AI-BIAS-MITIGATION5 MIN READ
When The Team Says "We Cannot Look"
Respond when a teammate incorrectly equates sensitive-data governance with audit blindness.
dialogue-beats compare coaching-notes Elena E Data engineering lead 01 Separate 02 Minimize 03 Govern The blocker 30 sec Scenario The team removed sensitive attributes from prediction and now thinks fairness testing is impossible. Without aggregate visibility, proxy harm can pass unseen. The formula
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