The paper introduces counterfactual performance and fairness metrics for risk assessments, estimates them with doubly robust methods, and proves that observational fairness parity implies counterfactual parity only under strong balance conditions.
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Counterfactual Risk Assessments, Evaluation, and Fairness
The paper introduces counterfactual performance and fairness metrics for risk assessments, estimates them with doubly robust methods, and proves that observational fairness parity implies counterfactual parity only under strong balance conditions.