
Date
January 25, 2026
Most universities engage students through generic email campaigns, manual counseling follow-ups, faculty-led intervention after poor performance, and periodic feedback surveys. These methods are reactive.
Intervention happens after attendance drops, grades decline, fee defaults increase, or students disengage. Without unified data architecture, universities cannot anticipate risk. AI-driven engagement shifts from reactive to predictive.