Use NIST risk framing and model-card documentation to challenge a predictive feature that may encode unfair proxy behavior.
Elena E Recruiting Lead 1 Concern 2 Evidence 3 Boundary Feature debate 20 sec The moment Commute distance lifts validation performance for a hiring-screen model. A useful-looking feature can still create unfair or impermissible decision logic. Framework 1 min NIST + model card Map impact before approving the feature
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