The high dropout rates in universities, particularly in the Faculty of Mathematics and Natural Sciences (FMIPA), raise concerns about the effectiveness of education and academic success of students. This phenomenon is often influenced by various academic and non-academic factors that require further identification. This study aims to identify the most influential variables on student dropout ri…