Biometric IDs in Public Life

Investigate the design space for public-facing biometric identity systems used for age checks and entry control: opt-in vs opt-out models; data retention and use limitations; error rates and fairness across groups; governance and redress mechanisms; and how such systems influence trust, inclusion, and civil liberties. Propose design principles and a risk-assessment framework to ensure privacy by default while balancing safety and user autonomy.