Learning Analytics

Jun 4, 20132 likes853 views

This document discusses learning analytics and provides examples of how data collected from online learning activities can be used to improve the learning process. It describes how learning analytics involves collecting trace data from learners and using that data to enhance learning. Examples are given of dashboards and visualizations that have been developed to provide awareness, reflection, and insights to learners and instructors based on analytics of online behaviors and activities. Issues around privacy, architecture, and what and how to measure learning outcomes are also addressed.

Learning Analytics
Joint Technology-Enhanced Learning Summer School,
Limmosol, Cyprus, 29 May 2013
Erik Duval & Joris Klerkx
http://erikduval.wordpress.com
@ErikDuval en @jkofmsk
1

Thanks - merci - gracias - Vielen Dank
- köszönöm - ありがとうございます
Dank u!
MANY thanks
for the invitation !
2

http://www.slideshare.net/erik.duval
3

4
Music
Technology Enhanced
Learning
e-health
Research 2.0

open learning
‘on the internet, information wants to be free’

http://ariadne-eu.org/

http://globe-info.org
> 1.000.000 Learning resources

http://bigtablechi13.appspot.com/dashboard.jsp

and include...
email, twitter, facebook, web
reading, physical movement,
location, proximity, food intake,
sleeping, drinking, emotion
tracking, weather info, attention, ...

http://quantiﬁedself.com/
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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/
30

as learning moves on-line
we collect many more traces
31

http://yaymicro.com/stock-image/old-classic-car-dashboard/209874 http://hefel.wordpress.com/2008/01/13/information-design-dashboards-and-balanced-scorecards/

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http://mume11.snakeﬂash.com/

http://jlsantoso.blogspot.com/
38

awareness
(self) reflection
sense making
impact
data
questions
answers
behavior change or
new meaning

43
Duval, Erik; Klerkx, Joris;Verbert, Katrien; Nagel,Till; Govaerts, Sten; Parra Chico, Gonzalo Alberto; Santos Odriozola, Jose Luis;Vandeputte, Bram. Learning
dashboards & learnscapes,Workshop at CHI2012:ACM SIGCHI Conference on Human Factors in Computing Systems,Vancouver, Canada, 5-10 May 2012,
Educational Interfaces, Software, and Technology.
Santos Odriozola, Jose Luis; Govaerts, Sten;Verbert, Katrien; Duval, Erik. Goal-oriented visualizations of activity tracking: a case study with engineering students,
LAK12: International Conference on Learning Analytics and Knowledge,Vancouver, Canada, 29 April - 2 May 2012,ACM

44
Govaerts, Sten;Verbert, Katrien, Duval, Erik;
Pardo,Abelardo, The Student Activity Meter for
Awareness and Self-reﬂection. Proceedings of CHI
Conference on Human Factors in Computing
Systems, 2012,Austin,Texas,ACM.

45
http://www.snappvis.org

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http://www.educause.edu/ero/article/signals-applying-academic-analytics

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http://www.engadget.com/2013/01/09/kno-launches-kno-me-interactive-textbook-metrics-lets-you-stu/

http://engagor.com/

53 http://emotiv.com/

http://tincanapi.com

http://solaresearch.org/OpenLearningAnalytics.pdf

https://tgoossens.wordpress.com/2013/05/14/the-ku-leuven-needs-api/

What I do...
tell students
what, why and for whom
67

71
http://www.ibtimes.com/apple-watch-rumors-10-iwatch-concept-designs-showcase-potential-features-specs-photos-1097444#
http://www.slashgear.com/google-glass-in-focus-ui-apps-more-22270783/

http://lakconference.org

what can we measure & how is it relevant?
what is relevant & how can we measure it?
74

76
?
http://erikduval.wordpress.com/
@ErikDuval

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Learning Analytics

1. Learning Analytics Joint Technology-Enhanced Learning Summer School, Limmosol, Cyprus, 29 May 2013 Erik Duval & Joris Klerkx http://erikduval.wordpress.com @ErikDuval en @jkofmsk 1

2. Thanks - merci - gracias - Vielen Dank - köszönöm - ありがとうございます Dank u! MANY thanks for the invitation ! 2

3. http://www.slideshare.net/erik.duval 3

4. 4 Music Technology Enhanced Learning e-health Research 2.0

5. learning = empowerment

6. 16 yr?

7. open learning ‘on the internet, information wants to be free’

8. open standards

9. open content

10. http://ariadne-eu.org/

11. http://globe-info.org > 1.000.000 Learning resources

12. open content learning

16. authentic problem dialogue with society

19. open accreditation

22. examens

23. continuous monitoring

24. http://bigtablechi13.appspot.com/dashboard.jsp

25. and include... email, twitter, facebook, web reading, physical movement, location, proximity, food intake, sleeping, drinking, emotion tracking, weather info, attention, ...

26. http://quantiﬁedself.com/ 26

27. http://www.nmc.org/pdf/2012-horizon-report-HE.pdf

29. what? 29

30. 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/ 30

31. as learning moves on-line we collect many more traces 31

32. 32

33. at run-time, not a posteriori 33

35. dashboard

36. http://yaymicro.com/stock-image/old-classic-car-dashboard/209874 http://hefel.wordpress.com/2008/01/13/information-design-dashboards-and-balanced-scorecards/

37. 37 http://mume11.snakeﬂash.com/

38. http://jlsantoso.blogspot.com/ 38

40. conceptual framework 40

41. awareness (self) reflection sense making impact data questions answers behavior change or new meaning

42. examples 42

43. 43 Duval, Erik; Klerkx, Joris;Verbert, Katrien; Nagel,Till; Govaerts, Sten; Parra Chico, Gonzalo Alberto; Santos Odriozola, Jose Luis;Vandeputte, Bram. Learning dashboards & learnscapes,Workshop at CHI2012:ACM SIGCHI Conference on Human Factors in Computing Systems,Vancouver, Canada, 5-10 May 2012, Educational Interfaces, Software, and Technology. Santos Odriozola, Jose Luis; Govaerts, Sten;Verbert, Katrien; Duval, Erik. Goal-oriented visualizations of activity tracking: a case study with engineering students, LAK12: International Conference on Learning Analytics and Knowledge,Vancouver, Canada, 29 April - 2 May 2012,ACM

44. 44 Govaerts, Sten;Verbert, Katrien, Duval, Erik; Pardo,Abelardo, The Student Activity Meter for Awareness and Self-reﬂection. Proceedings of CHI Conference on Human Factors in Computing Systems, 2012,Austin,Texas,ACM.

45. 45 http://www.snappvis.org

46. 46 http://www.educause.edu/ero/article/signals-applying-academic-analytics

47. 47 http://www.engadget.com/2013/01/09/kno-launches-kno-me-interactive-textbook-metrics-lets-you-stu/

48. 48

49. http://engagor.com/

51. also 51

52. 52

53. 53 http://emotiv.com/

54. issues? 54

55. architecture & interoperability 55

56. http://tincanapi.com

57. http://solaresearch.org/OpenLearningAnalytics.pdf