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Learning Analytics
Data-based decision making
in learning environments
Sydney Teaching Colloquium
Sydney, 3 October 2013
Abelardo Pardo
The University of Sydney
@abelardopardo
slideshare.net/abelardo_pardo
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 3
AuntiePflickr.comneilspencerbruceflickr.com
Teaching is getting
incredibly complex
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 4
JansonHewsflickr.com
Tool overload
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 5
JoshuaRappenekerflickr.com
Humans are Subjective
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 6
Mind Sights: Original Visual Illusions, Ambiguities, and Other Anomalies, With a Commentary on the Play of Mind in Perception and Art, Roger N. Shepard, 1990
“If you can not measure it,
you can not improve it”
Lord Kelvin
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 7
“We need better
evaluation to
acknowledge and
esteem excellence
when it occurs, as it
does.”
John Hattie. Visible Learning: A Synthesis of Over 800 Meta-Analysis
Relating to Achievement. Taylor & Francis, 2009
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 8
BencroweFlickr
Where should I focus?
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 9
visible-learning.org/hattie-ranking-influences-effect-sizes-learning-achievement/hattie-ranking-teaching-effects(LastAccessedOct.2013)
What works, and
how to do it!
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 10
Cayusaflickr.com
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.
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 11
(US Dept. of Education)
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 12
WernerKunzFlickr.com
(Campbell, De Blois, Oblinger 2007, Academic Analytics, EDUCAUSE)
Collect
Report
Predict
Act
Refine
The five
steps of
analytics
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 13
http://www.learninganalytics.net/?p=131(lastvisitedSep2013)
Little
Data
Discipline in its early steps,
but with large potential.
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 14
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 15
www.itap.purdue.edu/studio/signals(LastaccessedOct.2013)
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 16
www.blackboard.com/Platforms/Analytics/Overview.aspx(LastaccessedOct.2013)
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 17
www.desire2learn.com/products/Insights(LastaccessedOct.2013)
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 18
Use big data to really
understand the studentSteve Schoettler, CEO Junyo
www.solaresearch.org
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 19
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 20
www.blackboard.com/platforms/analytics/overview.aspx(LastaccessedOct.2013)
• Students at risk
• Engagement
• Performance
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 21
www.snappvis.org(LastaccessedOct.2013)
Bookmarklet in your browser
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 22
• First year engineering course.
• Sessions with previous and in class activities.
• Previous activities require interaction.
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 23
Ask about Preparation
• Obtain feedback about the material
• Measure engagement
• Anticipate complications in lecture
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 24
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 25
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 26
Just in time teaching
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 27
NLP to gauge emotional state
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 28
mrhayataflickr.com
Interventions
• Email
• Special material
• Suggest plan
• Suggest actions
• Office hours
Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 29
ComedyNoseflickr.com
Data must come to you
Adopt formal approach to teaching
Use technology to reach interventions
Improvement through continuous evolution
SeanDreilingerFlickr
Learning Analytics
Data-based decision making
in learning environments
Sydney Teaching Colloquium
Sydney, 3 October 2013
Abelardo Pardo
The University of Sydney
@abelardopardo
slideshare.net/abelardo_pardo

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Learning Analytics. Data-based decision making in learning environments

  • 1. SeanDreilingerFlickr Learning Analytics Data-based decision making in learning environments Sydney Teaching Colloquium Sydney, 3 October 2013 Abelardo Pardo The University of Sydney @abelardopardo slideshare.net/abelardo_pardo
  • 2. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 3 AuntiePflickr.comneilspencerbruceflickr.com Teaching is getting incredibly complex
  • 3. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 4 JansonHewsflickr.com Tool overload
  • 4. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 5 JoshuaRappenekerflickr.com
  • 5. Humans are Subjective Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 6 Mind Sights: Original Visual Illusions, Ambiguities, and Other Anomalies, With a Commentary on the Play of Mind in Perception and Art, Roger N. Shepard, 1990
  • 6. “If you can not measure it, you can not improve it” Lord Kelvin Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 7
  • 7. “We need better evaluation to acknowledge and esteem excellence when it occurs, as it does.” John Hattie. Visible Learning: A Synthesis of Over 800 Meta-Analysis Relating to Achievement. Taylor & Francis, 2009 Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 8 BencroweFlickr
  • 8. Where should I focus? Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 9 visible-learning.org/hattie-ranking-influences-effect-sizes-learning-achievement/hattie-ranking-teaching-effects(LastAccessedOct.2013)
  • 9. What works, and how to do it! Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 10 Cayusaflickr.com
  • 10. 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. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 11 (US Dept. of Education)
  • 11. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 12 WernerKunzFlickr.com (Campbell, De Blois, Oblinger 2007, Academic Analytics, EDUCAUSE) Collect Report Predict Act Refine The five steps of analytics
  • 12. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 13 http://www.learninganalytics.net/?p=131(lastvisitedSep2013) Little Data
  • 13. Discipline in its early steps, but with large potential. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 14
  • 14. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 15 www.itap.purdue.edu/studio/signals(LastaccessedOct.2013)
  • 15. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 16 www.blackboard.com/Platforms/Analytics/Overview.aspx(LastaccessedOct.2013)
  • 16. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 17 www.desire2learn.com/products/Insights(LastaccessedOct.2013)
  • 17. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 18 Use big data to really understand the studentSteve Schoettler, CEO Junyo
  • 18. www.solaresearch.org Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 19
  • 19. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 20 www.blackboard.com/platforms/analytics/overview.aspx(LastaccessedOct.2013) • Students at risk • Engagement • Performance
  • 20. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 21 www.snappvis.org(LastaccessedOct.2013) Bookmarklet in your browser
  • 21. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 22 • First year engineering course. • Sessions with previous and in class activities. • Previous activities require interaction.
  • 22. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 23
  • 23. Ask about Preparation • Obtain feedback about the material • Measure engagement • Anticipate complications in lecture Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 24
  • 24. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 25
  • 25. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 26 Just in time teaching
  • 26. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 27 NLP to gauge emotional state
  • 27. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 28 mrhayataflickr.com Interventions • Email • Special material • Suggest plan • Suggest actions • Office hours
  • 28. Abelardo Pardo Learning Analytics. Data-based Decision Making in Learning Environments 29 ComedyNoseflickr.com Data must come to you Adopt formal approach to teaching Use technology to reach interventions Improvement through continuous evolution
  • 29. SeanDreilingerFlickr Learning Analytics Data-based decision making in learning environments Sydney Teaching Colloquium Sydney, 3 October 2013 Abelardo Pardo The University of Sydney @abelardopardo slideshare.net/abelardo_pardo