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Let me see...Analytics in learning environments
eMadrid Seminar, March 2012
Abelardo Pardohttp://www.it.uc3m.es/abel
@abelardopardo
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Analyticstoday
Potentialforlearning
Oursolutions
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Why?
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If you can not measure it,you can not improve it.
Lord Kelvin
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Personal analytics
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Let me see...your rhythm
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Got tools?
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Is data THAT important?
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Is she pregnant?
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You are being watched
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No (unwanted) surprises!
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Let me see...your medicalrecords
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Collect
Report
PredictAct
Refine
The five stepsof analytics
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Analyticstoday
Potentialforlearning
Oursolutions
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Are they learning?
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Does changemean improvement?
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“We need better evaluationto acknowledge and esteem
excellence when it occurs,as it does.”
John Hattie. Visible Learning: A Synthesis of Over 800Meta-Analyses Relating to Achievement.
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Learning analyticsimprove the feedback loop
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Use big data to reallyunderstand the student
Steve Schoettler, CEO Junyo
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www.solaresearch.orgAbelardo Pardo Let me see... Analytics in learning environments 22
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Analyticstoday
Potentialforlearning
Oursolutions
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More detailed observations
Keep the tutor in the loop
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A clearly identifiedenvironment within
your computer
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Let me see...a detailed view of yourlearning activities only
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Combineobservations
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Automatic discoveryof complementarylearning resources
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Measure engagement inout-of-class activities
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Just in time teaching
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Let me see...how is your team
working
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Quick intuitivefeedback
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Stakeholders observe, predict and act
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Let me see...how are you?
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Moodchanges
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Let me see how you learn...so I can improve the experience.
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References IS. Godin’s BlogThe illusion of privacy (and what we actually care about)http://sethgodin.typepad.com/seths_blog/2012/02/the-illusion-of-privacy-and-what-we-actually-care-about.html
Stephen Wolfram’s BlogThe Personal Analytics of My Lifehttp://blog.stephenwolfram.com/2012/03/the-personal-analytics-of-my-life/
Intelligent Bus Stopshttp://www.thedrum.co.uk/news/2012/02/20/intelligent-street-ads-distinguish-between-men-and-women
John HattieVisible Learning: A Synthesis of Over 800 Meta-Analyses Relating to AchievementTaylor & Francis, 2009
Daily MailHow Target knows when its shoppers are pregnant - and figured out a teen was before her father didhttp://www.dailymail.co.uk/news/article-2102859/How-Target-knows-shoppers-pregnant--figured-teen-father-did.html?ito=feeds-newsxml
Romero Zaldívar, V. A., Crespo García, R. M., Burgos, D., Delgado Kloos, C., and Pardo, A. (2011).Automatic Discovery of Complementary Learning Resources.In Delgado Kloos, C., Gillet, D., García Crespo, R. M., Wild, F., and Wolpers, M., editors, Proceedings of theEuropean Conference on Technology Enhanced Learning. LNCS Vol. 6964, pages 327–340. Springer.
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