Dropout reduction through AI is studied in at-risk-students-ml-prediction, physiological-signals-exam-outcomes-ml, and lets-chat-chatbot-outreach-2026: predictive models and chatbot outreach can flag and re-engage at-risk students, with engagement—not just prediction—proving decisive (engagement-metrics, student-experience).