Table 1.

Related reviews in educational data mining

Author(s)TitleYears coveredDatabases exploredPapers used
Mohamad and Tasir (2013) Educational data mining: a review2004–2012www.educationaldatamining.org15
Du et al. (2020) Educational data mining: a systematic review of research and emerging trends2007–2019Web of Science, Proceedings of the Educational Data Mining conference, Journal of Educational Data Mining, ACM Digital Library and IEEE Xplore217
Rodrigues et al. (2018) Educational data mining: a review of the evaluation process in the e-learning1994–2016IEEE, Elsevier, International Educational Data-Mining Society, ACM Digital Library, EBSCO72
Dutt et al. (2017) A systematic review on educational data mining1983–2016IEEE Explore, ACM Digital, JEDM (Journal of Educational Data Mining), ProQuest and ScienceDirect166
Chango et al. (2022) A review of data fusion in multimodal learning analytics and educational data miningEarlier–2021Google Scholar, Web of Science and Scopus42
Hernández-Blanco et al. (2019) A systematic review of deep learning approaches to educational data mining2015–2018ACM Digital Library (https://dl.acm.org/), Google Scholar (https://scholar.google.es/) and IEEE Xplore41
Shafiq et al. (2022) Student retention using educational data mining and predictive analytics: a systematic literature review2017–2021IEE, Springer, Elsevier, Google Scholar, Research Gate, MDPI, Taylor and Francis, Semantic Scholar, ACM Library, Emerald, Wiley, IOP science100
Okewu et al. (2021) Artificial neural networks for educational data mining in higher education: a systematic literature review2010–2018Web of Science, Scopus, IEEE Xplore, ACM Digital Library and Springer link190
Khan and Ghosh (2021) Student performance analysis and prediction in classroom learning: a review of educational data mining studies2000–2018Google Scholar140
Aldowah et al. (2019) Educational data mining and learning analytics for 21st century higher education: a review and synthesis2000–2017Scopus, Web of Science, Google Scholar, ERIC, Science Direct, DBLP and ACM Digital Library, IEEE Xplore, Springer Link402
Source: Authors’ construct

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