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

A Namoun, A Alshanqiti - Applied Sciences, 2020 - mdpi.com
… As such, we identified and searched seven major online bibliographic databases, which …
models were applied mainly to courses in the natural sciences field (ie, STEM) (33 studies, …

Predicting academic performance: a systematic literature review

A Hellas, P Ihantola, A Petersen, VV Ajanovski… - … and technology in …, 2018 - dl.acm.org
… Parallel to this, there has been a stream of research that studies why students struggle with
… in a CS or, more generally, STEM context. Mathematics consists of one third of STEM. The “…

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

E Alyahyan, D Düştegör - International Journal of Educational Technology …, 2020 - Springer
… This study aims to provide a step-by-step set of guidelines for educators willing to apply
data mining techniques to predict student success. For this, the literature has been reviewed, …

The application of AI technologies in STEM education: a systematic review from 2011 to 2021

W Xu, F Ouyang - International Journal of STEM Education, 2022 - Springer
… Among these 18 literature review articles, we only located … examine the prediction models
of identifying at-risk students in … in STEM education to help instructors or researchers predict

Integrating computational thinking in STEM education: A literature review

C Wang, J Shen, J Chao - … Journal of Science and Mathematics Education, 2022 - Springer
students’ CT skills in STEM in our pool (12 studies). It has the advantage of quickly drawing
students’ attention (Bremner, 2013) and providing students … question was to predict the result …

Findings on teaching machine learning in high school: A ten-year systematic literature review

RM Martins, C Gresse Von Wangenheim - Informatics in Education, 2023 - ceeol.com
… on how to properly teach younger students. Therefore, in this … Online workshop on AI/ML
techniques, and programming … quite different situations formulated as prediction problems. …

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

JL Rastrollo-Guerrero, JA Gómez-Pulido… - Applied sciences, 2020 - mdpi.com
… The literature considered for this study stems from different book … The literature review
provided throughout this article is … for online courses improves the performance of new students. It …

Prediction in MOOCs: A review and future research directions

PM Moreno-Marcos, C Alario-Hoyos… - IEEE transactions on …, 2018 - ieeexplore.ieee.org
prediction in MOOCs through a systematic literature review (… not, one could try to predict
whether a student will complete a … relatively recent as is the use of prediction in online courses. …

A systematic literature review on teaching and learning introductory programming in higher education

RP Medeiros, GL Ramalho… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
… Color versions of one or more of the figures in this paper are available online at http://… a
predictor of success for novice learners in higher education: “Although a few of the students have …

A systematic literature review of the empirical studies on STEAM education in Korea: 2011–2019

K Kim, K Lee, ON Kwon - … and Interdisciplinary Education in STEM, 2024 - Springer
… Additionally, these studies use quantitative research methods and mainly target students
the causes of these events can contribute to predicting the future direction of STEAM education. …