Predictive Analysis of Students Performance Evaluation in Higher Education: A Machine Learning Approach

Abstract: A comprehensive and relevant performance review procedure should be initiated at the start of the academic year. The increasing number of colleges has expanded in recent years, emphasizing the importance of enhanced approach performance in worldwide competitiveness. Institutions can use performance evaluation to develop future initiatives. Every lecturer must define annual goals for each category.[1] Complete performance evaluations give constructive feedback and direction to help lecturers develop and improve. Using various Machine Learning classifiers and ensemble methods, we have clearly studied, assessed, and predicted the impact of online education systems in this study. The primary objective of this study is to explain the relevance of higher education in performance evaluation of students.

Keywords: Algorithm, Machine Learning, Performance Evaluation, Predictive Analysis.