Centering Racial Equity Throughout Data Integration 2.0
An updated guide for public sector and civic data users to embed racial equity and community voice throughout the data life cycle—from planning to dissemination.

The second iteration of this toolkit offers an expanded, action-oriented framework for integrating racial equity into every phase of data work—from governance and infrastructure to analysis and public reporting.
It includes updated self-assessment tools, case studies, and reflective prompts to help teams operationalize equity, engage community partners, and prevent harm in data use. Designed for cross-sector collaboration, the toolkit supports building trust and accountability in data systems that affect marginalized communities.
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Centering Racial Equity Throughout Data Integration
This toolkit provides practical guidance for agencies, researchers, and community partners to embed racial equity throughout every stage of data integration and use.