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AI-BIAS-MITIGATION5 MIN READ

Walk The Resume Ranker Audit

Audit an AI resume ranker by linking allocation harm to subgroup metrics and safeguards.

decision-path threshold-line score-chips The cutoff A resume score is not just a number when recruiters only review the top 20%. The fairness risk lives at the attention cutoff. Allocation audit Harm -> Metric -> Group -> Safeguard Pick metrics and controls based on the opportunity the model can withhold. Aggregate 88% accurate The audit matches the allocation risk. A ranker is fairer only when the cutoff is tested and governed. 01 Metric 02 Groups 03

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