Fairness, Privacy, and Transparency in Student-Facing AI Systems

Amelia Johnson, Kwok Hei Lee, Priya Menon

Education Policy and AI Ethics Forum

This policy-oriented paper proposes safeguards for student-facing AI systems, with attention to consent, explainability, bias monitoring, and age-appropriate transparency.