AI in Public Services

Provide a cross-sector analysis of AI adoption in critical public services such as education and health. Compare governance models, ethical frameworks, data privacy, and accountability mechanisms; discuss workforce implications and change management. Develop a phased implementation roadmap with evaluation metrics for outcomes, safety, and equity, plus human-centered design principles and risk controls.