This study examines the application of the Random Forest algorithm to classify delivery methods among hypertensive patients at RSUD Dumai. The research is motivated by the issue of data imbalance, where cesarean deliveries are substantially more prevalent than normal deliveries. To address this challenge, two modeling approaches are implemented: a baseline model and an optimized model, with per…