Audit: Child Welfare Algorithm Bias

[yakew7]

Tools like the Allegheny Family Screening Tool flag low-income families at disproportionate rates — audit a public child welfare dataset for income and race bias using the project pipeline.

[yakew7]

Thanks for proposing this audit! 🙏

Fair Code is currently under a paper freeze: the benchmark results are cited in a research paper in peer review, and the paper covers exactly seven domains, so new audits cannot be merged into main until it is published (details in CLAUDE.md).

This is a timing hold, not a rejection. Closing for now and tagging post-paper so it is easy to find and reopen once the freeze lifts — track status in ROADMAP.md → Phase 6. In the meantime, explainer and tooling contributions are very welcome.