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 …

Factors affecting students' performance in higher education: a systematic review of predictive data mining techniques

A Abu Saa, M Al-Emran, K Shaalan - Technology, Knowledge and …, 2019 - Springer
Predicting the students' performance has become a challenging task due to the increasing
amount of data in educational systems. In keeping with this, identifying the factors affecting …

[HTML][HTML] Predicting academic success in higher education: literature review and best practices

E Alyahyan, D Düştegör - … Journal of Educational Technology in Higher …, 2020 - Springer
Student success plays a vital role in educational institutions, as it is often used as a metric for
the institution's performance. Early detection of students at risk, along with preventive …

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] 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 …

[HTML][HTML] 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 …

[PDF][PDF] Literature survey on student's performance prediction in education using data mining techniques

M Kumar, AJ Singh, D Handa - International Journal of Education …, 2017 - academia.edu
One of the most challenging tasks in the education sector in India is to predict student's
academic performance due to a huge volume of student data. In the Indian context, we don't …

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 …

A review of applications of data mining techniques for prediction of students' performance in higher education

I Shingari, D Kumar, M Khetan - Journal of Statistics and …, 2017 - Taylor & Francis
This paper brings in an insight of the number of ways the students' performance can be
predicted. The performance of a student plays a vital role in any institution. It is the measure …

[PDF][PDF] Systematic review of predicting student's performance in academics

M Kumar, YK Salal - Int. J. of Engineering and Advanced Technology, 2019 - academia.edu
Data mining (DM) gaining popularity due to its advantages in the educational environment.
Most of the educational institution, now a day applied these techniques to make …