Student Misuse of Generative AI

Academic Insights

• Students widely adopt AI for university learning tasks; trust and usefulness drive adoption.
• AI threatens traditional assessments like take-home essays and MCQs.
• Over-reliance risks reduced engagement, lower critical thinking, and factual errors.
• Cheating using AI is measurable via randomized response methods.
• Technology Acceptance Model (TAM2) successfully predicts why students choose AI.
• Need for policy, redesign of assessments, and student education on responsible use.

Apply This Now

• Build assignments that AI cannot complete alone (oral defences, reflections, annotated steps).
• Provide structured AI-use guidance—where to use AI, where not to.
• Teach students to cross-check AI outputs with primary sources.

Add This in Your Lesson

Require every AI-assisted answer to include a fact-check annotation (“verified from…”).

Avoid This Mistake

Assuming students misuse AI because they are malicious—most misuse arises from unclear rules.