The Illusion of Improvement: Reject Inference Strategies in Credit Scoring

In three linesReject inference methods used in credit scoring to correct survival bias mask a structural failure: accuracy can improve while the ability to correctly reject defaulters collapses. Authors propose a controlled exploration strategy (approving 2-5% of rejected applicants) to diagnose this deterioration without strong statistical assumptions.

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