EMSEIF Provides an Explainable AI Framework for Multi Stakeholder Curriculum Feedback and Quality Assurance in Higher Education
This study validates the Explainable Multi-Stakeholder Educational Intelligence Framework (EMSEIF), an empirical system that transforms diverse higher education feedback into auditable, aspect-level evidence and actionable curriculum improvements through explainable AI, knowledge graphs, and fairness auditing.