A reference model for learning analytics

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Abstract

Recently, there is an increasing interest in learning analytics in Technology-Enhanced Learning TEL. Generally, learning analytics deals with the development of methods that harness educational datasets to support the learning process. Learning analytics LA is a multi-disciplinary field involving machine learning, artificial intelligence, information retrieval, statistics and visualisation. LA is also a field in which several related areas of research in TEL converge. These include academic analytics, action analytics and educational data mining. In this paper, we investigate the connections between LA and these related fields. We describe a reference model for LA based on four dimensions, namely data and…

Citation impact

661
total citations
FWCI
42.28
Percentile
100%
References
48
Citations per year

Authors

4

Topics & keywords

Keywords
  • Computer science
  • Analytics
  • Data science
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