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Education Nonprofitssoftware-carpentry.orgUpdated

Software Carpentry is a Carpentries program teaching essential research computing skills to researchers.

Overview

The Carpentries is a nonprofit organization that develops and teaches workshops and open-licensed lesson materials to improve researchers’ computing skills. Software Carpentry is a lesson program within The Carpentries, with a mission to provide researchers with high-quality, domain-specific training covering all aspects of research software engineering. The organization emphasizes hands-on, collaborative learning and a learner-centered approach delivered by a global community of volunteer instructors. Its programs focus on building core computing capabilities for research, enabling researchers to work more efficiently, reproduce results, and collaborate effectively. The Carpentries creates and maintains accessible curricula and resources that are freely reusable and adaptable under open licenses. Its target audience includes researchers with varying levels of programming experience who want to move from ad hoc scripting to more robust, shareable software. The organization endorses evidence-based pedagogy, rapid content iteration, and a welcoming environment that supports ongoing engagement, mentorship, and community building across disciplines and geographies.

Mission statement

Software Carpentry develops and teaches workshops on the fundamental programming skills needed to conduct research. Our mission is to provide researchers high-quality, domain-specific training covering all aspects of research software engineering.

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What we offer

Software Carpentry

Service

Provides high-quality training for researchers to enhance their computing skills.

Pricing not published

software-carpentry.org/

Data Carpentry

Service

Empowers researchers with essential data skills for efficient analysis and visualization.

Pricing not published

datacarpentry.org/

Library Carpentry

Service

Enhances library professionals' skills in software development and data science.

Pricing not published

librarycarpentry.org/

Carpentries Incubator

Facilitates collaborative curriculum development for research training.

Pricing not published

carpentries-incubator.org/

Carpentries Lab

Empowers collaborative development and testing of Carpentries lesson materials.

Pricing not published

carpentries-lab.org/

Software Carpentry Workshops

Service

Enhance computing skills through hands-on workshops taught by trained instructors.

Pricing not published

software-carpentry.org/workshops/

Market segments

Market size by segment

Growth potential (CAGR)

Research computing training

0.9 Billion USD12% CAGR

Hands-on workshops and curricula that teach researchers core computing practices—command line, version control, and programming—to improve reproducibility, efficiency, and collaboration.

Products: Software Carpentry, Software Carpentry Workshops

Research computing and statistical analysis

14.14 Billion USD10.71% CAGR

Statistical analysis, data visualization, and computational tools for research, classroom instruction, and analytic workflows.

Products: Data Carpentry, Software Carpentry Workshops

Open curriculum development

2 Billion USD10% CAGR

Collaborative development, incubation, and maintenance of open‑licensed lesson materials and curricula enabling community-driven, reusable educational content.

Products: Carpentries Incubator, Carpentries Lab

Library data and digital skills training

0.5 Billion USD8.5% CAGR

Instruction and lesson materials that adapt data and digital practices for library professionals, focusing on data stewardship and applied technical skills.

Products: Library Carpentry

More information about our offering

Software Carpentry

Software Carpentry is a lesson program within The Carpentries that teaches basic lab skills for research computing. It focuses on topics like the Unix shell, version control with Git, and programming in Python or R; delivered via hands-on workshops by a global community of volunteer instructors. This program aims to improve researchers' computational efficiency, collaboration, and reproducibility. All lesson materials are freely reusable under an open license.

Pricing not published

  • Ensures Relevant Learning
    Leveraging evidence-based techniques and continuous feedback allows the curriculum to remain relevant and effective for participants.
  • Facilitates Code Management
    Teaching version control with Git empowers researchers to manage their code efficiently while enabling collaboration with peers.
  • Leverages Global Expertise
    A diverse network of volunteer instructors ensures workshops are delivered by knowledgeable individuals with practical experience, enhancing the learning experience.
  • Promotes Active Learning
    Workshops are designed to be interactive and tailored to participants' needs, fostering an engaging learning environment.
  • Allows Material Adaptation
    All lesson materials are available under an open license, enabling users to adapt and reuse them for varied learning contexts.
  • Builds Analytical Skills
    Training in Python equips researchers with the skills to implement reproducible analyses, improving research output and collaboration.
  • Enhances Statistical Analysis
    R programming training empowers researchers to perform statistical analyses and create visualizations that enhance data interpretation.
  • Strengthens Command-Line Skills
    Training in the Unix shell provides essential command-line skills that are foundational for efficient computing and data manipulation.

Data Carpentry

Data Carpentry is a Carpentries lesson program focusing on data organization, cleanup, analysis, and visualization. It complements Software Carpentry within The Carpentries and uses community-led, practical lessons to build data skills.

Pricing not published

  • Enhances Data Understanding
    Equips researchers with the skills to effectively analyze their data and generate meaningful visual representations, leading to better insights and communication of results.
  • Ensures Data Integrity
    Teaches essential techniques for structuring and refining datasets, significantly improving the accuracy and reliability of data analysis.
  • Promotes Accessibility
    All lessons are freely reusable, allowing educators and researchers to adapt materials for varied learning contexts, thus broadening access to essential training resources.
  • Encourages Collaboration
    Fosters a collaborative learning environment by integrating community knowledge and experiences, enhancing the relevance and applicability of the training.

Library Carpentry

Library Carpentry is a Carpentries lesson program applying software development and data science concepts to library contexts. It offers open-licensed lessons that adapt software and data skills to libraries.

Pricing not published

  • Enhances Library Skills
    Library Carpentry empowers library professionals by introducing relevant software development and data science principles.
  • Freely Accessible Resources
    Library Carpentry's open-licensed lessons allow for broad adaptation and reuse, making valuable content accessible to all library professionals.

Carpentries Incubator

Carpentries Incubator is a program within The Carpentries that supports the development of new curricula and lesson materials. It fosters collaborative lesson development and community-driven projects.

Pricing not published

  • Enhances Curriculum Creation
    Empowers multiple contributors to collaborate effectively, ensuring diverse perspectives are integrated into lesson materials.
  • Guides Lesson Development
    Offers a framework that assists in the transition of innovative teaching concepts into comprehensive, tested curricula ready for implementation.
  • Boosts Community Engagement
    Creates a platform for educators and researchers to contribute ideas and resources, enhancing the relevance and applicability of lesson materials.

Carpentries Lab

Carpentries Lab is a Carpentries initiative listed under Lesson Development. It provides a platform for collaborative development and experimentation of Carpentries materials.

Pricing not published

  • Enables Collaboration
    Facilitates real-time collaboration among teams to create, refine, and test educational materials, fostering a community-driven approach to development.

Software Carpentry Workshops

Workshops offering Software Carpentry content with past and upcoming events, taught in-person or online by instructors and helpers. Courses cover core topics such as shell, Git, and Python or R.

Pricing not published

  • Learn From Experienced Educators
    All workshops are facilitated by skilled instructors, ensuring a supportive and engaging learning environment while assistants provide additional help.
  • Master Essential Research Tools
    Participants gain practical experience in vital programming and version control skills, enhancing their research capabilities and efficiency.
  • Participate Remotely Or In Person
    Flexibility in participation format allows accessibility for a wider audience, catering to various learning preferences and logistical situations.
  • Utilize Freely Available Resources
    Participants and organizations can leverage open-licensed materials for further learning and teaching, fostering a culture of collaborative education.

Sources

Methodology and sourcing behind the figures and links shown above.

Research computing training

No explicit figures for "research computing training" were found in the results. I treated it as a niche subset of broader IT training and cloud/advanced computing education markets. Using the IT training market ($86.49B in 2024) as a base and assuming research-focused, specialist training represents roughly 1% of that market yields ~USD 0.9B. Growth potential is set above general IT training (6.2% CAGR) but below the fastest cloud/next-generation education segments (20–23% CAGR), resulting in an estimated ~12% CAGR reflecting accelerated demand for reproducible research, HPC and domain-specific computing skills.

Research computing and statistical analysis

Primary estimate uses Market Research Future’s Statistical Analytics market figure of USD 14.14 billion (2024) and its projected 10.71% CAGR (2025–2035). This is supported by adjacent market data: the larger HPC/HPDA market (USD 59.33B in 2025, ~9% CAGR) and an alternative statistical-software estimate (USD 7.1B in 2024, ~9.2% CAGR), which together indicate strong demand for research computing and statistical-analysis tools.

Open curriculum development

Estimated by triangulating: (1) Statista’s global Online Education revenue (~US$281.0B in 2026) as an upper market context, (2) MRFR’s MOOCs market (~US$11.43B in 2024; 14.78% CAGR) as the specialized course/content segment, and (3) an example curriculum submarket (early education courses ~US$15B) to show content-market scale. Open‑curriculum development is a niche, community‑driven subset of content and curriculum services (likely under 1% of global online education revenues). Using a midpoint of that implied range gives an estimated market size of about US$2.0B. Growth potential is set between the broad online‑education CAGR (low single digits) and higher specialist/course segment CAGR (mid‑teens), yielding an estimated ~10% CAGR for open curriculum development.

Library data and digital skills training

No explicit market-size or CAGR figures were present in the supplied search results. Estimate derived using internal sector reasoning: the market is a narrow niche of professional development/e-learning aimed at libraries (public, academic, school, special) with modest per-organisation training budgets (roughly low hundreds to low thousands USD annually). Aggregating plausible per-organisation spend across the global population of library organisations and professionals and aligning with broader e-learning/professional-skills training growth rates yields an estimated global market of about $0.5B and a mid-single-digit to low-double-digit growth potential (CAGR ~8.5%).

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