Mahsun, M., Hariyadi, M.A. and Harini, S. 2025. Utilizing Random Forest Method for Predicting Student Dropout Risk in Madrasah Environments. Journal of Information Systems and Informatics. 7, 4 (Dec. 2025), 3434-3453. DOI:https://doi.org/10.63158/journalisi.v7i4.1364.