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The Transformation of
Higher Education and the
role of Learning Analytics
“Open and Flexible Higher Education”
EADTU, Paris, F, 24 October 2013

!

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

1
transformation...

2
http://www.presidiacreative.com/wp-content/uploads/2009/07/113.jpg
mooc free zone	

!
!
and wifi free zone ;-)

4
learning analytics?

5
http://www.nmc.org/pdf/2012-horizon-report-HE.pdf
Learning Analytics is about
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/

7
as learning moves on-line	

we collect many more traces

8
access to learning resources

posts in discussion fora

logins to learning management systems

posts of assignments

replies to posts

votes in lecture response systems

time on page in electronic textbook

location of device used to access course

(and thus proximity to other users)

software lines produced

contributions to shared documents or wikis

…	

who, when, where …
10
leveraging personal analytics
11
leveraging web analytics
http://quantifiedself.com/
14
participatory design
17

http://www.ritholtz.com/blog/2010/12/hierarchy-of-visual-knowledge/
value? meaning?

18
algorithm	

	

human
19
http://blog.udacity.com/2013/09/what-does-udacity-do-with-data.html
data mining	

	

visual analytics
23
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.
24
25

http://mume11.snakeflash.com/
http://jlsantoso.blogspot.com/
26
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/
wearable  ubiquitous	

!

more ‘in’  ‘out’
32
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
38
39
link with learning design

41
• One of the problems of early Learning Analytics is a lack of
computational information about pedagogical structure
!
• Runs the risk of using “big data” analysis to “re-discover” the
teacher’s lesson plan
– They could have just told you!
also
learning science	

as a data driven science?	

!

and MOOC=Big Data?
43
privacy

44
46
What I do...
!

tell students
what, why and for whom
47
in practical terms

48
demand
what do you want to know?
supply
what do you know
 what can you do with it?
49
Thx!
?
@ErikDuval	

http://erikduval.wordpress.com
53

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Learning Analytics and Higher Education