Heart disease is one of the leading causes of death worldwide, making early detection of its risks crucial. This research aims to apply data mining techniques to identify the risk of heart disease using the Random Forest algorithm. This algorithm was chosen for its ability to handle complex data and provide high accuracy in classification processes. This study produced an information system con…