Marina Praena-Delgado

Early Academic Performance Prediction in Secondary Education: Are Simple Machine Learning Models Enough?

Most predictive approaches in educational data mining rely on complex models whose opacity limits practical adoption by classroom teachers, creating a gap between model sophistication and classroom usability. This gap is particularly acute at the class-group level, where institutional gradebook data are routinely aggre...