Sticky Help, Bounded Effects: Session-by-Session Analytics of Teacher Interventions in K-12 Classrooms

Qiao Jin , Conrad Borchers , Ashish Gurung , Sean Jackson , Sameeksha Agarwal , Cancan Wang , YiChen Yu , Pragati Maheshwary , Vincent Aleven
Proceedings of LAK 2026 2026 conference

Summary

Classroom interaction logs and teacher interviews reveal how individual help is distributed during technology-supported mathematics lessons. Teacher interventions were associated with immediate benefits, while their effects did not consistently carry over into later sessions.