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.
https://er.educause.edu/articles/2026/10/why-ai-in-education-is-four-things-not-one