Li, Xiao, Jae Man Park, and Jordan Mitchell. 2026. “Perception in the Loop: Understanding AI Chatbot Efficiency Through the Lens of Role, Support, and Technology Use in Higher Education”. Student Success, February. https://doi.org/10.63608/ssj.3877.