Towards Understanding the Synergetic Relationship of Data Visualization with Learning Analytics: A Review

As online learning and the use of learning management systems grows rapidly, large amounts of educational data are made available for learning analytics. Data visualization plays an important role within learning analytics, as it generates complex analysis and data into a visual representation for e...

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Main Authors: Khuzairi N.M.S., Cob Z.C., Hilaluddin T.
Other Authors: 56955746800
Format: Conference Paper
Published: American Institute of Physics Inc. 2023
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Institution: Universiti Tenaga Nasional
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spelling my.uniten.dspace-266722023-05-29T17:36:08Z Towards Understanding the Synergetic Relationship of Data Visualization with Learning Analytics: A Review Khuzairi N.M.S. Cob Z.C. Hilaluddin T. 56955746800 25824919900 57226685408 As online learning and the use of learning management systems grows rapidly, large amounts of educational data are made available for learning analytics. Data visualization plays an important role within learning analytics, as it generates complex analysis and data into a visual representation for easy comprehension by the user to support better decision-making among stakeholders (e.g. students, educators, administrators). The purpose of this paper is to review the existing studies to provide an overview of data visualization in learning analytics within the educational communities. First we analyze the use of data visualization and learning analytics purposes in the contexts of its stakeholders. Second, we examine the relationship between data visualization and learning analytics in the development of learning management systems and then we discuss the challenges found. A systematic literature review was conducted based on the research keywords from reputable databases and 62 journal articles published from 2011 to 2021 were identified. The results from this review suggest there is an indispensable synergetic relationship between data visualization and learning analytics for successful learning management systems. Also there is a lack of studies that consider data visualization and learning analytics from the technological theories perspective. � 2022 American Institute of Physics Inc.. All rights reserved. Final 2023-05-29T09:36:08Z 2023-05-29T09:36:08Z 2022 Conference Paper 10.1063/5.0104226 2-s2.0-85142533925 https://www.scopus.com/inward/record.uri?eid=2-s2.0-85142533925&doi=10.1063%2f5.0104226&partnerID=40&md5=f3a7b287fe25ad582c3ec6e8c06f277b https://irepository.uniten.edu.my/handle/123456789/26672 2644 30030 American Institute of Physics Inc. Scopus
institution Universiti Tenaga Nasional
building UNITEN Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Tenaga Nasional
content_source UNITEN Institutional Repository
url_provider http://dspace.uniten.edu.my/
description As online learning and the use of learning management systems grows rapidly, large amounts of educational data are made available for learning analytics. Data visualization plays an important role within learning analytics, as it generates complex analysis and data into a visual representation for easy comprehension by the user to support better decision-making among stakeholders (e.g. students, educators, administrators). The purpose of this paper is to review the existing studies to provide an overview of data visualization in learning analytics within the educational communities. First we analyze the use of data visualization and learning analytics purposes in the contexts of its stakeholders. Second, we examine the relationship between data visualization and learning analytics in the development of learning management systems and then we discuss the challenges found. A systematic literature review was conducted based on the research keywords from reputable databases and 62 journal articles published from 2011 to 2021 were identified. The results from this review suggest there is an indispensable synergetic relationship between data visualization and learning analytics for successful learning management systems. Also there is a lack of studies that consider data visualization and learning analytics from the technological theories perspective. � 2022 American Institute of Physics Inc.. All rights reserved.
author2 56955746800
author_facet 56955746800
Khuzairi N.M.S.
Cob Z.C.
Hilaluddin T.
format Conference Paper
author Khuzairi N.M.S.
Cob Z.C.
Hilaluddin T.
spellingShingle Khuzairi N.M.S.
Cob Z.C.
Hilaluddin T.
Towards Understanding the Synergetic Relationship of Data Visualization with Learning Analytics: A Review
author_sort Khuzairi N.M.S.
title Towards Understanding the Synergetic Relationship of Data Visualization with Learning Analytics: A Review
title_short Towards Understanding the Synergetic Relationship of Data Visualization with Learning Analytics: A Review
title_full Towards Understanding the Synergetic Relationship of Data Visualization with Learning Analytics: A Review
title_fullStr Towards Understanding the Synergetic Relationship of Data Visualization with Learning Analytics: A Review
title_full_unstemmed Towards Understanding the Synergetic Relationship of Data Visualization with Learning Analytics: A Review
title_sort towards understanding the synergetic relationship of data visualization with learning analytics: a review
publisher American Institute of Physics Inc.
publishDate 2023
_version_ 1806427657293791232