Biometric identity in daily life

Create a framework for evaluating the long-term social and ethical effects of widespread biometric verification in consumer services. Include privacy-by-design principles, consent models, data governance, security risk assessment, accessibility considerations for diverse populations, avoidance of surveillance creep, and governance mechanisms for recourse and redress.