Revision-Aware Success Prediction from Multi-Attempt Programming Trajectories

Md Faizul Ibne Amin, Yutaka Watanobe, Daniel M. Muepu +4

Programming outcome prediction plays a central role in data-driven programming education, supporting learner modeling, timely intervention, and adaptive assistance. Yet predicting…