撒哈拉以南非洲高等教育中的教育数据挖掘:系统的文献综述和研究议程

Mfowabo Maphosa, V. Maphosa
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引用次数: 4

摘要

随着越来越多的机构引入在线学习,冠状病毒病(covid -19)的影响将使撒哈拉以南非洲高等教育机构(HEIs)产生的数据增加。高等院校正在存储大量数据,因为数据收集已经成为数据经济中一项负担得起的活动。可以对这些数据进行挖掘,以揭示可用于知情决策的隐藏知识。在过去的二十年里,高等教育中的教育数据挖掘(EDM)得到了越来越多的关注。本文旨在探讨和分析撒哈拉以南非洲地区高等院校中关于EDM的现有研究,并为第四次工业革命(4IR)时代下高等教育中未来的EDM研究提供建议。本文对撒哈拉以南非洲地区高等院校的EDM进行了为期十年(2010- 2019)的系统文献综述(SLR)。SLR中使用的搜索词确定了811篇关于EDM的研究文章,重点是高等教育,但只有24篇是在撒哈拉以南非洲进行的。通过应用单反方法对这些文章进行了严格的审查和分析。对这些研究文章的分析表明,尽管2015年至2019年研究产出显著增加,但撒哈拉以南非洲地区高等教育中的EDM研究仍处于起步阶段。本文的主要发现是,很少有撒哈拉以南非洲国家接受教育管理,以最大限度地提高教育管理水平和入学率。该论文根据当前EDM的趋势为撒哈拉以南非洲的高等教育机构提出了一个研究议程。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Educational data mining in higher education in sub-saharan africa: a systematic literature review and research agenda
The impact of the coronavirus disease (COVTD-19) will see an increase in data generated by higher education institutions (HEIs) in Sub-Saharan Africa as more institutions introduce online learning. HEIs are storing huge volumes of data since data collection has become an affordable activity in the data economy. This data can be mined to reveal hidden knowledge that can be used for informed decision-making. Educational data mining (EDM) within higher education has been gaining traction in the past two decades. This paper aims to explore and analyse existing research on EDM in institutions of higher learning in Sub-Saharan Africa and to offer recommendations for future EDM research in higher education in the fourth industrial revolution (4IR) era. The paper provides a systematic literature review (SLR) on EDM in institutions of higher learning in the Sub-Saharan Africa region that covers a decade (2010--2019). Search terms used in the SLR identified 811 research articles on EDM with a focus on higher education, but only 24 were conducted in Sub-Saharan Africa. These articles were critically reviewed and analysed by applying an SLR approach. Analysis of these research articles reveals that EDM research in higher education in Sub-Saharan Africa is still in its infancy even though a notable increase in research output was observed in the years 2015--2019. The main finding of this paper is that very few Sub-Saharan African countries have embraced EDM to maximise on better educational management and the returns of the increased enrollment rates. The paper proposes a research agenda for HEIs in Sub-Saharan Africa based on current trends in EDM.
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