What questions should data consultants or volunteers ask nonprofits and foundations to make sure the project succeeds and enacts their values?

This checklist was developed by a working group of nonprofits, funders, and data scientists as a way to anticipate and prepare for ethical tensions when working together. Use it at the beginning (and throughout) a partnership between external data experts (volunteers or contractors) and nonprofit organizations or foundations.

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