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The Responsible Data Science Framework

Prioritizing best practices and ethical outcomes

The Responsible Data Science (RDS) Framework is a dynamic, living document created by and for the data science community. It’s a practical tool that guides organizations and data professionals in applying the four RDS principles—Fairness, Transparency, Privacy, and Veracity—to their data science projects. Our framework maps out key considerations and steps to find the most ethical outcomes possible.

We use the framework in our own projects and have made it readily available to others. We envision a world where RDS is the standard across all industries. While the second version was published in early 2024, thanks to the work of our RD Working Group members and volunteers, we always strive to keep the framework relevant to the ever-evolving tech landscape.

Provide Feedback on the Framework

You can help by sending us comments and suggestions on identifying key considerations, best practices, and open-source tools for ensuring RDS principles in data science projects. We encourage contributions from a diverse range of perspectives and backgrounds, including, but not limited to, data professionals, policymakers, and educators.

Please submit your comments to rdsframework@datasciencealliance.org or via the form below. We will review all submissions and use them to inform the development of the RDS Framework.

Read FrameworkSUBMIT COMMENTS here


Note: Comments may be made publicly available, so please refrain from including any personal or sensitive information. We look forward to hearing your thoughts and working together to ensure that data science is used as a force for good.

Disclaimer about contributors: The RDS Framework is a product of collaboration by luminaries and professionals from various industries. Inclusion as a “Contributor” recognizes one’s participation in the document but does not imply that individual’s endorsement of all sections of the Framework.

HOW YOU CAN HELP

VOLUNTEER

Be a part of the RDS movement. Help us foster awareness and grow our impact. Let us know how you’d like to apply your background and expertise to this project!

DONATE

Click here to donate to DSA’s various projects, events, and efforts that promote the growth of a RDS ecosystem. Together, we can lead the responsible way forward.

Check donations

Kindly make checks payable to 501c(3): Data Science Alliance and use “RDS Framework Project” on any references or memos. Our mailing address is:

Data Science Alliance
11512 El Camino Real Suite 340
San Diego, CA 92130

DAF

When granting through your donor-advised fund, please use the following information:

Our legal name: Data Science Alliance
Tax ID/EIN: 84-3819214
Mailing address: 11512 El Camino Real Suite 340, San Diego, CA 92130

Stock or Wire

If you’d like to give a gift via wire or stock, please reach out to info@datasciencealliance.org for our account information.

We're able to accept donations in the form of stock, government (including municipal) debt, and corporate debt through the Depository Trust Company (DTC). For security, settlement, and reduced paperwork, electronic transfer through the DTC is preferred. This can be arranged from most brokerage accounts.

Apply as a DSA Volunteer

Our volunteers play a key role in developing future versions of the RDS Framework, providing insight and expertise on how it can be further refined and applied.

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