Proposed academic students' performance prediction model: A Malaysian case study

P. M. Arsad, N. Buniyamin, J. Manan, N. Hamzah
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引用次数: 27

Abstract

This paper describes the performance of Engineering Electrical Degree students at the Faculty of Electrical Engineering, Universiti Teknologi MARA, Malaysia. The study was based on longitudinal progress of Cumulative Grade Point Average (CGPA) for every semester until graduation for three consecutive intakes of matriculation students namely July 2005, July 2006 and July 2007. Then, the same methodology was applied to consecutive intakes of students that are Diploma holders for July 2006, July 2007 and July 2008. The outcomes of the research indicates that the there is a correlation between students abilities in semester one with the final overall academic performance irrespective of gender. It can be ascertained that the abilities and strong engineering fundamentals are strong factors in influencing the overall academic performance. A prediction model was then proposed to predict the overall students' performance.
建议的学术学生成绩预测模型:马来西亚个案研究
本文描述了马来西亚玛拉理工大学电气工程学院工程电子学位学生的表现。这项研究是基于2005年7月、2006年7月和2007年7月三个连续入学的预科学生在毕业前每个学期的累积平均成绩(CGPA)的纵向进展。然后,同样的方法应用于2006年7月、2007年7月和2008年7月连续入学的持有文凭的学生。研究结果表明,无论性别,学生第一学期的能力与最终的整体学习成绩之间存在相关性。可以确定的是,能力和强大的工程基础是影响整体学习成绩的重要因素。然后提出了一个预测模型来预测学生的整体表现。
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