The Attrition Prediction Paradox: How AI Systems Designed to Retain Employees Can Accelerate Their Departure
AI attrition prediction has a troubling paradox: the act of labelling employees as 'flight risks' can trigger the very departures these systems were built to prevent. Three failure modes — self-fulfilling prophecy, Goodhart's Law, and chronic class imbalance — explain why high-accuracy models often…