Who Fails and Why: Student Trajectories and Early Prediction of Performance in an Introductory Programming Course
Date Issued
2026-06
Author(s) USM
DOI
10.3390/app16115644
Abstract
Featured Application The proposed two-stage early warning framework can be applied in introductory programming courses to identify students at risk of failure before the semester begins and after the first major written exam (C1), thereby supporting timel
