M. Nesterova

Human-Centred AI in Education and Governance: Ethical Challenges of Digital Transformation

A six-element governance framework is developed comprising legitimate purpose and proportionality; explicit allocation of roles and responsibility; traceable data, evidence, and uncertainty; competent human oversight and calibrated reliance; stakeholder participation, contestability, and redress; and continuous monitoring, audit, and institutional learning.