Mich Manrique

Author directory

2026

Our work examines the evolution of undergraduate students’ appraisals of genAI fairness in school curriculum across a two-year horizon. We identify and present differences in students’ fairness appraisals and rationales between this academic year and last, delving into underlying sources of change and their implications for higher education policy.