Demystifying Learning Analytics in Personalised Learning
Andino Maseleno,Noraisikin Sabani,Miftachul Huda,Roslee Ahmad,Kamarul Azmi Jasmi,Bushrah Basiron +5 more
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TLDR
The paper proposes that learning analytics is dependent on personalised approach for both educators and students, and defines the characterising features that represents the relationship between learning analytics and personalised learning environment.Abstract:
This paper presents learning analytics as a mean to improve students’ learning. Most learning analytics tools are developed by in-house individual educational institutions to meet the specific needs of their students. Learning analytics is defined as a way to measure, collect, analyse and report data about learners and their context, for the purpose of understanding and optimizing learning. The paper concludes by highlighting framework of learning analytics in order to improve personalised learning. In addition, it is an endeavour to define the characterising features that represents the relationship between learning analytics and personalised learning environment. The paper proposes that learning analytics is dependent on personalised approach for both educators and students. From a learning perspective, students can be supported with specific learning process and reflection visualisation that compares their respective performances to the overall performance of a course. Furthermore, the learners may be provided with personalised recommendations for suitable learning resources, learning paths, or peer students through recommending system. The paper’s contribution to knowledge is in consider ing personalised learning within the context framework of learning analyticsread more
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References
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Journal Article
Connectivism: A Learning Theory for the Digital Age
TL;DR: In this paper, the authors present an approach for teaching distance learning in Instructional Technology and Distance Learning (ITDL) courses, based on the International Journal of Instructional technology and distance learning (IITDL).
Proceedings ArticleDOI
The State of Educational Data Mining in 2009: A Review and Future Visions
Ryan S. Baker,Kalina Yacef +1 more
TL;DR: This paper reviewed the history and current trends in the field of EDM and discussed trends and shifts in the research conducted by this community, and discussed the increased emphasis on prediction, the emergence of work using existing models to make scientific discoveries, and the reduction in the frequency of relationship mining within the EDM community.
Journal ArticleDOI
Learning analytics: drivers, developments and challenges
TL;DR: This review of the field begins with an examination of the technological, educational and political factors that have driven the development of analytics in educational settings, and goes on to chart the emergence of learning analytics.
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TL;DR: In this article, the authors present a special issue of E-Learning and Digital Media devoted to a discussion of the National Education Technology Plan, Transforming American Education: Learning Powered by Technology, presented as a means to leverage the innovation and ingenuity required to improve student learning and to accelerate the adoption and use of effective technology practices in America's schools.