Contributions of machine learning models towards student academic performance prediction: a systematic review

P Balaji, S Alelyani, A Qahmash, M Mohana - Applied Sciences, 2021 - mdpi.com
Machine learning is emerging nowadays as an important tool for decision support in many
areas of research. In the field of education, both educational organizations and students are …

Predicting student's performance using machine learning methods: A systematic literature review

Y Baashar, G Alkawsi, N Ali… - … on Computer & …, 2021 - ieeexplore.ieee.org
Student's performance is a success factor in higher education institutions. The excellent
record of academic achievements raises the institution's ranking as one of the criteria for a …

A review on machine learning based student's academic performance prediction systems

R Katarya, J Gaba, A Garg… - … Conference on Artificial …, 2021 - ieeexplore.ieee.org
Prediction of academic performance of students beforehand provides scope to universities
to lower their dropout rate and help the students in improving their performance. In this field …

Systematic literature review on machine learning and student performance prediction: Critical gaps and possible remedies

B Sekeroglu, R Abiyev, A Ilhan, M Arslan, JB Idoko - Applied Sciences, 2021 - mdpi.com
Improving the quality, developing and implementing systems that can provide advantages to
students, and predicting students' success during the term, at the end of the term, or in the …

Academic performance prediction using machine learning: A comprehensive & systematic review

P Chakrapani, D Chitradevi - 2022 International Conference on …, 2022 - ieeexplore.ieee.org
Educational Institutions face numerous challenges today in providing quality and student-
centric education to students. Despite the huge volume of data available with educational …

[PDF][PDF] Using machine learning algorithms to predict students' performance and improve learning outcome: A literature based review

F Ofori, E Maina, R Gitonga - Journal of Information and Technology, 2020 - academia.edu
The application of machine learning techniques in predicting students' performance, based
on their background and their in-term performance has proved to be a helpful tool for …

Predicting Students' Performance Using Machine Learning Algorithms: A Review

SO Oppong - Asian Journal of Research in Computer …, 2023 - eprints.go2submission.com
Educational Data Mining is a discipline focused on developing ways for studying the unique
and increasingly large-scale data generated by educational settings and applying those …

Predicting student academic performance at higher education using data mining: A systematic review

SA Alwarthan, N Aslam, IU Khan - … Intelligence and Soft …, 2022 - Wiley Online Library
Recently, educational institutions faced many challenges. One of these challenges is the
huge amount of educational data that can be used to discover new insights that have a …

[PDF][PDF] A systematic literature review on student performance predictions

H Nawang, M Makhtar, WM Hamzah - International Journal of …, 2021 - researchgate.net
Prediction of student performance in educational institutions is a major topic of debate
among researchers in efforts to improve teaching and learning. Effective prediction …

A comparative study on student performance prediction using machine learning

Y Chen, L Zhai - Education and Information Technologies, 2023 - Springer
Accompanied with the development of storage and processing capacity of modern
technology, educational data increases sharply. It is difficult for educational researchers to …