The use of generative AI (genAI) in higher education is rapidly evolving, provoking both optimism and concern among educators. While some students embrace genAI tools as learning aids, others, including many educators, remain cautious about their implications for critical thinking and academic integrity. Accepting that genAI is readily available and banning its use is not feasible, we explore how it might be integrated meaningfully into pedagogy through the lens of Transformative Learning Theory (TLT). This study investigates how genAI tools influence student learning in an IT Forensics course using diverging assessments, a form of assessment-as-learning where students receive the same authentic tasks but unique data inputs. We examine three research questions addressing genAI’s impact on learning strategies, its role in supporting assessment-as-learning tasks, and how it fosters critical reflection and transformation in student learning. Drawing on interviews with 14 students, our findings suggest that, when scaffolded appropriately, genAI use within diverging assessments can catalyze transformative learning by provoking disorienting dilemmas, encouraging reflection, and reshaping problem-solving approaches. Finally, implications for teaching practice and assessment design are discussed.

Thu 19 Feb

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15:40 - 17:00
From Mastery to Mayhem: Managing Students’ Relationships with GenAIPapers at Meeting Room 102
Chair(s): Timothy Henry pc
15:40
20m
Talk
Pacing for Mastery: Optimizing LLM Interactions for Learning
Papers
Karena Tran University of California, Irvine, Ge Gao University of California, Irvine, Angela Lombard University of California, Irvine, Tyler Yu University of California, Irvine, Haoning Jiang UC Irvine, Thomas Yeh University of California, Irvine
16:00
20m
Talk
Scaffolding genAI for Critical Reflection: A Transformative Approach to Diverging Assessments in IT ForensicsGlobal
Papers
Amin Sakzad Monash University, Judy Sheard Monash University, Tahmine Ghorbaniandehkordi Monash University, Mikaela E. Milesi Monash University, Monica Whitty Monash University
16:20
20m
Talk
Talking to Our Students about Generative AI
Papers
William Rebelsky Grinnell College