Beyond Grades: AI Unmasks Hidden Student Struggle Through Multimodal Signals

Conventional academic tracking often misses the subtle behavioral shifts that precede learning failure. By fusing attendance, performance, and sentiment analysis from feedback, this system shifts education from reactive grading to proactive intervention, highlighting the growing trend of multimodal AI in behavioral analytics.