Why AI in Education Is Four Things, Not One
Many higher education institutions treat artificial intelligence (AI) in education as a single category. A four-layer framework helps institutional leaders distinguish AI adoption from AI readiness and identify gaps in AI policies and investments, including limited support for profession-specific AI competency.