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Will Learning Analytics Transform Higher Education?

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Discussion on the elements, actors, cultural change and scenarios that are related to Learning Analytics in Higher Education Institutions. Presentation given at the Digital Education Show Asia, Kuala Lumpur, June 2015

Publicada em: Educação

Will Learning Analytics Transform Higher Education?

  1. 1. ChrisMooreFlickr Will Learning Analytics Transform Higher Education? Digital Education Show Kuala Lumpur, 15 June 2015 Dr Abelardo Pardo (@abelardopardo) Faculty of Engineering and IT slideshare.net/abelardo_pardo
  2. 2. Abelardo Pardo Will Learning Analytics Transform Higher Education? 2 JeanEtienneMinh-DuyPoirrierflickr.com
  3. 3. Abelardo Pardo Will Learning Analytics Transform Higher Education? 3 EvanBlaserflickr.com Elements Actors Culture Scenarios
  4. 4. Abelardo Pardo Will Learning Analytics Transform Higher Education? 4 EvanBlaserflickr.com Elements
  5. 5. Abelardo Pardo Will Learning Analytics Transform Higher Education? 5 ThomasLethOlsenflickr.com Stakeholders Data Sources Analysis Actions
  6. 6. Abelardo Pardo Will Learning Analytics Transform Higher Education? 6 MartinFischflickr.com Stakeholders Policy Makers Institutional Management Instructors Students Parents
  7. 7. Abelardo Pardo Will Learning Analytics Transform Higher Education? 7 http://www.learninganalytics.net/?p=131(lastvisitedSep2013) Siemens, G., & Long, P. (2011). Penetrating the Fog: Analytics in Learning and Education. Educause Review, 48(5)
  8. 8. Abelardo Pardo Will Learning Analytics Transform Higher Education? 8 puthoOrPhotographyflickr.com LMS interactions, Student Information System, Recruiting, Demographics, Previous grades, Space interaction, Social engagement
  9. 9. Abelardo Pardo Will Learning Analytics Transform Higher Education? 9 zzpzaflickr.com • Statistical prediction • Clustering and profiling • Relationship mining • Link prediction in networks • Text analysis
  10. 10. Abelardo Pardo Will Learning Analytics Transform Higher Education? 10 GotCreditflickr.com • Solve academic problems • Suggest courses • Financial options • Learning strategy • Adjust degrees • Self awareness • Guide investment
  11. 11. LA Matrix Context Question to be answered Stakeholders Data Source Analysis Action Policy maker Management Instructor Students Parents Abelardo Pardo Will Learning Analytics Transform Higher Education? 11
  12. 12. Abelardo Pardo Will Learning Analytics Transform Higher Education? 12 EvanBlaserflickr.com Elements Actors
  13. 13. Abelardo Pardo Will Learning Analytics Transform Higher Education? 13 johnthrmFlickr ICT Units Enterprise data warehousing Security and Privacy Student Oriented Vision
  14. 14. Abelardo Pardo Will Learning Analytics Transform Higher Education? 14 MathesonLearningCommonsflickr.com Student Services Data producers/Consumers
  15. 15. Abelardo Pardo Will Learning Analytics Transform Higher Education? 15 Sanadreasflickr.com Learning & Teaching Units Data-guided Course Redesign
  16. 16. Abelardo Pardo Will Learning Analytics Transform Higher Education? 16 RichardMcDonald-Proctorflickr.com Leadership conveys data-intensive culture
  17. 17. Abelardo Pardo Will Learning Analytics Transform Higher Education? 17 EvanBlaserflickr.com Elements Actors Culture
  18. 18. Multidisciplinary Work Powell, S., & MacNeil, S. (2012). Analytics Series Institutional Readiness for Analytics (Vol. 1, pp. 1–11). JISC Center for Educational Technology & Interoperability Standards, Analytics Series, 1(8). Abelardo Pardo Will Learning Analytics Transform Higher Education? 18
  19. 19. Abelardo Pardo Will Learning Analytics Transform Higher Education? 19 Siemens, G., Dawson, S., & Lynch, G. (2013). Improving the Quality and Productivity of the Higher Education Sector. Policy and Strategy for Systems-Level Deployment of Learning Analytics (pp. 1–35). Society for Learning Analytics Research for the Australian Office for Learning and Teaching.
  20. 20. Abelardo Pardo Will Learning Analytics Transform Higher Education? 20 EdCoyleflickr.com Slow speed of adoption. Yet to go beyond basic reporting Bichsel, J. (2012). Analytics in Higher Education Benefits, Barriers, Progress, and Recommendations, EDUCAUSE Center for Applied Research (pp. 1–31).
  21. 21. Abelardo Pardo Will Learning Analytics Transform Higher Education? 21 EvanBlaserflickr.com Elements Actors Culture Scenarios
  22. 22. Abelardo Pardo Will Learning Analytics Transform Higher Education? 22 UniversityofDenverflickr.com Scenario 1 • Weekly engagement report • Personalized feedback • Strategic advice for semester • Advice for the year
  23. 23. Abelardo Pardo Will Learning Analytics Transform Higher Education? 23 PNNLPacificNorthwestflickr.com Scenario 2 • Instructor observes summary • Sends personalized feedback • Anomalies detected • Quick turnaround
  24. 24. Abelardo Pardo Will Learning Analytics Transform Higher Education? 24 BettaDesignflickr.com Scenario 3 • Degrees are remodeled • Investment in infrastructure • Overall student experience • Better service
  25. 25. Abelardo Pardo Will Learning Analytics Transform Higher Education? 25 GerardStolkflickr.com Multiple factors: stakeholders, data sources, analysis, actions Multiple actors: ICT, L&TU, Student Svcs, Data Wranglers Leadership has to convey cultural change Model matures slowly
  26. 26. ChrisMooreFlickr Will Learning Analytics Transform Higher Education? Digital Education Show Kuala Lumpur, 15 June 2015 Dr Abelardo Pardo (@abelardopardo) Faculty of Engineering and IT slideshare.net/abelardo_pardo

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