Students' Academic Performance is vital for assessing a student's standing within a university. It makes it possible for academic staff, educational administrators, and decisionmakers to precisely evaluate students taking various courses throughout a semester. Additionally, it served as a cautionary tale for the students to assess their performance level and make subsequent improvements. According to official statistics in Oman, the number of students who don't graduate on time and college dropouts rise dramatically yearly. These problems hindered Oman's higher education mission. All stakeholders in Oman's higher education system must pay attention to these statistics.