Predicting student performance using data mining and learning analytics techniques: A systematic literature review

A Namoun, A Alshanqiti - Applied Sciences, 2020 - mdpi.com
… The lack of systematic surveys investigating the prediction of student performance using
student outcomes has motivated us to pursue the objectives of this research. In a systematic …

Student performance analysis and prediction in classroom learning: A review of educational data mining studies

A Khan, SK Ghosh - Education and information technologies, 2021 - Springer
… In addition to internal assessments, the researchers have also explored the external
assessments for analysing student performance. In one such study, Buldu and Üçgün (2010) find …

Analyzing and predicting students' performance by means of machine learning: A review

JL Rastrollo-Guerrero, JA Gómez-Pulido… - Applied sciences, 2020 - mdpi.com
… able to predict studentsperformance. In this study, almost 70 papers were analyzed to show
different modern techniques widely applied for predicting studentsperformance, together …

Early prediction of student learning performance through data mining: A systematic review

J López Zambrano, JA Lara Torralbo… - …, 2021 - redined.educacion.gob.es
… state of the art in early prediction of student performance through data mining techniques by
… Identifying at-risk students in online learning by analysing learning behaviour: A systematic …

Modelling, prediction and classification of student academic performance using artificial neural networks

ET Lau, L Sun, Q Yang - SN Applied Sciences, 2019 - Springer
… However, the student performance is … predict and classify the studentsperformance.
Overall, this paper presents an exploratory modelling and analyses of studentsperformance

Classification and prediction of student performance data using various machine learning algorithms

H Pallathadka, A Wenda, E Ramirez-Asís… - Materials today …, 2023 - Elsevier
… Based on their prior performance in comparable courses, this study predicts … UCI machinery
student performance data set is used in experimental study. Algorithms are analysed on …

Predicting student final performance using artificial neural networks in online learning environments

Ş Aydoğdu - Education and Information Technologies, 2020 - Springer
Prediction of student performance is one of the most … an effective tool in predicting student
performance in e-learning … created as a result of the analyses made with the training data. In …

An overview and comparison of supervised data mining techniques for student exam performance prediction

N Tomasevic, N Gvozdenovic, S Vranes - Computers & education, 2020 - Elsevier
… of student exam performance prediction. Due to the necessity of a labelled dataset for
interpretation of analysed … different types of student related features (eg past student performance, …

A systematic literature review of student'performance prediction using machine learning techniques

B Albreiki, N Zaki, H Alashwal - Education Sciences, 2021 - mdpi.com
… ML techniques in predicting students performance. We are looking to implement some of
the excellent existing works and focusing more on dynamic nature of students performance. As …

Predicting students' academic performance by using educational big data and learning analytics: evaluation of classification methods and learning logs

AYQ Huang, OHT Lu, JCH Huang, CJ Yin… - Interactive Learning …, 2020 - Taylor & Francis
… classification methods are suitable for predicting students’ academic performance?), this …
to classify students’ academic performance. To determine the predictive performance of seven …