A Multidimensional Conceptual Framework of Generative AI As a Co-Instructor: Measurement Formulation for Personalized and Sustainable Higher Education
A multidimensional conceptual framework and measurement formulation is developed that positions GenAI as a structured pedagogical collaborator supporting personalization, sustainability, and ethical integrity and recommends institutionally guided, teacher-in-the-loop implementation strategies.