Simarmata, P. and Prasetyaningrum, P. 2025. Development of a Student Depression Prediction Model Based on Machine Learning with Algorithm Performance Evaluation. Journal of Information Systems and Informatics. 7, 2 (Jun. 2025), 1283-1305. DOI:https://doi.org/10.51519/journalisi.v7i2.1087.