Zhainagul Abzal

Comparative Evaluation of Machine Learning Models for Early Prediction of Student Academic Performance Using the Open University Learning Analytics Dataset

This study develops and comparatively evaluates four supervised machine learning models for multi-class prediction of final student outcome on the Open University Learning Analytics Dataset (OULAD), demonstrating that aggregate accuracy substantially overstates the usefulness of these models for risk detection and that...