Software Carpentry

Software Carpentry
Name	Software Carpentry
Formation	1998
Founders	Greg Wilson, Jeffrey Heer, Carpentries Project
Type	Non-profit educational initiative
Headquarters	United States
Focus	Teaching computing skills to researchers and practitioners

Software Carpentry

Software Carpentry is an educational initiative that teaches foundational computing skills to researchers, scientists, and professionals. It offers short, intensive workshops and training materials focused on reproducible workflows, version control, programming, and data management. The project has influenced practices across academic institutions, research laboratories, and technology organizations worldwide.

History

Software Carpentry began in 1998 as an effort to improve computational skills among researchers in scientific fields. Early work intersected with communities surrounding Los Alamos National Laboratory, Lawrence Berkeley National Laboratory, National Institutes of Health, and National Science Foundation-funded projects. Key figures in the movement include Greg Wilson, who helped formalize workshop formats, and collaborators who worked with initiatives related to Unix, Python (programming language), and version control adoption. The project evolved through interactions with events like SciPy (conference), PyCon, and collaborations with institutions such as Carpentries Project partners. Over time, the initiative integrated pedagogical techniques drawn from EdX, Coursera, and open education movements, while adapting to shifts in research computing exemplified by resources like TACC and NERSC.

Mission and Goals

The initiative aims to raise computational literacy among practitioners affiliated with institutions such as Harvard University, Stanford University, University of Cambridge, University of Oxford, and research centers like CERN and European Molecular Biology Laboratory. Goals include promoting reproducible research practices championed by figures associated with open science and tools connected to GitHub, Jupyter Notebook, and R (programming language). The effort also aligns with policy and funding priorities articulated by organizations like Wellcome Trust and Bill & Melinda Gates Foundation that support transparency and data stewardship in projects such as Human Genome Project-style consortia. Primary objectives emphasize practical skills tied to workflows used in labs and teams at places like Max Planck Society, Wellcome Sanger Institute, and NASA centers.

Curriculum and Workshops

Curricula are modular and revolve around core topics including shell usage exemplified by Bash, programming with languages such as Python (programming language) and R (programming language), version control using systems associated with Git (software), and literate programming via environments like Jupyter Notebook and RStudio. Workshops typically last two days and follow lesson structures influenced by pedagogies from The Carpentries and educational research from scholars connected to Carnegie Mellon University and University of Washington. Lessons emphasize hands-on exercises adapted for audiences from domains represented by Astronomy, Genomics, Climate Science, and computational groups at Los Alamos National Laboratory. Materials are openly licensed and hosted in repositories consistent with practices endorsed by Open Knowledge Foundation and Mozilla Foundation community projects. Assessment and iteration draw on tools and ideas from initiatives such as Teaching Company-style bootcamps and workshop models seen at conferences including SciPy (conference) and NEURIPS.

Instructor Training and Community

Instructor training programs formalize teaching skills and assessment methods used by volunteers affiliated with organizations like The Carpentries, Mozilla Foundation, and academic centers at University of British Columbia and University of Toronto. Trainers learn evidence-based teaching techniques with influences from educational researchers at Harvard Graduate School of Education and multi-institution consortia such as HPC training networks. A global community of instructors and helpers coordinates through platforms used by GitHub, Slack (software), and mailing lists similar to those used by Association for Computing Machinery special interest groups. Regional hubs mirror structures seen in networks like European Grid Infrastructure and partnerships with entities like ELIXIR and national libraries.

Impact and Adoption

The initiative has been adopted at universities such as Massachusetts Institute of Technology, Princeton University, University of California, Berkeley, and research institutes like Scripps Research and Broad Institute. Its influence is visible in the uptake of version control workflows promoted by GitHub and in reproducible analysis practices using Jupyter Notebook and R Markdown. Case studies include improvements in project collaboration at labs funded by National Institutes of Health and grants from agencies like Natural Sciences and Engineering Research Council and European Research Council. Workshops have been incorporated into curricula at training programs run by EMBL-EBI and professional development offerings at organizations such as IEEE and American Geophysical Union.

Funding and Organization

Support has come from a mix of foundations, government agencies, and institutional partners including Alfred P. Sloan Foundation, Gordon and Betty Moore Foundation, National Science Foundation, and university departments at places like University of California campuses. Organizational structures align with non-profit governance models used by entities such as Open Knowledge Foundation and partnerships with umbrella groups like The Carpentries to coordinate instructor training, workshop logistics, and material maintenance. Funding mechanisms include grants, membership contributions from host institutions like Wellcome Sanger Institute and corporate sponsorships from technology companies that participate in community-building efforts similar to those fostered by Google Summer of Code and Microsoft Research.

Category:Educational organizations