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Ribarnica Flickr Using Learning Analytics to Personalize a Learning Experience UNSW Learning and Teaching Forum October 2014 Dr Abelardo Pardo (@abelardopardo ) The University of Sydney slideshare.net/abelardo_pardo

Using Learning Analytics to Personalize a Learning Experience

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Personalized learning is touted as one of the needs for education to evolve. Data and learning analytics can gather detailed information about users in a learning environment. How can these two ingredients be combined? In this presentation I explore how to connect data obtained within a learning environment with the personalization layer.

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  • 1. Ribarnica Flickr Using Learning Analytics to Personalize a Learning Experience Dr Abelardo Pardo (@abelardopardo) The University of Sydney slideshare.net/abelardo_pardo UNSW Learning and Teaching Forum October 2014
  • 2. Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 2 Sam Howzit flickr.com What to personalize? Learning Analytics Personalization Framework
  • 3. Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 3 Sam Howzit flickr.com What to personalize
  • 4. Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 4 neilspencerbruce flickr.com What aspects to personalize?
  • 5. Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 5 net_efekt flickr.com Exercise/Activity level of complexity Type of resource available Tutoring techniques Study techniques Classmates to interact with
  • 6. Interactions while Learning Deep and meaningful formal learning occurs if one of the interactions is at a high level T. Anderson, Getting the Mix Right Again: An updated and theoretical rationale for interaction Equivalency of Interaction. The International Review of Research in Open and Distance Learning, 4 (2), 2003. Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 6
  • 7. Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 7 Sam Howzit flickr.com What to personalize? Learning Analytics
  • 8. Learning Analytics Measurement, collection, analysis and reporting of data about learners and their contexts, for purposes of understanding and optimizing learning and the environments in which it occurs. (SoLAR, Society for Learning Analytics Research) Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 8
  • 9. Predict Collect Report Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 9 Werner Kunz Flickr.com (Campbell, De Blois, Oblinger 2007, Academic Analytics, EDUCAUSE) Act Refine The five steps of analytics
  • 10. Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 10 albertogp123 flickr.com Basic data already collected
  • 11. Data already collected and available JISC InfoNet flickr Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 11
  • 12. Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 12 Adventures in Librarianship flickr.com Learning occurs in multiple spaces. Digital mediation provides rich data
  • 13. Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 13 Space & Light Flickr Apply analytics to learning From data to actions
  • 14. Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 14 Sam Howzit flickr.com What to personalize? Learning Analytics Personalization Framework
  • 15. Intervention? Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 15
  • 16. Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 16 Calsidyrose flickr.com Content Users Content labeled Events to content Content to objectives Performance? Combined performance Goals Level of achievement Strategic decisions Reflection Relationships
  • 17. Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 17 Brian Talbot flickr.com How to connect events, user data with actions? Example: Rule based models
  • 18. Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 18 Daniel Olnes flickr.com IF CONDITION THEN ACTION
  • 19. Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 19 Daniel Olnes flickr.com IF video not watched and Thursday THEN reminder
  • 20. Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 20 Calsidyrose flickr.com Predicates Actions Submitted? Watched? Reviewed? Posted? ... Remind Show new resources Contact peer/tutor Reflect ...
  • 21. Abelardo Pardo Using Learning Analytics to Personalize a Learning Experience 21 Berge Gazen flickr.com Content Label/Record Student State of Mind MODEL Personalized Experience
  • 22. Ribarnica Flickr Using Learning Analytics to Personalize a Learning Experience Dr Abelardo Pardo (@abelardopardo) The University of Sydney slideshare.net/abelardo_pardo UNSW Learning and Teaching Forum October 2014