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Mohammad	
  Khalil	
  
Mar,n	
  Ebner	
  
EP4LA – LAK 15 Workshop, 16th March 15
h1ps://www.flickr.com/photos/trois-­‐tetes/5195847/	
  
Who Are We ???
Dr. Martin Ebner
The head of the department Social Learning at Graz
University of Technology.
Focuses on : LA, MOOCs, Mobile Learning
Mohammad	
  Khalil	
  
	
  
A	
   PhD	
   candidate	
   in	
   the	
   department	
   Social	
   Learning	
   at	
  
Graz	
  University	
  of	
  Technology	
  
	
  
Focuses	
  on	
  :	
  Learning	
  Analy,cs	
  in	
  MOOCs	
  
Collecting
Collecting
Analysis
Collecting
Analysis
Act
But,	
  What	
  if	
  Learning	
  Analy,cs	
  went	
  wrong?	
  
h1ps://www.flickr.com/photos/thierrylord/4541208666	
  
Mistaken	
  Predic,ons!	
  
Ethical	
  breaches!!!	
  
Learning Analytics
h1p://www.beyondblackwhite.com/wp-­‐content/uploads/2011/09/thumbs-­‐down.jpg	
  
•  Transparency
•  Identification
•  Ownership
•  Accuracy
•  Security
Learning Analytics
h1p://www.beyondblackwhite.com/wp-­‐content/uploads/2011/09/thumbs-­‐down.jpg	
  
•  Identification
•  Transparency
•  Ownership
•  Accuracy
•  Security
http://www.moneysense.ca/invest/investors-dont-have-to-wait-for-canada-to-
bury-trailers
De - IDentification
h1ps://www.flickr.com/photos/trois-­‐tetes/5195847/	
  
•  Achieve Privacy
•  Research Reasons
•  Available to Public
De – iDentification - Formally
h1p://androidheadlines.com/wp-­‐content/uploads/2015/02/Law_2.jpg	
  
•  FERPA §99.31
•  DPD 95/46/EC²
•  HIPAA
COLLECTING
De-IDentification
OPTIMIZING
Generating
Is It Perfect???
Is It Perfect???
THANK YOU
Mohammad	
  Khalil	
  
Ø  Mohammad.Khalil@tugraz.at	
  
Mar,n	
  Ebner	
  
Ø  Mar,n.Ebner@tugraz.at	
  
“De-­‐Iden-fica-on	
   in	
   Learning	
   Analy-cs”,	
   By	
   Mohammad	
   Khalil	
   &	
   Mar-n	
   Ebner,	
  
Technical	
   University	
   of	
   Graz,	
   presented	
   at	
   LAK15’	
   workshop	
   “EP4LA”,	
   USA,	
   Mar.	
  
2015	
  

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