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.
Water Boards Webinars & Trainings
- Analyzing Data for Racial Equity. Jun 2025. Hannah Cushman Garland & Anna Holder. State Water Board Racial Equity Data Subcommittee Training.
- Module 1: Identifying Injustice Slides | Recording
- Module 2: Interrogating Mechanisms Slides | Recording
- Training GitHub Repo
- Analyzing Water Boards and Demographic Data for Equity. Jun 2024. Hannah Cushman Garland. State Water Board Racial Equity Data Subcommittee Webinar. Recording | Download and Use the Code | View Code
Data Ethics
- GovOps medium article on Data Ethics
- Federal data ethics framework
- Data Ethics Canvas
- Ethics Framework (CalData); Framework at a Glance
- Looking at Data Through an Equity Lens
- Academic Data Science Alliance Data Science Ethos
- Five Ethical Risks to Consider before Filling Missing Race and Ethnicity Data
Best Practices and Frameworks
- Data Equity Framework
- Principles for Advancing Equitable Data Practice
- CalEPA Practices to Advance Racial Equity in Workforce Planning
- Principles for Using Public Health Data to Drive Equity: A guide to embedding equitable practices throughout the data life cycle
- California Data Strategy (2020) and ensuing Report (2024)
- California Indian Water Rights Study
- Antiracist Data Project Survey and Focus Group Findings
- The National Equity Atlas
- MN DOT Governance and Best Practices
- Considering Equity in Community Impact Analysis for Projects