Metrics move institutions. Faces move people.
Evocative audit pairs documented evidence with lived harm. Gender Shades measured >30% error on darker-skinned women. "AI, Ain't I A Woman?" made Michelle Obama labeled "toupee" impossible to ignore.
https://basilpuglisi.com/the-evocative-audit-what-metrics-cannot-carry-in-ai-bais/
#AIBias #AlgorithmicAudit #AIGovernance #DigitalStrategy
#alookback
#AIassisted