learning analytics at kuleuven by the team of erik duval
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Learning Analytics at KULeuven
by the team of Erik Duval
Sten Govaerts
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The team: Human-Computer Interaction
• technology enhanced learning• music• research
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LOM ☞ LOR ⟿ …
Ariadnehttp://www.ariadne-eu.org/
IEEE LOM
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CAM ➠…
ContextualisedAttention Metadata
https://sites.google.com/site/camschema/home
Collaboration between Erik Duval
& Martin Wolpers
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LOM ➛ LOR ➫ CAM ➵…
Content with metadata +
Activity tracking
Learning Analytics
☟
& Quantified Self
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Learning Analytics @ KULeuven
HCI focus
Visualisations
DashboardsRecommendations
Mobile……………………………………. Large displaysTabletops……
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How & what we track?• twitter
• blog/blog comments
• time tracking: toggl.com
• emotion
• user actions: • eclipse plug-in • virtual machines • logs from learning management systems
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http://ariadne.cs.kuleuven.be/cam-dashboard/viz/blogs.html
Jose Luis Santos; Sten Govaerts; Katrien Verbert; Erik Duval. Goal-oriented visualizations of activity tracking: a case study with engineering students. ACM Learning Analytics and Knowledge Conference 2012.
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J. L. Santos, K. Verbert, S. Govaerts, and E. Duval. Visualizing PLE Usage. Proceedings of EFEPLE11: 1st Workshop on Exploring the Fitness and Evolvability of Personal Learning Environments, CEUR Laclusaz, France, 30-31 March 2011
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Govaerts, Sten; Verbert, Katrien, Duval, Erik; Pardo, Abelardo, The Student Activity Meter for Awareness and Self-reflection. ACM CHI 2012
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Charleer, S., Klerkx, J., Santos Odriozola, J., Duval, E. (2013). Improving awareness and reflection through collaborative, interactive visualizations of badges. ARTEL13: Proceedings of the 3rd Workshop on Awareness and Reflection in Technology-Enhanced Learning, ARTEL13, 2013
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Charleer, S., Klerkx, J., Duval, E. (2015). Exploring Inquiry-Based Learning Analytics through Interactive Surfaces. VISLA: VISual Approaches to Learning Analytics.
Poughkeepsie, NY, USA, 17 March 2015.
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*�NO�educational�data�mining
Putting the user in the driving seat!
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–Erik Duval
“This is serious fun!”
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Learning Analytics team• Sven Charleer
• Erik Duval
• Sten Govaerts
• Joris Klerkx
• Gonzalo Parra
• Jose Luis Santos
• Katrien Verbert
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• “Metadata principles and practicalities”, E. Duval, W. Hodgins, S. Sutton, S.L. Weibel - D-lib Magazine, 2002.
• “Draft standard for learning object metadata”, IEEE Learning Technology Standards Committee, 2002.
• “The Ariadne knowledge pool system”, E. Duval, E. Forte, K. Cardinaels, B. Verhoeven… - Communications of the ACM, 2001.
• “Tracking actual usage: the attention metadata approach”, M. Wolpers, J. Najjar, K. Verbert, E. Duval - Educational Technology & Society, 2007
• “Attention please!: learning analytics for visualization and recommendation”, E. Duval - Proceedings of the 1st International Conference on Learning Analytics, 2011
• “Learning analytics dashboard applications”, K. Verbert, E. Duval, J. Klerkx, S. Govaerts, J.L. Santos - American Behavioral Scientist, 2013