algorithmic-bias
A Python toolkit (riskaudit) to audit any healthcare risk-stratification model for label-choice bias - how much real need it leaves behind when trained on cost. Reproduces the Obermeyer et al. (2019) audit; worked example on MEPS.
Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, welfare, and tenant screening: 7 open-source audits, measurable fairness gaps, and concrete fixes.
