doi: 10.18178/ijiet.2023.13.1.1786
Mapping of Students’ Academic Performance in Online Learning Environment during Pandemic Using Multiple Correspondence Analysis
- 1Department of Mathematics, Faculty of Science and Mathematics, Universiti Pendidikan Sultan Idris, Malaysia.
- 2Environmental Technology, School of Industrial Technology, Universiti Sains Malaysia, Malaysia.
Abstract
The virtual and digital learning process seems to hugely impact academic achievement due to the COVID-19 outbreak, globally. Thus, improving student performance is one of the important focuses of educational management. Mapping students’ actual conditions is a mandatory requirement before designing the performance improvement program. Therefore, this study proposed a statistical investigation to map out students’ performance and the problems they encountered during online learning using Multiple Correspondence Analysis (MCA), revealing the hidden pattern and classifying students based on their demographics (programs, CGPA, and origin) and learning environments. The data samples consist of 234 undergraduate students in the Department of Mathematics, Faculty of Science and Mathematics, Universiti Pendidikan Sultan Idris (UPSI). The study findings formed from two different profiles where each profile has its respective categories. The study found that the students of the Bachelor of Education (Mathematics) with Honour, categorized as smart students, preferred to study face-to-face because of poor internet connection from using mobile data. On the other hand, the students of the Bachelor of Science (Mathematics) with Education, who were categorized as average students, had no difficulty continuing either synchronous or asynchronous online learning in the future because of stable internet access using their home Wi-Fi connection. Moreover, the preference made was also due to family interruption issues.
Keywords
- Mapping
- academic performance
- learning environment
- multiple correspondence analysis
How to Cite
Ainil Fauzani Rosmadi, Shazlyn Milleana Shaharudin, Murugan Rajoo, Rawdah Adawiyah Tarmizi, and Mohd Saiful Samsudin, "Mapping of Students’ Academic Performance in Online Learning Environment during Pandemic Using Multiple Correspondence Analysis," International Journal of Information and Education Technology, vol. 13, no. 1, pp. 114-120, 2023. https://doi.org/10.18178/ijiet.2023.13.1.1786
Copyright & License
Copyright © 2023 by the authors. This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited (CC BY 4.0).