Value-Based Leadership for Responsible AI in Higher Education

How is your institution currently balancing shared governance with the speed of AI deployment? Inside the teaching document, you'll find: A Value-Based Decision Sequence: A practical approach to balancing academic freedom, institutional accountability, privacy, and shared governance. Evidence vs. Assumption: Frameworks to help graduate students and leaders critically separate empirical research (drawing on recent 2026 studies) from vendor promises. Safeguards & Accountability: Guidance on assigning clear governance roles, establishing human review processes, and setting up rigorous evaluation metrics. Graduate-Level Rubrics & Assignments: Includes an updated rubric evaluating academic mechanics, evidence analysis, and APA standards.