Open access
Sep 2026
Early Academic Performance Prediction in Secondary Education: Are Simple Machine Learning Models Enough?
It is shown that simple, transparent models operating on routinely collected gradebook data deliver actionable early-warning signals within the digital competence of most practising teachers; group-level prediction additionally protects student identity by ensuring no individual is labelled at-risk, combining predictiv...
Víctor D. Díaz Suárez, Marina Praena-Delgado, María de los Ángeles Buenavista-Ruiz et al.
· Applied System Innovation · 0 citations