Governing generative AI in digital education: how institutional guidance becomes course-level policy
Course-level AI governance is shaped by the interaction of assessment design, authorship expectations, course purpose, AI adjacency, and instructor discretion, and variation is best understood as an outcome of delegated digital governance whose educational value depends on clarity, justification, and alignment with the intellectual work students are expected to perform.