhat important,Not important,Very important,Important,Important,Important,Important,Occasionally,Every time,Almost every time,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Important,Not important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,,30%,Very Important,Occasionally,Every time,Almost every time,Occasionally,,BUGS,, 12/13/2017 3:08:23,30 -- 40,Male,South America,Master's,Master in Ecology,Evolutionary Ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/paternogbc/sensiPhy,Yes,10%,One day ago,2--5 developers,Very important,Important,Much more time,Much more time,More time,Very important,Important,Not important,Not important,Not important,Somewhat important,Very important,Not important,Not important,Not important,Very important,Almost every time,Occasionally,Occasionally,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Not important,Very important,Very important,Very important,Very important,Important,Important,Somewhat important,,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Expert-level understanding,Novice understanding,"testing, updating dependencies, optimization issues (speed)",50%,Very Important,Seldom,Every time,Seldom,Almost every time,"ggplot2, ape, stats",,,paternogbc@gmail.com 12/13/2017 6:04:04,50 -- 60,Male,Europe,Master's,Artificial Intelligence,Unsupervised learning from data,"Adacemic Researcher (professor, post-doc, etc), Engineer",,Yes,80%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Not at all important,Not important,Somewhat important,Very important,Very important,Very important,Very important,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Very important,Important,Important,Important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,1. understanding/using third party code 2. modul version issues 3. computational cost issues,80%,Very Important,Occasionally,Every time,Every time,Almost every time,"Rcpp/RcppArmadillo , parallel/snow, devtools","Python, C/C++",go ahead,jgarriga@ceab.csic.es 12/13/2017 9:02:27,40 -- 50,Male,Europe,Doctorate's,remote sensing,IT (Software for R/D and Science),"Adacemic Researcher (professor, post-doc, etc), Engineer, Software Engineer/Programmer, System Administrator, Entrepreneur",https://github.com/PranaGeo/geoSpectral,Yes,100%,One month ago,2--5 developers,Very important,Important,Much less time,More time,More time,Very important,Not at all important,Important,Important,Not at all important,Somewhat important,Important,Very important,Very important,Very important,Very important,Every time,Seldom,Occasionally,Almost every time,Every time,Almost every time,talk with client and learn what they need next,Very important,Important,Important,Very important,Important,Important,Very important,Very important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,changing the habits of researchers for a new software. old school data/idea protection habits of researchers,100%,Very Important,Almost every time,Almost every time,Almost every time,Almost every time,geospectral jsonlite sf,JavaScript,that is a very nice initiative. It really falls in my area. I would be happy if I can help more. ,ahmet@pranageo.com 12/13/2017 12:38:56,40 -- 50,Male,South America,Doctorate's,Biostatistics,Food Safety Risk Assessment,Consultant,,Yes,10%,One day ago,1 developer ( I work alone),Not important,Not important,Much more time,More time,More time,Very important,Not important,Not important,Not important,Somewhat important,Not important,Not important,Important,Very important,Very important,Very important,Never,Every time,Almost every time,Occasionally,Almost every time,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Somewhat important,Not important,Vague understanding,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,"Updating the R package format, checking all possible configuration",10%,Very Important,Occasionally,Every time,Almost every time,Every time,"snow, rJags, mc2d",,, 12/13/2017 13:12:19,40 -- 50,Male,Europe,Master's,statistics and computing,data sciences,Software Engineer/Programmer,https://github.com/davidgohel/rvg,Yes,80%,One day ago,1 developer ( I work alone),Somewhat important,Important,Much more time,More time,Same amount of time,Very important,Not important,Not at all important,Important,Important,,,,,,Very important,Seldom,Occasionally,Occasionally,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Somewhat important,Very important,Very important,Very important,Very important,Important,Important,Not important,,,,,,,,,users' lack of formalism,,,,,,,"data.table, Rcpp, devtools","C/C++, Java, JavaScript",, 12/13/2017 14:28:28,30 -- 40,Male,South America,Bachelor's,Physics,Data Science / Machine Learning,"Software Engineer/Programmer, System Administrator, ML",,Yes,60%,One day ago,6--10 developers,Very important,Somewhat important,Much more time,More time,More time,Very important,Important,Not important,Somewhat important,Somewhat important,Somewhat important,Not important,Somewhat important,Important,Important,Very important,Almost every time,Every time,Every time,Every time,Occasionally,Almost every time,I decide what I want to work on next,Very important,Somewhat important,Very important,Very important,Important,Important,Very important,Somewhat important,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,"Platform Differences, Tidyverse new features, RStudio IDE vs Base R differences",70%,Very Important,Every time,Almost every time,Every time,Every time,"data.table, magrittr, caret","Python, C/C++, Java, C#, JavaScript, Shell Script",, 12/13/2017 15:15:36,30 -- 40,Male,Europe,Doctorate's,ecology,community ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/frmunoz/ecolottery,Yes,20%,One day ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Important,Important,Important,Important,Not important,Very important,Important,Not at all important,Not at all important,Important,Very important,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,Almost every time,I consult with my colleagues.,Important,Important,Important,Important,Important,Important,Important,Important,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,,40%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"vegan, ape, ade4",C/C++,,francois.munoz@hotmail.fr 12/14/2017 12:43:13,30 -- 40,Male,North America,Doctorate's,Anthropology,Early primate evolution,"Adacemic Researcher (professor, post-doc, etc), Graduate Student, Teacher",,Yes,10%,One week ago,2--5 developers,Very important,Important,More time,,Same amount of time,Very important,Important,Important,Not important,Somewhat important,Important,Very important,Not important,Not important,Very important,Very important,Occasionally,Seldom,Every time,Almost every time,Almost every time,Occasionally,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Very important,Very important,Somewhat important,Not important,Novice understanding,Understand for the most part,Vague understanding,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,Novice understanding,"Debugging my own code; Modeling for ""rare"" scenarios; Improving usability, availability, and visibility for other scientists",90%,Very Important,Seldom,Every time,Occasionally,Almost every time,molaR; geomorph; base,Python,,paul.morse@duke.edu 12/14/2017 14:10:40,40 -- 50,Male,Europe,Doctorate's,economics,data science,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/package=OneR,Yes,10%,One day ago,1 developer ( I work alone),Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not at all important,Somewhat important,Not at all important,Very important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Not at all important,Seldom,Occasionally,Occasionally,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Novice understanding,Novice understanding,Understand for the most part,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Expert-level understanding,"speed, bugs, mathematical and algorithmic knowledge (never enough)",20%,Very Important,Occasionally,Every time,Seldom,Every time,"OneR, OneR, OneR (really!)",,You should use the OneR package to analyze the results of this research!,holger.jouanne-diedrich@h-ab.de 12/14/2017 14:57:33,18 -- 30,Male,Europe,Doctorate's,Medical diagnostics,"fluorescence spectroscopy, biophysics, medical diagnostics","Adacemic Researcher (professor, post-doc, etc), Teacher",https://​github.com/​GegznaV/​spAddins,Yes,40%,One day ago,1 developer ( I work alone),Important,Not at all important,Much more time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not at all important,Somewhat important,Somewhat important,Very important,Not at all important,Not at all important,Not important,Important,Occasionally,Almost every time,Occasionally,Almost every time,Seldom,Almost every time,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Very important,Very important,Important,Somewhat important,Important,Novice understanding,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,"time , miss-communication what is really neaded",70%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"tidyverse, hyperSpec, DescTools",,,GegznaV@gmail.com 12/15/2017 10:55:05,30 -- 40,Male,Europe,Doctorate's,Tropical ecology,Tropical ecology,"Adacemic Researcher (professor, post-doc, etc)",https://r-forge.r-project.org/projects/downscale/,Yes,10%,Three months ago,1 developer ( I work alone),Somewhat important,Somewhat important,Much more time,More time,Same amount of time,Very important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Important,Not at all important,Not at all important,Not at all important,Very important,Occasionally,Every time,Every time,Almost every time,Every time,Occasionally,I fix the next high-priority bug assigned to me.,Very important,Important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,Vague understanding,Vague understanding,No idea what it means,No training provided by university,10%,Very Important,Occasionally,Every time,Almost every time,Seldom,"raster, vegan, randomForest",,, 12/15/2017 17:49:32,40 -- 50,Male,North America,Doctorate's,Ecology,Grassland ecology,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,Six months ago,2--5 developers,Somewhat important,Somewhat important,More time,More time,Same amount of time,Very important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Not at all important,Important,Important,Occasionally,Almost every time,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Vague understanding,Novice understanding,Vague understanding,Novice understanding,,10%,Important,Occasionally,Almost every time,Occasionally,Almost every time,vegan lme4 mgcv,,, 12/15/2017 18:57:50,30 -- 40,Male,North America,Doctorate's,Biological Science,Oceanography,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/uwescience/popcycle,Yes,30%,One week ago,2--5 developers,Very important,Very important,Much more time,Much more time,More time,Very important,Important,Important,Important,Not important,Not important,Important,Not important,Not important,Very important,Very important,Every time,Every time,Every time,Every time,Almost every time,Every time,I consult with my colleagues.,Very important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Important,Understand for the most part,Vague understanding,Novice understanding,,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,"reproducibility, documentation, scalability",70%,Very Important,Occasionally,Occasionally,Almost every time,Almost every time,"popcycle, ssPopModel, lattice","Python, Shell Script",,ribalet@uw.edu 12/15/2017 19:45:43,30 -- 40,Male,Europe,Doctorate's,Simulation and characterization of the DNA analysis process,Forensic Genetics,"Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor, Software Engineer/Programmer",https://github.com/OskarHansson/strvalidator,Yes,10%,Three months ago,1 developer ( I work alone),Somewhat important,Important,More time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Not important,Somewhat important,Important,Important,,Important,Important,Important,Seldom,Seldom,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Very important,Very important,Very important,Not important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,1) Not knowing how to code the functionality I want. 2) The release process. 3) Dependencies.,10%,Important,Occasionally,Occasionally,Seldom,Occasionally,"strvalidator, ggplot2, data.table",,,oskhan@ous-hf.no 12/16/2017 11:32:46,18 -- 30,Male,North America,Doctorate's,,Statistics,Graduate Student,,Yes,30%,One week ago,1 developer ( I work alone),Very important,Important,Much less time,More time,Less time,Very important,Important,Not at all important,Not at all important,Somewhat important,Somewhat important,Very important,,,,,Almost every time,Every time,Every time,Every time,Almost every time,Almost every time,I look at yesterday's (the most recent) results and decide what to change in the program today.,Important,Important,Important,Somewhat important,Very important,Important,Somewhat important,Not important,Vague understanding,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,,40%,Very Important,Every time,Every time,Occasionally,Almost every time,"sensitivitymv, foreign, Matrix",C/C++,,bikramk@upenn.edu 12/17/2017 7:12:57,18 -- 30,Male,Europe,Master's,Computer Science,Operational Research,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer",,Yes,90%,One week ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Important,Not at all important,Important,Not important,Important,Very important,Somewhat important,Not at all important,,,,Every time,Every time,Every time,Almost every time,Almost every time,Almost every time,I consult the software specification and choose the next piece to implement.,Very important,Important,Very important,Important,Very important,Very important,Somewhat important,Somewhat important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,Expert-level understanding,Understand for the most part,,10%,Very Important,Seldom,Seldom,Almost every time,Every time,,"Python, Java",, 12/17/2017 8:51:43,30 -- 40,Male,Europe,Doctorate's,Experimental psychology,Psychometrics,Freelance consultant,,Yes,20%,One day ago,1 developer ( I work alone),Very important,Important,More time,Same amount of time,Same amount of time,Very important,Somewhat important,Somewhat important,Important,Not at all important,Not at all important,Very important,Not at all important,Not at all important,Very important,Important,Occasionally,Every time,Almost every time,Every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Very important,Very important,Somewhat important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,The maintenance and the improvement of the usability,70%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"psych, lavaan, lme4","Python, C/C++",,davide.massidda@gmail.com 12/17/2017 9:27:50,40 -- 50,Male,Europe,Doctorate's,Economics,Statistical economic analysis,"Adacemic Researcher (professor, post-doc, etc)",https://CRAN.R-project.org/package=gets,Yes,10%,One week ago,2--5 developers,Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not important,Not important,Not important,Not important,Very important,Not important,Somewhat important,Important,Important,Occasionally,Occasionally,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Not at all important,Not at all important,Important,Important,Important,Important,Not at all important,Not at all important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,Expert-level understanding,"When I receive questionnaires like this, and it takes longer time to answer than anticipated, and the questions are less well thought through than anticipated",80%,Very Important,Every time,Every time,Every time,Every time,"zoo, inline and parallel",C/C++,, 12/17/2017 13:41:55,18 -- 30,Male,South America,Master's,Semiparametric cure rate models for interval censored data,Survival Analysis,"Industrial Research Scientist, Software Engineer/Programmer",https://github.com/JBrettas/intercure,Yes,60%,One week ago,2--5 developers,Very important,Important,Much more time,More time,More time,Very important,Somewhat important,Very important,Important,Not important,Very important,Very important,,Not at all important,Not important,Somewhat important,Almost every time,Occasionally,Occasionally,Seldom,Seldom,Occasionally,I consult with my colleagues.,Important,Important,Important,Important,Important,Important,Important,Somewhat important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,"Prototyping alone without a specialist opinion; Aggressive time limits; Ideas missmatching with the superiors.",70%,Very Important,Occasionally,Occasionally,Occasionally,Almost every time,"dplyr (on work), Survival (academia), caret (previous work)","Python, C/C++",, 12/17/2017 13:47:23,40 -- 50,Male,Europe,Doctorate's,Dr. phil,Quantitative educational research (such as PISA),"Adacemic Researcher (professor, post-doc, etc), Teacher",https://cran.r-project.org/web/packages/GUTS/index.html,Yes,10%,More than one year ago,1 developer ( I work alone),Not important,Somewhat important,More time,More time,Same amount of time,Very important,Very important,Somewhat important,Not at all important,Not at all important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Not important,Never,Almost every time,Almost every time,Seldom,Seldom,Seldom,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Very important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"Support, financial aspects, time",100%,Not important,Occasionally,Every time,Almost every time,Almost every time,"base, ggplot2","Python, C/C++, JavaScript, Shell Script, PHP",, 12/17/2017 14:37:53,30 -- 40,Male,Europe,Doctorate's,Statistics,Statistical inference,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/dennisprangle/gk,Yes,10%,One month ago,2--5 developers,Important,Not important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Not at all important,Not at all important,Not important,Somewhat important,Not at all important,Not at all important,Very important,Very important,Occasionally,Almost every time,Almost every time,Seldom,Seldom,Seldom,I decide what I want to work on next,Not important,Not important,Very important,Not important,Somewhat important,Important,Important,Not important,No idea what it means,Novice understanding,Understand for the most part,Vague understanding,Understand for the most part,Novice understanding,Understand for the most part,Vague understanding,"Breaking changes in other packages, poor quality local IT support, lack of time",30%,Very Important,Seldom,Almost every time,Seldom,Seldom,"abc, ggplot2, dplyr","Python, C/C++, Shell Script, julia",,dennis.prangle@newcastle.ac.uk 12/17/2017 19:44:15,over 60,Male,Europe,Master's,Electrical engineering,pattern recognition,"Software Engineer/Programmer, pensioner",https://github.com/Pisca46/edfReader,Yes,30%,One week ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Not at all important,Very important,Not at all important,Not at all important,Somewhat important,Important,Very important,Not important,Not important,Not important,Occasionally,Occasionally,Almost every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Somewhat important,Very important,Important,Important,Important,Expert-level understanding,Understand for the most part,Understand for the most part,Vague understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,me myself in striving for perfection and genericallity,10%,Very Important,,,,,"RStudio, Shiny, GGPlot2",,,jan@visconsultancy.eu 12/17/2017 20:35:34,40 -- 50,Male,North America,Doctorate's,Statistics,Education; Sabermetrics,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://cran.r-project.org/web/packages/PCS/index.html,Yes,0%,One year ago,2--5 developers,Important,Important,More time,Same amount of time,Same amount of time,Very important,Important,Very important,Not important,Not important,Important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Almost every time,Almost every time,Every time,Every time,Occasionally,Almost every time,I decide what I want to work on next,Not important,Not important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,No idea what it means,Vague understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,Vague understanding,"lack of time, rustyness, inability to find efficient solution to programming problem",10%,Very Important,Seldom,Occasionally,Occasionally,Occasionally,"dplyr, pitchRx, mosaic",,, 12/18/2017 17:47:43,18 -- 30,Female,Europe,Doctorate's,QSPR models,games apps,"Adacemic Researcher (professor, post-doc, etc), Data scientist , used to be a post-doc but stop adacemic research", https://cran.r-project.org/web/packages/DEMOVA/index.html,Yes,80%,More than one year ago,,Somewhat important,Not important,,,,Important,Somewhat important,Important,Important,Not important,,Very important,,,,,,,,,,,,,,,,,,,,,,,,,,,,,0%,,,,,,,"Python, C/C++, Shell Script",I wrote the R package alone. I did it when I was looking for a job. I'm not a real developer. , 12/18/2017 19:26:41,30 -- 40,Male,North America,Doctorate's,Geology,Geology,"Adacemic Researcher (professor, post-doc, etc), Teacher",,Yes,10%,One day ago,1 developer ( I work alone),Very important,Somewhat important,More time,More time,Same amount of time,Very important,Somewhat important,Somewhat important,Not at all important,Not important,Not important,Very important,Not at all important,Not at all important,Not at all important,Not at all important,Occasionally,Almost every time,Almost every time,Almost every time,Seldom,Seldom,I decide what I want to work on next,Important,Important,Very important,Important,Important,Not important,Not important,Not important,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Novice understanding,Vague understanding,No idea what it means,Usability for others. I code primarily for my projects,20%,Very Important,Seldom,Occasionally,Occasionally,Occasionally," maps, rgdal, sp","C/C++, Java","I love coding but have found that it is too much work to make it user friendly beyond my research group. I find that publishing articles solely on new code is difficult and not worth the effort, so I use my code in my research and publish the results, but not the code.",jeffrey.webber@stockton.edu 12/19/2017 6:23:13,50 -- 60,Male,Europe,Doctorate's,Physics,ICT and data-science,"Industrial Research Scientist, Manager/Supervisor, Software Engineer/Programmer",,Yes,50%,One week ago,2--5 developers,Important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Important,Somewhat important,Not important,Somewhat important,Important,Somewhat important,Important,Important,Important,Almost every time,Seldom,Every time,Every time,Every time,Every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Very important,Important,Important,Important,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"lack of people to discuss new functionality as well as technical challenges, roblemms with the debugging capabilities of the IDE I am using (RStudio), limited compuer resources to develop / test / run big models",50%,Very Important,Occasionally,Almost every time,Seldom,Almost every time,"dplyr, lmvar, glmnet","Python, Java",, 12/19/2017 10:11:55,30 -- 40,Female,Oceania,Doctorate's,Computational statistics,Computational statistics ,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org/web/packages/mixOmics/index.html,Yes,50%,One month ago,2--5 developers,Very important,Very important,Much more time,Much more time,More time,Very important,Important,Not important,Not at all important,Not at all important,Not important,Somewhat important,Very important,Very important,Very important,Very important,Every time,Occasionally,Occasionally,Almost every time,Every time,Every time,I decide what I want to work on next,Important,Very important,Important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,"Switching contract staff and knowledge transfer within the team. Difficulties in understanding pure IT people when I need them (I code in R primarily, I am not a computer scientist)",80%,Very Important,Seldom,Almost every time,Occasionally,Almost every time,"MixOmics (mine), knitr",,"I just want to stress out that I don't consider myself as a software developer but i Do manage a software development team, and most of my research (whether implementation and methods development, training and teaching ) is articulated around our package.",KimAnh.lecao@unimelb.edu.au 12/19/2017 11:57:15,50 -- 60,Male,North America,Doctorate's,Model Theory,Statistics pedagogy,"Adacemic Researcher (professor, post-doc, etc), Teacher",,No,0%,One day ago,1 developer ( I work alone),Somewhat important,Not important,Much more time,More time,Same amount of time,Very important,Very important,Important,Not at all important,Not at all important,Not at all important,Very important,Very important,Very important,Very important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Not important,Important,Important,Important,Somewhat important,Not at all important,Not at all important,Vague understanding,Vague understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Vague understanding,Vague understanding,,30%,Very Important,Occasionally,Almost every time,Never,Almost every time,,Python,, 12/19/2017 14:42:14,30 -- 40,Male,North America,Doctorate's,Physics,Computational biology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/wilkelab/sicegar,Yes,30%,One week ago,2--5 developers,Somewhat important,Important,Much less time,Less time,Same amount of time,Important,Very important,Somewhat important,Important,Not important,Somewhat important,Important,Important,Important,Important,Very important,Almost every time,Occasionally,Seldom,Occasionally,Almost every time,Almost every time,I decide what I want to work on next,Important,Somewhat important,Somewhat important,Important,Important,Somewhat important,Somewhat important,Somewhat important,,,,,,,,,I do not know advanced development methodologies so I need to do some stuff all from scratch for many times,90%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,,"Python, C/C++",, 12/19/2017 20:14:16,30 -- 40,Male,North America,Master's,Economics,Statistics,"Software Engineer/Programmer, Data Scientist",https://github.com/cran/CANSIM2R,Yes,70%,One day ago,2--5 developers,Very important,Important,Much more time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Very important,Somewhat important,Important,Not at all important,Not at all important,Not at all important,Very important,Every time,Every time,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Very important,Very important,Very important,Very important,Somewhat important,Important,Somewhat important,Not important,Understand for the most part,Understand for the most part,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Getting infrastructure support from IT if I need resources beyond my own,40%,Very Important,Seldom,Occasionally,Almost every time,Occasionally,"ggplot2, caret, tm","Python, C/C++, JavaScript",,marco.lugo.rodriguez@umontreal.ca 12/20/2017 0:40:26,18 -- 30,Male,South America,Doctorate's,Ecology,Community ecology; Quantitative Ecology,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/vanderleidebastiani,Yes,60%,Three months ago,1 developer ( I work alone),Very important,Important,Much more time,More time,Same amount of time,Very important,Important,Important,Important,Not at all important,Not important,Important,,,,Very important,Almost every time,Every time,Occasionally,Every time,Occasionally,Occasionally,I consult the software specification and choose the next piece to implement.,Important,Important,Very important,Very important,Very important,Very important,Important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,,70%,Very Important,Occasionally,Occasionally,Occasionally,Occasionally,stats; Rcpp; vegan,"C/C++, C#",,vanderleidebastianimach@yahoo.com.br 12/20/2017 21:33:47,40 -- 50,Male,North America,Doctorate's,mathematics,applied math and statistics,Industrial Research Scientist,https://github.com/bwlewis/irlba,Yes,20%,One day ago,1 developer ( I work alone),Very important,Very important,More time,More time,Same amount of time,Very important,Very important,Somewhat important,Not at all important,Somewhat important,Somewhat important,Important,Very important,Very important,Very important,Very important,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,Almost every time,"Community feedback, plus I decide with my colleagues what to work on",Important,Important,Not important,Somewhat important,Important,Very important,Very important,Not important,Novice understanding,Vague understanding,No idea what it means,Understand for the most part,Understand for the most part,Expert-level understanding,Expert-level understanding,No idea what it means,"1. My own ignorance and biases; 2. Keeping up with and adapting to improvements and changing requirements in underlying software stacks; 3. Testing, even basic unit tests, across diverse operating systems and processor architectures (most CI systems are running basically just Linux). But really, my problems are minor and few since write and maintain only a small set of things.",50%,Very Important,Occasionally,Almost every time,Seldom,Seldom,"Matrix, irlba (one of my packages), stats","Python, C/C++, JavaScript, Fortran, Shell Script",,blewis@illposed.net 12/21/2017 4:40:20,40 -- 50,Male,Europe,Doctorate's,Bioinformatics,Infectious diseases,Government Research Scientist,,Yes,20%,One week ago,2--5 developers,Important,Important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Not important,Not important,Not important,Not important,Not important,Not at all important,Very important,Very important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Seldom,Occasionally,I decide what I want to work on next,Very important,Very important,Important,Important,Very important,Important,Somewhat important,Somewhat important,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,,20%,Important,Seldom,Almost every time,Seldom,Almost every time,,"Python, Java, Matlab","Two comments that may be related to culture/language: (i) the email subject says 'Assistance required' rather 'Assistance requested' which is much more appropriate, and (ii) there is no actual description of the project (study setup, analysis plan, ...) in the mail so it is not really clear why the research would be important.",ivo.van.walle@gmail.com 12/21/2017 10:28:19,30 -- 40,Female,Europe,Doctorate's,Bayesian Variable Selection ,Bayesian methods ,"Adacemic Researcher (professor, post-doc, etc)",https://github.com/comodin19/BayesVarSel,Yes,10%,One week ago,2--5 developers,Important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Important,Important,Somewhat important,Important,Very important,Very important,,,Very important,Almost every time,Almost every time,Occasionally,Seldom,Seldom,Occasionally,I fix the next high-priority bug assigned to me.,Very important,Very important,Very important,Very important,Important,Important,Very important,Very important,Understand for the most part,Novice understanding,Understand for the most part,Novice understanding,Vague understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Making everything automatic and considering all possible scenarios,70%,Very Important,Almost every time,Almost every time,Occasionally,Occasionally,"BayesVarSel, R2WinBUGS, rjags",C/C++,,Anabel.forte@uv.es 12/21/2017 13:58:14,50 -- 60,Male,Europe,Doctorate's,operations research,game theory ,"Adacemic Researcher (professor, post-doc, etc)",,Yes,40%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Same amount of time,Same amount of time,Same amount of time,Very important,Somewhat important,Not important,Not important,Not at all important,Not at all important,Important,Important,Important,Important,Important,Never,Almost every time,Almost every time,Occasionally,Seldom,Seldom,I decide what I want to work on next,Not important,Not important,Important,Very important,Important,Somewhat important,Not important,Not important,,,,,,,,,,30%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"lpSolveAPI, quadprog","C/C++, Fortran, Julia",,stefano.benati@unitn.it 12/21/2017 16:22:59,40 -- 50,Female,North America,Doctorate's,Statistics and Operations Research,Actuarial Science,"Adacemic Researcher (professor, post-doc, etc)",,Yes,10%,Three months ago,2--5 developers,Somewhat important,Somewhat important,Much more time,Much more time,Same amount of time,Very important,Important,Somewhat important,Not important,Not important,Very important,Very important,Important,Important,Important,Important,Occasionally,Occasionally,Seldom,Almost every time,Occasionally,Occasionally,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Somewhat important,Very important,Very important,Very important,Important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Novice understanding,Vague understanding,Vague understanding,,20%,Very Important,Seldom,Almost every time,Seldom,Almost every time,,,, 12/22/2017 10:43:11,40 -- 50,Male,Europe,Doctorate's,Psychology,Cognitive and Affective Neuroscience,"Adacemic Researcher (professor, post-doc, etc)",,Yes,20%,One day ago,1 developer ( I work alone),Very important,Somewhat important,More time,More time,Same amount of time,Very important,Very important,Somewhat important,Not important,Very important,Important,Very important,Very important,Very important,Very important,Very important,Seldom,Every time,Almost every time,Almost every time,Occasionally,Occasionally,I decide what I want to work on next,Important,Somewhat important,Very important,Very important,Important,Somewhat important,Somewhat important,Somewhat important,Understand for the most part,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,"optimization for speed, tolerating incomplete data sets, reducing hardware resources",70%,Very Important,Seldom,Almost every time,Almost every time,Almost every time,"signal, car, irr","Python, C/C++",, 12/23/2017 15:23:03,50 -- 60,Male,North America,Doctorate's,Ecology,pharmacokinetics (drug development),Consultant Research Scientist,https://github.com/bergsmat/wrangle,Yes,10%,One day ago,1 developer ( I work alone),Very important,Somewhat important,Much more time,More time,Same amount of time,Very important,Important,Somewhat important,Not important,Not important,Not important,Not important,Not important,Not important,Very important,Very important,Never,Occasionally,Every time,Occasionally,Occasionally,Almost every time,I decide what I want to work on next,Not important,Not important,Very important,Important,Somewhat important,Important,Important,Not important,Novice understanding,Vague understanding,Expert-level understanding,Understand for the most part,Novice understanding,Expert-level understanding,Understand for the most part,Vague understanding,Difficulty informing others of my work; code conflicts between my work and that of others; lack of time to solve important problems.,100%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,"lattice, dplyr, magrittr",,,bergsmat@gmail.com 12/26/2017 16:14:04,40 -- 50,Male,North America,Doctorate's,Computer Science,simulation,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/cran/simEd/,Yes,30%,One week ago,2--5 developers,Very important,Very important,Much more time,More time,More time,Very important,Somewhat important,Very important,Not important,Not at all important,Important,Very important,Very important,Very important,Very important,Very important,Every time,Occasionally,Every time,Every time,Occasionally,Every time,I decide what I want to work on next,Very important,Very important,Very important,Important,Very important,Very important,Important,Important,Expert-level understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,"inconsistencies from language to language; lack of capabilities of a particular language; need more human help in designing, coding, testing...",50%,Very Important,Occasionally,Every time,Every time,Almost every time,"graphics, stats, utils","Python, C/C++, Java",, 12/27/2017 10:04:29,30 -- 40,Female,Europe,Doctorate's,Statistics,"survival analysis, nonparametric regression","Adacemic Researcher (professor, post-doc, etc), Teacher",https://github.com/sestelo/survidm,Yes,50%,One week ago,1 developer ( I work alone),Very important,Very important,Much more time,Much more time,More time,Important,Not important,Important,Important,Not important,Not important,Somewhat important,,,,Very important,Occasionally,Almost every time,Every time,Almost every time,Almost every time,Almost every time,I decide what I want to work on next,Somewhat important,Important,Important,Very important,Very important,Important,Important,Somewhat important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Novice understanding,"the computational time, writing the help files",60%,Important,Seldom,Occasionally,Never,Almost every time,"mgcv, ggplot2, npregfast",Fortran,, 12/27/2017 19:55:27,30 -- 40,Male,North America,Master's,Entrepreneurship,Software Development,"Manager/Supervisor, Software Engineer/Programmer",https://github.com/datadotworld/data.world-r,Yes,20%,One day ago,6--10 developers,Very important,Very important,More time,More time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Important,Very important,Not important,Very important,Very important,Very important,Very important,Occasionally,Almost every time,Almost every time,Almost every time,Almost every time,Occasionally,I decide what I want to work on next,,,,,,,,,,,,,,,,,,,,,,,,,,, 12/27/2017 19:59:25,over 60,Male,North America,Doctorate's,Electrical Engineering and Computer Science,Data analysis and predictive modeling for insurance applications,Industrial Research Scientist,,Yes,40%,One day ago,2--5 developers,Very important,Very important,Same amount of time,Same amount of time,Same amount of time,Very important,Important,Somewhat important,Somewhat important,Not at all important,Somewhat important,Important,Very important,Very important,Very important,Very important,Every time,Every time,Every time,Almost every time,Occasionally,Every time,A combination of requests from others and completion/revisions/upgrades of recent programs,Important,Somewhat important,Very important,Somewhat important,Important,Important,Important,Somewhat important,Understand for the most part,Novice understanding,Expert-level understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,1. Incompatible packages; 2. Code revisions that remove useful features; 3. Incomplete and/or inconsistent documentation,90%,Very Important,Occasionally,Every time,Occasionally,Every time,"1. quanteda, 2. beanplot, 3. car","Python, SQL",,ronald.k.pearson@gmail.com 12/27/2017 20:03:36,over 60,Male,Oceania,Doctorate's,Mathematics,Statistics,"Adacemic Researcher (professor, post-doc, etc)",https://cran.r-project.org,Yes,20%,One week ago,2--5 developers,Very important,Somewhat important,More time,More time,More time,Very important,Very important,Not important,Not important,Not at all important,Not at all important,Important,Very important,Very important,Very important,Very important,Occasionally,Almost every time,Every time,Almost every time,Almost every time,Every time,I decide what I want to work on next,Somewhat important,Not important,Very important,Very important,Important,Very important,Very important,Somewhat important,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,"(1) Errors thrown (e.g. failure to converge) by software written by others. (2) Inadequate or obscure documentation of software written by others. (3) Unnecessary confidentiality restrictions on data sets needed to demonstrate the use of my software.",40%,Very Important,Occasionally,Almost every time,Occasionally,Almost every time,(1) lme4 (2) MASS (3) deSolve,"C/C++, Fortran, Shell Script",,r.turner@auckland.ac.nz 12/28/2017 9:54:53,30 -- 40,Male,Europe,Doctorate's,Medical bioinformatics,Retail,Software Engineer/Programmer,http://github.com/backlin/adeba,Yes,90%,One day ago,6--10 developers,Very important,Important,More time,More time,Same amount of time,Very important,Very important,Important,Somewhat important,Important,Important,Very important,,,,,Almost every time,Almost every time,Every time,Almost every time,Every time,Almost every time,I consult the software specification and choose the next piece to implement.,Very important,Very important,Important,Very important,Very important,Important,Very important,,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,"Dependency management, making time estimates, writing documentation",,,Seldom,Occasionally,Almost every time,Every time,"glmnet, ggplot2, dplyr ","Python, Go",,igor.weise@christofer.backlin.se 1/1/2018 17:35:01,18 -- 30,Male,Europe,Doctorate's,Mathematics,Statistics - Parameter estimation,"Adacemic Researcher (professor, post-doc, etc), Government Research Scientist",https://github.com/thiagopod17,Yes,10%,One month ago,1 developer ( I work alone),Very important,Very important,Much more time,More time,Same amount of time,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Very important,Important,Not at all important,Not at all important,Somewhat important,Very important,Almost every time,Every time,Almost every time,Almost every time,Occasionally,Occasionally,A mix of supervisors advices and specific needs I find important,Somewhat important,Somewhat important,Not at all important,Not at all important,Not at all important,Somewhat important,Somewhat important,Not important,Novice understanding,Understand for the most part,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Correctly specifying objectives of functions; Maintain test cases when functions get more general; ,20%,Very Important,Seldom,Almost every time,Seldom,Occasionally,fGarch; TimeSeries; doMC,,, 1/2/2018 7:17:34,30 -- 40,Male,Europe,Doctorate's,Statistics,climate change science,"Adacemic Researcher (professor, post-doc, etc)",,Yes,80%,One day ago,1 developer ( I work alone),Important,Somewhat important,More time,More time,More time,Very important,Very important,Important,Not important,Not important,Important,Important,Not at all important,Not important,Very important,Very important,Seldom,Seldom,Every time,Seldom,Seldom,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Very important,Very important,Somewhat important,Somewhat important,Somewhat important,Not at all important,No idea what it means,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Vague understanding,Novice understanding,Vague understanding,own bugs; extending programs - the larger/older the code becomes the more difficult it is to add features due to insufficient planning; changes of dependencies,80%,Very Important,Seldom,Every time,Every time,Almost every time,ncdf4; sp; lattice,"Python, Shell Script, IDL",,thomas.mendlik@uni-graz.at 1/2/2018 12:48:24,40 -- 50,Female,North America,Doctorate's,Statistics,Biostatistics,"Adacemic Researcher (professor, post-doc, etc), Manager/Supervisor",,Yes,10%,One day ago,1 developer ( I work alone),Very important,Very important,Much more time,Same amount of time,Same amount of time,Very important,Very important,Important,Not important,Somewhat important,Somewhat important,Very important,Not at all important,Important,Very important,Very important,Occasionally,Occasionally,Every time,Almost every time,Occasionally,Almost every time,I decide what I want to work on next,Not important,Somewhat important,Important,Very important,Important,Important,Somewhat important,Somewhat important,No idea what it means,Vague understanding,Understand for the most part,Understand for the most part,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,"Software development is an integral part of my research output. Yet, I have no training in it. Everything is self-learned. I have no budget to hire competent professionals - only students in my discipline, who are also not trained to develop software. ",50%,Very Important,Almost every time,Every time,Almost every time,Every time,,"C/C++, Shell Script",, 1/3/2018 6:57:08,30 -- 40,Male,Europe,Doctorate's,Statistics,Clinical research in pharmaceutical company,Industrial Research Scientist,https://cran.r-project.org/web/packages/crmPack/index.html,Yes,10%,One day ago,2--5 developers,Important,Important,Much more time,More time,Same amount of time,Very important,Very important,Important,Not important,Important,Very important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Almost every time,Occasionally,Almost every time,Seldom,Seldom,Almost every time,I decide what I want to work on next,Important,Very important,Very important,Important,Somewhat important,Somewhat important,Not important,Not important,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Novice understanding,Vague understanding,No idea what it means,No idea what it means,Changes in R-packages that I depend on; C/C++ problems flagged by R-Core team,30%,Very Important,Seldom,Almost every time,Seldom,Every time,"dplyr, ggplot2, stats","C/C++, Shell Script",,sabanesd@roche.com 1/3/2018 8:54:30,18 -- 30,Male,Europe,Master's,Mathematics,Health Care,Software Engineer/Programmer,https://github.com/cran/GENEAclassify,Yes,60%,One day ago,2--5 developers,Very important,Very important,Much more time,More time,Same amount of time,Somewhat important,Not important,Very important,Very important,Not at all important,Somewhat important,Important,Not important,Not important,Important,Very important,Occasionally,Almost every time,Almost every time,Every time,Almost every time,Occasionally,I consult the software specification and choose the next piece to implement.,Very important,Very important,Important,Very important,Very important,Very important,Very important,Very important,Understand for the most part,Understand for the most part,Novice understanding,Expert-level understanding,Expert-level understanding,Understand for the most part,Understand for the most part,Understand for the most part,Being able to distribute the software and getting others to correctly use it,60%,Very Important,Occasionally,Almost every time,Almost every time,Occasionally,"signal, changepoint and rpart","Python, C#, Fortran, Matlab",,charles@Sweetland-solutions.co.uk 1/3/2018 10:14:43,30 -- 40,Male,Europe,Doctorate's,Prehistory,Prehistory,"Adacemic Researcher (professor, post-doc, etc), Teacher",https://cran.r-project.org/web/packages/Laterality/,Yes,10%,One month ago,2--5 developers,Important,Important,Much less time,Less time,Same amount of time,Very important,Important,Somewhat important,Not at all important,Not important,Somewhat important,Important,,,Very important,Very important,Every time,Occasionally,Almost every time,Occasionally,Seldom,Seldom,I look at yesterday's (the most recent) results and decide what to change in the program today.,Somewhat important,Important,Important,Very important,Important,Somewhat important,Somewhat important,Important,Novice understanding,Novice understanding,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Understand for the most part,"I do not have enough time for this. As this is poorly valued by my institution, other duties come first.",10%,Very Important,Occasionally,Occasionally,Seldom,Every time,"ggplot2, geomorph, FactoMineR","Python, Java/Android",,antony.borel@mnhn.fr 1/3/2018 13:43:44,18 -- 30,Male,Europe,Doctorate's,Ecology,Ecology,"Adacemic Researcher (professor, post-doc, etc), Software Engineer/Programmer, Teacher",https://github.com/iainmstott/popdemo,Yes,10%,One month ago,2--5 developers,Very important,Somewhat important,More time,Same amount of time,Same amount of time,Very important,Important,Not important,Not important,Not at all important,Somewhat important,Very important,,,Very important,Very important,Occasionally,Almost every time,Every time,Almost every time,Every time,Every time,I consult with my colleagues.,Somewhat important,Somewhat important,Important,Somewhat important,Somewhat important,Important,Not important,Not at all important,No idea what it means,No idea what it means,Understand for the most part,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,Expert-level understanding,"Bad error / warning reports, bad documentation",30%,Very Important,Occasionally,Occasionally,Almost every time,Every time,"MCMCglmm, popdemo, devtools",,, 1/3/2018 19:44:59,40 -- 50,Male,North America,Doctorate's,Ecology & Evolution,Ecology & Evolution,researcher in non-profit organization,https://cran.r-project.org/,Yes,10%,One month ago,2--5 developers,Important,Somewhat important,More time,More time,Same amount of time,Very important,Somewhat important,Not at all important,Not at all important,Not at all important,Somewhat important,Somewhat important,Somewhat important,Important,Important,Important,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,Occasionally,I decide what I want to work on next,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Somewhat important,Novice understanding,Novice understanding,Novice understanding,Novice understanding,Understand for the most part,Novice understanding,Understand for the most part,Understand for the most part,,40%,Very Important,Occasionally,Almost every time,Occasionally,Occasionally,"graphics, stats, FNN",,,