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Learning analytics:
attention please!

JTEL11
Crete, 31 May 2011




Erik Duval
http://erikduval.wordpress.com



                                 1
Thanks - merci - gracias - dank u-
    köszönöm - Vielen dank -



          MANY thanks

           for the invitation !
                    2
http://www.slideshare.net/erik.duval




3
My team:

   technology enhanced
learning, music & research
On attention...




             5
6
human readable
attention stream
human, explicit = nice
but: doesn’t scale



             9
using attention
  to filter & suggest,
  provide awareness,
  link with goals
  & support social links

             11
examples from elsewhere




           12
awareness
filter & suggest
social interactions
link with goals




             16
Attention in learning




           24
awareness
for administrators



          26
28
!




    29
awareness
for learners & teachers



           30
recommendation
for learners & teachers



           33
Dataset driven research




           38
http://www.teleurope.eu/pg/groups/9405/datatel/
the big one...




                 41
we don’t know
what to measure
(yet?)


         42
time spent
number of logins
number of mouse clicks
number of accessed resources
number of artefacts produced
number of finished assignments
quality of work produced - grades
...?
                43
dangerous?




             44
1.Property
2.Mobility
3.Economy
4.Transparency
       16
in conclusion




     47
Learning from our students

Using attention
 to filter & suggest,
 provide awareness,
 link with goals
 & support social links
             48
Questions?
http://erikduval.wordpress.com/
       twitter: @ErikDuval
               50

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Attention please: learning analytics