Hubu, M.R. and Pratama, I. 2025. Comparative Analysis of Gradient Boosting, XGBoost, and KNN on Predicting Student Graduation in Imbalance and Balance Data Schemes. Dinasti International Journal of Education Management and Social Science. 6, 6 (Aug. 2025), 5016–5026. DOI:https://doi.org/10.38035/dijemss.v6i6.5362.