Building (Timely) bridges between learning analytics, educational data mining and core learning sciences perspectives

Ido Roll, Vincent Aleven, Kenneth R. Koedinger, Matthew Berland, Taylor Martin, Tom Benton, Carmen Petrick, Arnon Hershkovitz, Michael Wixon, Ryan Baker, Janice Gobert, Michael Sao Pedro, Bruce Sherin, Paulo Blikstein, Marcelo Worsley, Roy Pea

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

Abstract

Despite the exponential growth of the research on Learning Analytics (LA) and Educational Data Mining (EDM) over the last few years, the work has been still distant from the core Learning Sciences methods, theoretical constructs, and literature. At the same time, over the last 15 years, Learning Sciences as a field has been quite innovative, eclectic, and effective in incorporating new methodological stances, such as micro-genetic methods, micro-ethnographies, and design-based research. It seems that the time has come to build sound connections between these traditions. The goal of this symposium is to bring together researchers coming from different academic perspectives, to explore and examine common LA/EDM methodological and theoretical threads with wide applicability within the Learning Sciences. The papers presented explore text mining in clinical interviews, moment-by-moment learning curves and traces, data mining of programming logs, and cognitive tutors, representing the main perspectives and methodological approaches in the field.

Original languageEnglish
Title of host publication10th International Conference of the Learning Sciences
Subtitle of host publicationThe Future of Learning, ICLS 2012 - Proceedings
Pages134-141
Number of pages8
StatePublished - 2012
Externally publishedYes
Event10th International Conference of the Learning Sciences: The Future of Learning, ICLS 2012 - Sydney, NSW, Australia
Duration: 2 Jul 20126 Jul 2012

Publication series

Name10th International Conference of the Learning Sciences: The Future of Learning, ICLS 2012 - Proceedings
Volume2

Conference

Conference10th International Conference of the Learning Sciences: The Future of Learning, ICLS 2012
Country/TerritoryAustralia
CitySydney, NSW
Period2/07/126/07/12

All Science Journal Classification (ASJC) codes

  • Computer Science (miscellaneous)
  • Education

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