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LEARNING ANALYTICS
...augmenting
the human intellect...

José Luis Santos
slideshare.net/jlsantoso
HCI group
img src: http://en.wikipedia.org/wiki/File:Stonehenge2007_07_30.jpg
Monday 16 December 13
Monday 16 December 13
Monday 16 December 13
Monday 16 December 13
Monday 16 December 13
Monday 16 December 13
Monday 16 December 13
Monday 16 December 13
Technology Enhanced
Learning

e-health

Music

Research 2.0

Monday 16 December 13
Is learning analytics a ‘new’ field?

Monday 16 December 13
Is learning analytics a ‘new’ field?
... or ...
is it only a cool name to attract
funding?

Monday 16 December 13
img src: http://www.loomlearning.com/wp-content/uploads/ether/phpFd9VdRPM.jpg
Monday 16 December 13
Have we had so many
learning traces
before?
img src: http://www.loomlearning.com/wp-content/uploads/ether/phpFd9VdRPM.jpg
Monday 16 December 13
src img: http://aerva.com/wordpress/wp-content/uploads/2011/11/internalcomm2.jpg
Monday 16 December 13
Monday 16 December 13
Monday 16 December 13
src img: http://blog.commarts.wisc.edu/wp-content/uploads/2013/03/MOOCbetterwordbubble.png
Monday 16 December 13
Monday 16 December 13
We have only covered the software
part so far...

Monday 16 December 13
src img: http://www.emerkirrane.com/wp-content/uploads/2013/03/Devices2.jpg

Monday 16 December 13
src img: http://www.emerkirrane.com/wp-content/uploads/2013/03/Devices2.jpg

src img: http://www.rtcmagazine.com/files/images/3860/rtc09_td_gre_fig01_large.jpg
Monday 16 December 13
EXERCISE
3-5 min of discussion
(small group)
3-5 min of general
discussion
Monday 16 December 13
Monday 16 December 13
Monday 16 December 13
Monday 16 December 13
Monday 16 December 13
Monday 16 December 13
http://quantifiedself.com/2013/02/qs-and-mindfulness/#more-5798

Monday 16 December 13
https://www.youtube.com/watch?v=kjflrXDDU-w

Monday 16 December 13
shall we avoid to end up being all the same?
Monday 16 December 13
Monday 16 December 13
...and what now?
Monday 16 December 13
DISCUSSION
3-5 min...

challenges/issues

Monday 16 December 13
CHALLENGES

Monday 16 December 13
Monday 16 December 13
Monday 16 December 13
Monday 16 December 13
... but we are engineers....
... be open....

Monday 16 December 13
Monday 16 December 13
Technical	
  challenges

Monday 16 December 13
Technical	
  challenges
Concurrency

Monday 16 December 13
Technical	
  challenges
Concurrency
Multiple	
  identities

Monday 16 December 13
Technical	
  challenges
Concurrency
Multiple	
  identities
Information

Monday 16 December 13
Technical	
  challenges
Concurrency
Multiple	
  identities
Information
Human	
  Computer	
  Interaction
Monday 16 December 13
How does current
research address these
challenges?

Monday 16 December 13
1. Educational data
mining
2. Visual Analytics

Monday 16 December 13
1. Educational data
mining
2. Visual Analytics
...in the tradition of Doug Engelbart, and try to focus
on ‘augmenting the human intellect’, rather than
replacing it... **
** http://erikduval.wordpress.com/2013/10/24/augmentation-not-replacement/
Monday 16 December 13
... but we need a story...

Monday 16 December 13
2ND YEAR BACHELOR’S
DEGREE STUDENTS

http://ariadne.cs.kuleuven.be/wiki/index.php/PEnO3-1213
Monday 16 December 13
2ND YEAR BACHELOR’S
DEGREE STUDENTS

http://ariadne.cs.kuleuven.be/wiki/index.php/PEnO3-1213
Monday 16 December 13
2ND YEAR BACHELOR’S
DEGREE STUDENTS

http://ariadne.cs.kuleuven.be/wiki/index.php/PEnO3-1314
Monday 16 December 13
Monday 16 December 13
Monday 16 December 13
Monday 16 December 13
Monday 16 December 13
http://philippedecroock.wordpress.com/
Monday 16 December 13
Is it
learning analytics?

Monday 16 December 13
http://gradient.it.uc3m.es/research/
Monday 16 December 13
Dillenbourg, Pierre, and Patrick Jermann. "Technology for classroom orchestration." New science of learning. Springer New York, 2010. 525-552.
Monday 16 December 13
Why should only students expose
their info?

http://link.springer.com/chapter/10.1007/978-3-642-40814-4_48#page-1
Monday 16 December 13
http://link.springer.com/chapter/10.1007/978-3-642-33263-0_30#page-1
Monday 16 December 13
http://www.sciencedirect.com/science/article/pii/S0957417413001930
Monday 16 December 13
http://dl.acm.org/citation.cfm?id=2466128
Monday 16 December 13
awareness

(self-)reflection

sensemaking

impact

http://abs.sagepub.com/content/early/2013/02/27/0002764213479363.abstract
Monday 16 December 13
data

awareness

questions

(self-)reflection

answers
behavior change
new meaning

sensemaking

impact

http://abs.sagepub.com/content/early/2013/02/27/0002764213479363.abstract
Monday 16 December 13
Monday 16 December 13
123
Monday 16 December 13
Design based research

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Monday 16 December 13
Usability
Perceived usefulness
Usage analytics
Monday 16 December 13
bottom
up

Monday 16 December 13

top
down
bottom
up

Monday 16 December 13

top
down
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.

Monday 16 December 13
Monday 16 December 13
metrics

reliability
Monday 16 December 13
* http://hci.stanford.edu/courses/cs448b/papers/shneiderman96eyes.pdf
Monday 16 December 13
123
*

* http://hci.stanford.edu/courses/cs448b/papers/shneiderman96eyes.pdf

Monday 16 December 13
http://dl.acm.org/citation.cfm?id=2330639
Monday 16 December 13
http://dl.acm.org/citation.cfm?id=2330639
Monday 16 December 13
http://dl.acm.org/citation.cfm?id=2330639
Monday 16 December 13
Monday 16 December 13
table
usage

Monday 16 December 13
Monday 16 December 13
123
Monday 16 December 13
STEPUP!

http://ceur-ws.org/Vol-931/paper6.pdf
Monday 16 December 13
STEPUP!

http://ceur-ws.org/Vol-931/paper6.pdf
Monday 16 December 13
STEPUP!

http://ceur-ws.org/Vol-931/paper6.pdf
Monday 16 December 13
STEPUP!

http://ceur-ws.org/Vol-931/paper6.pdf
Monday 16 December 13
STEPUP!

http://ceur-ws.org/Vol-931/paper6.pdf
Monday 16 December 13
STEPUP!

http://ceur-ws.org/Vol-931/paper6.pdf
Monday 16 December 13
STEPUP!

http://ceur-ws.org/Vol-931/paper6.pdf
Monday 16 December 13
STEPUP!

http://ceur-ws.org/Vol-931/paper6.pdf
Monday 16 December 13
STEPUP!

http://ceur-ws.org/Vol-931/paper6.pdf
Monday 16 December 13
STEPUP!

http://ceur-ws.org/Vol-931/paper6.pdf
Monday 16 December 13
STEPUP!

http://ceur-ws.org/Vol-931/paper6.pdf
Monday 16 December 13
STEPUP!

http://ceur-ws.org/Vol-931/paper6.pdf
Monday 16 December 13
STEPUP!

http://ceur-ws.org/Vol-931/paper6.pdf
Monday 16 December 13
Monday 16 December 13
Learners’

Monday 16 December 13
Monday 16 December 13
123
Monday 16 December 13
Monday 16 December 13
We simplified the process...

Monday 16 December 13
Monday 16 December 13
“"Everything should be made as simple as
possible, but not simpler."

Monday 16 December 13
Monday 16 December 13
123
Monday 16 December 13
• List of 34 issues

http://dl.acm.org/citation.cfm?id=2330639
Monday 16 December 13
We asked the students what were their
learning issues...

• List of 34 issues

http://dl.acm.org/citation.cfm?id=2330639
Monday 16 December 13
RESULTS
• List of 7 issues

http://dl.acm.org/citation.cfm?id=2330639
Monday 16 December 13
Monday 16 December 13
Monday 16 December 13
123
Monday 16 December 13
http://link.springer.com/chapter/10.1007%2F978-3-642-40814-4_25
Monday 16 December 13
Monday 16 December 13
Monday 16 December 13
123
Monday 16 December 13
http://jlsantoso.blogspot.be/2013/05/reveal-it-applied-in-educational-context.html
Monday 16 December 13
http://ceur-ws.org/Vol-1103/paper5.pdf@svencharleer | svencharleer.com
8 May 2013 |
Monday 16 December 13
http://ceur-ws.org/Vol-1103/paper5.pdf
Monday 16 December 13
Monday 16 December 13
Social discourse...

two people understand badges better that
one by her/himself.

Monday 16 December 13
123
Monday 16 December 13
http://svencharleer.com/blog/2013/11/07/privacy-concerns-with-learning-dashboards/
Monday 16 December 13
Monday 16 December 13
“We only know one thing:
we do not know anything”

Monday 16 December 13
Monday 16 December 13
Keep your learning analytics tool simple...
Engage your users...
Be open...
Be social...
Be cool...

Monday 16 December 13
@jlsantoso
Monday 16 December 13

@svencharleer

@erikduval

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