A systematic review of learning analytics intervention contributing to student success in online learning

Recent developments in Learning Analytics have attracted much attention from researchers and practitioners, as well as diverse stakeholders, in exploring the potential for Learning Analytics to enhance learning and teaching practices. Hence, this paper presents a literature review of the use of the...

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Main Authors: Na, Kew Si, Tasir, Zaidatun
Format: Conference or Workshop Item
Published: 2017
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Online Access:http://eprints.utm.my/id/eprint/97216/
http://dx.doi.org/10.1109/LaTiCE.2017.18
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spelling my.utm.972162022-09-23T04:03:04Z http://eprints.utm.my/id/eprint/97216/ A systematic review of learning analytics intervention contributing to student success in online learning Na, Kew Si Tasir, Zaidatun LB1603 Secondary Education. High schools Recent developments in Learning Analytics have attracted much attention from researchers and practitioners, as well as diverse stakeholders, in exploring the potential for Learning Analytics to enhance learning and teaching practices. Hence, this paper presents a literature review of the use of the Learning Analytics Intervention implemented in various educational institutions in order to improve students' success and engagement in their learning, particularly for at-risk students. The aim of this paper is to provide an overview of how Learning Analytics Intervention has been utilised in the educational institution, the types of theory applied in the intervention and what tools are used in the intervention. Additionally, the application of Learning Analytics Intervention, its purpose, effects and examples are also discussed in this paper. The findings show that most of the Learning Analytics Interventions have an impact on students' success in their learning, although some of them have little impact or no significant effect, and various Learning Analytics tools and strategies are discovered. Lastly, it is suggested that further Learning Analytics Interventions should be developed in order to meet the needs of students. 2017 Conference or Workshop Item PeerReviewed Na, Kew Si and Tasir, Zaidatun (2017) A systematic review of learning analytics intervention contributing to student success in online learning. In: 5th International Conference on Learning and Teaching in Computing and Engineering, LaTiCE 2017, 20 - 24 April 2017, Hong Kong. http://dx.doi.org/10.1109/LaTiCE.2017.18
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic LB1603 Secondary Education. High schools
spellingShingle LB1603 Secondary Education. High schools
Na, Kew Si
Tasir, Zaidatun
A systematic review of learning analytics intervention contributing to student success in online learning
description Recent developments in Learning Analytics have attracted much attention from researchers and practitioners, as well as diverse stakeholders, in exploring the potential for Learning Analytics to enhance learning and teaching practices. Hence, this paper presents a literature review of the use of the Learning Analytics Intervention implemented in various educational institutions in order to improve students' success and engagement in their learning, particularly for at-risk students. The aim of this paper is to provide an overview of how Learning Analytics Intervention has been utilised in the educational institution, the types of theory applied in the intervention and what tools are used in the intervention. Additionally, the application of Learning Analytics Intervention, its purpose, effects and examples are also discussed in this paper. The findings show that most of the Learning Analytics Interventions have an impact on students' success in their learning, although some of them have little impact or no significant effect, and various Learning Analytics tools and strategies are discovered. Lastly, it is suggested that further Learning Analytics Interventions should be developed in order to meet the needs of students.
format Conference or Workshop Item
author Na, Kew Si
Tasir, Zaidatun
author_facet Na, Kew Si
Tasir, Zaidatun
author_sort Na, Kew Si
title A systematic review of learning analytics intervention contributing to student success in online learning
title_short A systematic review of learning analytics intervention contributing to student success in online learning
title_full A systematic review of learning analytics intervention contributing to student success in online learning
title_fullStr A systematic review of learning analytics intervention contributing to student success in online learning
title_full_unstemmed A systematic review of learning analytics intervention contributing to student success in online learning
title_sort systematic review of learning analytics intervention contributing to student success in online learning
publishDate 2017
url http://eprints.utm.my/id/eprint/97216/
http://dx.doi.org/10.1109/LaTiCE.2017.18
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score 13.15806