trade-offs

Making AI Fairness Operational: Measurement, Limits, and Governance

Fairness in AI sounds good on a slide, but in practice it becomes a difficult sequence of decisions: what we consider fair, for whom, under what data quality, and at what business cost. That is why fairness is not a s…