Berkeley Institute for Data Science (BIDS)

What Berkeley Institute for Data Science (BIDS) does

Berkeley Institute for Data Science (BIDS) is an interdisciplinary research institute founded in 2013 and hosted within UC Berkeley's College of Computing, Data Science, and Society (CDSS). Its mission is to advance data-intensive research across the life, social, and physical sciences, supported by methodological expertise in computer science, statistics, and applied mathematics. BIDS operates a portfolio of programs rather than a single commercial product: the Open Source Program Office (OSPO), data science training programs (including the NSF-funded CRELS initiative), the Cultural Analytics Group, the CLEAN Initiative for police accountability, Berkeley DataHub (cloud-based Jupyter infrastructure), and the newly launched AI Futures Lab. The institute is home to founding and core maintainers of Project Jupyter (Fernando Pérez, Min Ragan-Kelley, Jarrod Millman), and it stewards the broader scientific Python ecosystem including NumPy and scikit-image.

BIDS's technology base is anchored in open-source scientific computing tools, most notably the Jupyter ecosystem (Jupyter, JupyterHub, Binder) and the Python scientific stack. The institute applies machine learning and large language models across a striking range of modalities: NLP extraction over 750,000+ pages of police misconduct documentation, predictive models for national eviction risk, computer vision for film analysis and geospatial video (Spatialyze), generative AI for cultural heritage metadata enrichment, and multimodal methods for cultural analytics. A 5,000 sq ft AI Futures Lab opened in 2025 in partnership with UC Investments provides a Jupyter-powered cloud workspace connecting government, industry, and nonprofit collaborators.

BIDS does not operate a commercial revenue model: all programs, training, and software are offered free to the research community. The institute is funded through a combination of university allocations, federal research grants (notably NSF awards of $3M for CRELS and $2M for POSE), and strategic partnerships with entities such as UC Investments, UCSF, and Accenture. It serves faculty, researchers, students, journalists, civil rights advocates, and policy makers, and it operates as a non-profit, non-equity-bearing unit of the University of California system rather than an investable enterprise.

Name

Berkeley Institute for Data Science (BIDS)

Legal name

Berkeley Institute for Data Science (BIDS)

Website

https://bids.berkeley.edu

Company type

Private

Founded year

2013

Operating status

Operating

Headcount range

11–50 employees

Short description

Berkeley Institute for Data Science (BIDS) is a UC Berkeley research institute that advances open-source scientific computing (notably the Jupyter ecosystem) and applies data science and AI across disciplines. It serves faculty, researchers, students, and public-interest partners through programs, training, and collaborative research.

Ownership category

akta.pro rank

Headquarters

HQ city

Berkeley

HQ country

United States

HQ region

North America

Offices2 records

Markets served

GTM type

B2B

Offering type

Services

Cost components

Personnel, Operations, Infrastructure, Technology or R&D, Others

Revenue model

1. NSF Research Grants: BIDS receives federal research funding through NSF grants including $3M for the Computational Research for Equity in the Legal System (CRELS) program and NSF POSE funding for open source ecosystem training.
2. UC System Funding: Institutional funding from UC Investments for the AI Futures Lab partnership.

Go-to-market motion1 record

Distribution channels1 record

Marketing channels7 records

Core offering

BIDS is an interdisciplinary research institute at UC Berkeley that facilitates data-intensive research across the life, social, and physical sciences. It develops and contributes to open-source scientific computing tools (notably the Jupyter ecosystem and scientific Python stack), delivers data science training programs including the CRELS doctoral training program, runs research initiatives such as the Cultural Analytics Group and CLEAN police accountability initiative, and operates collaborative research infrastructure including Berkeley DataHub and the AI Futures Lab.

Product overview

Berkeley Institute for Data Science (BIDS) is an interdisciplinary research institute anchored in open scholarship, open source, and AI in science and society. Rather than a single commercial product, BIDS operates as a portfolio of interconnected programs: the Open Source Program Office (OSPO) supports open-source software development; Training Programs including CRELS provide data science education; Cultural Analytics Group applies computational methods to cultural research; the CLEAN Initiative builds police accountability databases; the AI Futures Lab provides collaborative research space; and Berkeley DataHub offers cloud-based Jupyter infrastructure. These programs facilitate data-intensive research, open-source software, and training across domain sciences from life and social sciences to physical sciences, computer science, statistics, and applied mathematics.

Differentiator

Problem solved

Functional benefit

Brands

• Open Source Program Office (OSPO): Program that facilitates knowledge sharing and promotes best practices for open-source projects at every stage of their lifecycle.
• AI Futures Lab
• Cultural Analytics Group
• CLEAN Initiative
• Center for Cultural Analytics

Products and services

• Open Source Program Office (OSPO)

Quantifiable outcome

• 150+ participants from UC system gathered at UC Open Summit 2026
• +1 more outcomes

Named customers3 records

Segments3 records

Ideal customer profiles3 records

Technology focussed No

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability10 records

Feature4 records

Partnerships

Six partnerships are on record, tiered core, major and minor.

• UCSFcoreStrategic or Co-development Partner · 6 July 2026Joint Bakar Computational Biomedicine Initiative bringing together world-class faculty expertise in computing, AI, statistics, biology and medicine to accelerate advances in clinical care from disease prevention to early-detection and new therapeutics.
• UC OSPO NetworkmajorStrategic or Co-development Partner · 22 April 2026BIDS and UC OSPO Network members co-hosted the second annual UC Open Summit 2026 in Berkeley, gathering 150+ open source enthusiasts, researchers, and educators from across the UC system.
• UC InvestmentscoreStrategic or Co-development Partner · 28 May 2025Visionary partnership establishing the AI Futures Lab - a pioneering model connecting UC's intellectual capital with long-term investment strategy. The Lab occupies 5,000 sq ft of office space near campus with Jupyter-powered cloud workspace connecting government, industry, and nonprofits.
• AccenturemajorGTM or Marketing Partner · 4 October 2023BIDS and Accenture co-host Responsible AI and Generative AI Leaders Circle events bringing together leading thinkers from academia and industry. Partnership includes BIDS-Accenture Fellows program.
• Center for Human-Compatible Artificial Intelligence (CHAI)coreStrategic or Co-development PartnerBIDS-CHAI Data Science Research Scholar program brings together researchers working on AI and societal implications, including George Obaido who works with BIDS Faculty Affiliate Rediet Abebe.
• University of Ljubljana (Slovenia)minorStrategic or Co-development PartnerInternational workshop collaboration on AI methods for folkloristic narratives research, with BIDS Associate Faculty Director Tim Tangherlini giving keynote speech.

Scale indicators5 records

Recent moves7 records

Expansion highlights5 records

Direct peers

• MIT Schwarzman College of Computing: MIT Schwarzman is a cross-disciplinary computing and AI college that integrates AI research with social sciences and policy. BIDS shares MIT's focus on interdisciplinary AI, open-source tools, and connecting academic research with industry and government stakeholders.
• NYU Center for Data Science: NYU CDS is a university-wide data science institute focused on advancing methods, training, and interdisciplinary applications. It is a close structural peer to BIDS, with a similar blend of research, training, and industry/government engagement.
• Stanford Institute for Human-Centered Artificial Intelligence (HAI): Stanford HAI is a university-based interdisciplinary AI research institute that convenes faculty, industry, and policy stakeholders. Like BIDS, it anchors AI research at a top-tier university, pursues industry partnerships, and operates training and fellowship programs.
• Columbia University Data Science Institute (DSI): Columbia DSI is a university-wide institute that drives data science research, education, and industry collaboration. It is comparable to BIDS in structure and mission as a cross-disciplinary data science hub within a major research university.
• University of Chicago Data Science Institute: UChicago DSI is a cross-disciplinary data science institute that links research, education, and policy work. Its portfolio of methods, applications, and external partnerships mirrors BIDS's structure.
• The Alan Turing Institute: The UK's national data science and AI institute, headquartered at the British Library, is a mission-aligned peer: government- and university-funded, interdisciplinary, focused on data science research, training, and translating research into societal impact.

Emerging players

• The Jupyter Project (Project Jupyter Steering Council): Project Jupyter is the open-source community that BIDS has historically helped steward. It is comparable to BIDS as a peer governing entity for shared scientific computing infrastructure, with overlapping maintainers and contributors.
• NumFOCUS: NumFOCUS is a nonprofit that fiscally sponsors and sustains open-source scientific computing projects (NumPy, SciPy, Jupyter, etc.). It is comparable to BIDS as a steward of the scientific Python ecosystem and shares overlapping community and funding relationships.

Broad incumbents

• Arnold Ventures: Arnold Ventures is a major philanthropy that funds evidence-based policy research, including criminal justice reform. BIDS's CLEAN initiative operates in an overlapping funding space for accountability and criminal justice data work.
• Schmidt Futures: Schmidt Futures is a philanthropic initiative that funds large-scale science, AI, and talent programs. It is a comparable funder/program operator in BIDS's space, with broader mandate but overlapping interest in AI talent, open science, and academic-industry partnerships.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• Xx.com/UCBIDS
• YouTubeyoutube.com/user/UCBIDS
• LinkedInlinkedin.com/company/berkeley-institute-for-data-science-bids-

Revenue estimate

Valuation estimate

Number of profiles

Profiles10 records

Funding overview

Funding rounds

Investors

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M&A

Investments

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Frequently asked questions about Berkeley Institute for Data Science (BIDS)