resources.qmd

# Resources

Here you will find a curated list of resources related to the development, implementation and scaling of the principles and practices outlined in this Equity Data Handbook.

## Data Ethics

-   [GovOps medium article on Data Ethics](https://medium.com/caldata/practical-data-ethics-summary-of-what-were-learning-24d0e9d89cd0)
-   [Federal data ethics framework](https://resources.data.gov/assets/documents/fds-data-ethics-framework.pdf)
-   [Data Ethics Canvas](https://directory.civictech.guide/listing/the-odis-data-ethics-canvas)
-   [Ethics Framework (CalData)](https://medium.com/caldata/practical-data-ethics-summary-of-what-were-learning-24d0e9d89cd0); [Framework at a Glance](https://drive.google.com/file/d/14Hl6i2w3CImqrzLLYuB27PFD6DNdzdHX/view)
-   [Looking at Data Through an Equity Lens](https://ascd.org/el/articles/looking-at-data-through-an-equity-lens)
-   [Academic Data Science Alliance Data Science Ethos](https://ethos.academicdatascience.org/)
-   [Five Ethical Risks to Consider before Filling Missing Race and Ethnicity Data](https://www.urban.org/sites/default/files/publication/103830/five-ethical-risks-to-consider-before-filling-missing-race-and-ethnicity-data-workshop-findings_0.pdf)

## Best Practices and Frameworks

-   [Data Equity Framework](https://weallcount.com/the-data-process/)
-   [Principles for Advancing Equitable Data Practice](https://www.urban.org/sites/default/files/publication/102346/principles-for-advancing-equitable-data-practice.pdf)
-   [CalEPA Practices to Advance Racial Equity in Workforce Planning](https://calepa.ca.gov/wp-content/uploads/sites/6/2021/11/Practices-to-Advance-Racial-Equity-in-Workforce-Planning.sw_.jh_.pdf?emrc=175a3b)
-   [Principles for Using Public Health Data to Drive Equity: A guide to embedding equitable practices throughout the data life cycle](https://www.cdcfoundation.org/data-equity-principles?inline)
-   [California Data Strategy](https://innovation.ca.gov/pdf/CalData_Californias_Data_Strategy_2020.pdf) (2020) and ensuing [Report](https://innovation.ca.gov/reports/data-strategy-report-2024/) (2024)
-   [California Indian Water Rights Study](https://water.calindian.org/)
-   [Antiracist Data Project Survey and Focus Group Findings](https://cssp.org/wp-content/uploads/2021/09/Our-Identities-Ourselves-Project-Infographic-FINAL.pdf)
-   [The National Equity Atlas](https://nationalequityatlas.org/)
-   [MN DOT Governance and Best Practices](https://github.com/user-attachments/files/16605638/MnDOT.Governance.and.Best.Practices.and.User.Requirements.1.docx)
-   [Considering Equity in Community Impact Analysis for Projects](https://dot.ca.gov/-/media/dot-media/programs/environmental-analysis/documents/ser/equity-guidance-a11y.pdf)

## Toolkits

-   [A Toolkit for Centering Racial Equity Throughout Data Integration](https://aisp.upenn.edu/resource-article/a-toolkit-for-centering-racial-equity-throughout-data-integration/)
-   [Beyond Compliance Network Advocacy Toolkit](https://beyondcompliance.pubpub.org/pub/c90gqevm/release/2)
-   [The Water Boards Office of Research Planning and Performance Water Conservation and Urban Water folks tool](%3Chttps://www.waterboards.ca.gov/water_issues/programs/conservation_portal/water-use-explorer/)
-   [Water Boards Division of Drinking Water SAFER Outreach Tool](https://gispublic.waterboards.ca.gov/portal/apps/webappviewer/index.html?id=70d27423735e45d6b037b7fbaea9a6a6)

## Resource Hubs

-   [Water Boards Racial Equity Data Resource Hub](https://gispublic.waterboards.ca.gov/portal/apps/experiencebuilder/template/?data_id=dataSource_14-0%3A10&id=b02e68db0fa7452aad0b08d3c65d4a93)
-   [Water Boards Environmental Justice Roundtable Resource Catalog](https://cawaterboards.sharepoint.com/:w:/r/sites/WB-OPP-EJRoundtable/Materials/Resources/EJRT_Resources%20Catalogue.docx?d=wbf0bd2eff6e943f0ad5c9972554eb1f4&csf=1&web=1&e=b39KxT)
-   [California Office of Data and Innovation: Innovation Hub](https://innovation.ca.gov/)