The pedagogy optimization with educational data mining and learning analytics for E-learning system - A review of the literature review

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Technological progress has changed the way teachers provide lessons and how students learn to be known as 'pedagogy'. One indicator of the achievement of learning objectives can be known based on the pedagogy that occurs during the learning process. In the e-learning system, pedagogical processes can be seen based on content usage, students' characteristics, and learning goals that capture interaction data between teachers and students with e-learning system platform. One technique that can help explore this data is Educational Data Mining (EDM) and Learning Analytics (LA) are two interdisciplinary fields related to data exploration derived from the educational context. LA is an approach that uses data models and analysis to find information and social relationships in order to improve teaching and learning, while EDM is a technique for processing data in algorithms and generating patterns or calculating indicators. This paper focuses on pedagogical activities in the e-learning system and presents an overview of the available literature relating to EDM and LA. The significance of this paper is to provide useful resources for academics and researchers in a concise form of the literature on the use of EDM and LA in pedagogy optimizing in e-learning systems.

Original languageEnglish
Title of host publicationProceedings of the 3rd International Conference on Informatics and Computing, ICIC 2018
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781538669204
DOIs
Publication statusPublished - 1 Oct 2018
Event3rd International Conference on Informatics and Computing, ICIC 2018 - Palembang, Indonesia
Duration: 17 Oct 201818 Oct 2018

Publication series

NameProceedings of the 3rd International Conference on Informatics and Computing, ICIC 2018

Conference

Conference3rd International Conference on Informatics and Computing, ICIC 2018
Country/TerritoryIndonesia
CityPalembang
Period17/10/1818/10/18

Keywords

  • E-learning system
  • Educational data mining
  • Learning analytics
  • Pedagogy

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