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Learning Analytics in Education, Advantages and Issues: A Systematic Literature Review

Yap Sze Mian, Fariza Khalid, Alex Wong Chiew Qun, Siti Sarah Ismail

2022Creative Education22 citationsDOIOpen Access PDF

Abstract

Learning Analytics (LA) is emerging rapidly in the field of education. The purpose of this paper is to provide an overview of the advantages and issues of Learning Analytics in education. This paper reports a systematic literature review on learning analytics in educational settings. A total of 26 published papers and indexed journals collected from several databases were reviewed and analysed. Articles were coded into two categories: advantages and issues by using the NVivo 12 software. This paper identified advantages of using learning analytics in education which included teaching quality, management of educational institutions and forecasting, and prediction of risky students, while issues found in Learning Analytics were ethical and privacy, data collection and analysis, and evaluation process.

Topics & Concepts

Learning analyticsAnalyticsData scienceComputer scienceSoftware analyticsField (mathematics)Cultural analyticsQuality (philosophy)Process (computing)Data analysisKnowledge managementSystematic reviewEducational data miningSemantic analyticsSoftwareWorld Wide WebData miningPolitical scienceSoftware developmentMEDLINEPure mathematicsSoftware constructionProgramming languageLawPhilosophyData WebMathematicsEpistemologyOperating systemWeb serviceOnline Learning and AnalyticsE-Learning and Knowledge Management
Learning Analytics in Education, Advantages and Issues: A Systematic Literature Review | Litcius