Introduction Predicting a student's success over a four-year degree program is a complex task for any educational institution. The Gopalan College of Engineering Cutoff is often viewed as a predictive tool for academic performance. Some critics argue that these ranks are arbitrary gates that do not reflect a student's long-term potential. However,