For the remembrance session of Erik Duval and Martin Wolpers at the JTEL Summer School 2016, I presented the work on learning analytics in Erik Duval's group at KULeuven

1. Learning Analytics
at KULeuven
by the team of Erik Duval
Sten Govaerts

2. The team:
Human-Computer Interaction
• technology enhanced learning
• music
• research
2

3. LOM ☞ LOR ⟿ …
Ariadne
http://www.ariadne-eu.org/
IEEE LOM

4. CAM ➠…
Contextualised
Attention
Metadata
https://sites.google.com/site/camschema/home
Collaboration between
Erik Duval
&
Martin Wolpers

5. LOM ➛ LOR ➫ CAM ➵…
Content with metadata
+
Activity tracking
Learning Analytics
☟
& Quantified Self

6. Learning Analytics
@ KULeuven
HCI focus
Visualisations
Dashboards
Recommendations
Mobile……………………………………. Large displaysTabletops……

7. 7

8. 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

9. http://ariadne.cs.kuleuven.be/cam-dashboard/viz/blogs.html
Jose Luis Santos; Sten Govaerts; KatrienVerbert; Erik Duval. Goal-oriented
visualizations of activity tracking: a case study with engineering
students. ACM Learning Analytics and Knowledge Conference 2012.

10. 10
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

11. http://jlsantoso.blogspot.com/

12. 12
Govaerts, Sten;Verbert, Katrien, Duval, Erik; Pardo,
Abelardo, The Student Activity Meter for
Awareness and Self-reflection. ACM CHI 2012

13. 13

14. 14
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

15. 15
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.

16. 16

17. 17

18. * NO educational data mining
Putting the user
in the driving seat!

19. –Erik Duval
“This is serious fun!”

20. Learning Analytics team
• Sven Charleer
• Erik Duval
• Sten Govaerts
• Joris Klerkx
• Gonzalo Parra
• Jose Luis Santos
• Katrien Verbert

21. • “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