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Learning analytics
Esupapereo, Paris, B, 7 February 2014
!

Erik Duval
http://erikduval.wordpress.com
@ErikDuval

1
Thanks - merci - gracias - dank u köszönöm - ありがとうございます - ...
!

Dank U - Un GRAND merci

for the invitation !
2
Human-Computer Interaction	

!

technology enhanced learning	

music	

research	

personal health
4
5

http://www.slideshare.net/erik.duval
heard of learning analytics?

6
doing learning analytics?

7
http://www.nmc.org/pdf/2014-nmc-horizon-report-he-EN.pdf
“use of intelligent data, learnerproduced data, and analysis models
to discover information and social
connections, and to predict and
advise on learning”	

http://www.elearnspace.org/blog/2010/08/25/what-are-learning-analytics/

“collecting traces that learners
leave behind and using those traces
to improve learning”	

http://erikduval.wordpress.com/2012/01/30/learning-analytics-and-educational-data-mining/
as learning moves on-line	

we collect many more traces

10
11
leveraging personal analytics
12
leveraging web analytics
http://quantifiedself.com/
15
17
algorithm	

	

human
18
http://blog.udacity.com/2013/09/what-does-udacity-do-with-data.html
data mining	

	

visual analytics
21
dashboard

K.Verbert, E. Duval, J. Klerkx, S. Govaerts, and J. L. Santos. Learning analytics dashboard applications. American Behavioral
Scientist, 57(10):1500–1509, 2013.
22
Govaerts, S.,Verbert, K., Duval, E., Pardo, A.: The student activity meter for awareness and self-reflection. In: CHI2012, 869–884
24
Govaerts, S., Verbert, K., Duval, E., Pardo, A.: The student activity meter for awareness and self-reflection. In:
Proceedings of CHI2012, ACM (2012) 869–884
http://www.snappvis.org
http://www.educause.edu/ero/article/signals-applying-academic-analytics
http://www.engadget.com/2013/01/09/kno-launches-kno-me-interactive-textbook-metrics-lets-you-stu/
awareness

data

(self) reflection

questions

sense making

answers

impact

behavior change or
new meaning
wearable  ubiquitous	

!

more ‘in’  ‘out’
33
J. Santos, S. Charleer, G. Parra, J. Klerkx, E. Duval, and K.Verbert. Evaluating the use of open badges in an open learning
environment. In D. Hernandez-Leo, T. Ley, R. Klamma, and A. Harrer, editors, Scaling up Learning for Sustained Impact, volume
8095 of Lecture Notes in Computer Science, pages 314–327. Springer Berlin Heidelberg, 2013.


Khaled	
  Bachour,	
  Frederic	
  Kaplan,	
  Pierre	
  Dillenbourg,	
  An	
  Interac:ve	
  Table	
  for	
  Suppor:ng	
  Par:cipa:on	
  Balance	
  in	
  Face-­‐to-­‐Face	
  
Collabora:ve	
  Learning,	
  IEEE	
  Transac:ons	
  on	
  Learning	
  Technologies,	
  vol.	
  3,	
  no.	
  3,	
  pp.	
  203-­‐213,	
  July-­‐September,	
  2010	
  
http://www.slashgear.com/google-glass-in-focus-ui-apps-more-22270783/
http://www.ibtimes.com/apple-watch-rumors-10-iwatch-concept-designs-showcase-potential-features-specs-photos-1097444#

37
[1] T. Zarraonandia, I. Aedo, P. D ́ıaz, and A. Montero. An augmented lecture feedback system to support learner and teacher communication. British Journal of Educational Technology, 44(4)

T. Zarraonandia, I. Aedo, P. Dıaz, and A. Montero. An augmented lecture feedback system to support learner and teacher communication. British Journal o
Technology, 44(4):616–628, 2013.

http://gigaom.com/2013/06/19/new-augmented-reality-glasses-let-teachers-know-when-their-students-are-falling-behind/
38
39
My A-Z ofLearning Analytics
aim	

audience	

architecture	

amplitude	

attention
aim
http://www-01.ibm.com/software/data/images/ExecutiveOverviewDashboard.jpg

business analytics!
literature analytics
more learning?	

better learning?	

deeper learning?	

learning attitude?	

21st century skills?
example: motivation
Santos Odriozola et al..
Evaluating the use of
open badges in an open
learning environment,
ECTEL13, 314-327
audience
golden rule of HCI	

!

design for users and tasks
learner	

teacher	

management	

researcher	

…?
car	

while you drive	

fitbit	

reflection	

rescuetime	

analysis  targets	

…?
Open Learning Analytics Architecture
http://solaresearch.org/OpenLearningAnalytics.pdf
http://wespot.net/en/software
the web is the infrastructure	

!

(ims, cen/isss, oaai, …)
scale, amplitude
https://erikduval.wordpress.com/2014/01/14/mcdonaldisation-or-using-scale-to-improve-learning/
attention!
attention trust - 2005!

•
•
•
•

	

Property:You own your attention and can store it wherever
you wish.You have CONTROL.	

Mobility:You can securely move your attention wherever you
want, whenever you want to.You have the ability to
TRANSFER your attention.	

Economy:You can pay attention to whomever you wish and
receive value in return.Your attention has WORTH.	

Transparency:You can see exactly how your attention is
being used.
wrapping up…
LASI 14: Madrid, end of June…
Thx!
?
@ErikDuval	

http://erikduval.wordpress.com
68

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