articleEducational Technology & SocietyOct 1, 2014GREEN OA

Learning Analytics and Educational Data Mining in Practice: A Systematic Literature Review of Empirical Evidence.

Abstract

This paper aims to provide the reader with a comprehensive background for understanding current knowledge on Learning Analytics (LA) and Educational Data Mining (EDM) and its impact on adaptive learning. It constitutes an overview of empirical evidence behind key objectives of the potential adoption of LA/EDM in generic educational strategic planning. We examined the literature on experimental case studies conducted in the domain during the past six years (2008-2013). Search terms identified 209 mature pieces of research work, but inclusion criteria limited the key studies to 40. We analyzed the research questions, methodology and findings of these published papers and categorized them accordingly. We used…

Citation impact

599
total citations
FWCI
47.22
Percentile
100%
References
65
Citations per year

Authors

2

Topics & keywords

Keywords
  • Learning analytics
  • Data science
  • Inclusion (mineral)
  • Empirical research
  • Educational data mining
  • Set (abstract data type)
  • Computer science
  • Knowledge management
UN Sustainable Development Goals
  • Quality Education
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