Episode 16 — Protect Sensitive and Special Category Data When AI Uses Biometrics

This episode focuses on one of the most sensitive areas in AI governance: the use of biometric data and other sensitive or special category data in systems that identify, infer, classify, or monitor people. You will explore why these data types demand heightened controls, including stronger purpose definition, restricted access, clear legal justification where required, careful retention limits, and closer scrutiny of accuracy, fairness, and misuse risk. The AIGP exam may test this through scenarios involving facial recognition, voice analysis, emotion detection claims, or systems that combine sensitive data with predictive models in employment, security, or consumer settings. The governance challenge is not only the sensitivity of the information itself, but also the serious consequences that can result from error, overreach, or secondary use. In real practice, organizations must ask whether the use is necessary, proportionate, lawful, and defensible before they ask whether it is merely possible. Sensitive data governance requires narrower scope, better documentation, and stronger oversight than routine low-risk processing. Produced by BareMetalCyber.com, where you’ll find more cyber audio courses, books, and information to strengthen your educational path. Also, if you want to stay up to date with the latest news, visit DailyCyber.News for a newsletter you can use, and a daily podcast you can commute with. And dont forget Cyberauthor.me for the companion study guide and flash cards!