Hybrid Approach Based on Supervised Learning and Synthetic Data Generation for University Student Dropout Risk Prediction
: Student dropout in higher education constitutes a structural problem that affects academic quality and institutional sustainability. In Colombia, between 30% and 50% of students left their studies, highlighting the need to strengthen early detection systems. However, the performance of supervised models is often affe...