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Mapping MOOC
providers’ response to
consent
Mohammad Khalil
Delft University of
Technology, NL
Paul Prinsloo
University of South
Africa, SA
Sharon Slade
Open University,
UK
Consent
2
Hello!
@
L@S 2018 - London
3
28.06.2018 search
MOOCs are Important
4
81,000,000*
CC0
* Class Central 2017
5
Data CC0
“Any information relating to an identified
natural person such as name, location data,
identification number… -GDPR
6
CC0
““Personal data about learning behavior may be
viewed as particularly sensitive…..combined with
data analytics, they might also be used to predict
professional future and career opportunities (p.2)”
– International Working Group on Data Protection
7
CC0
8
•
•
•
•
•
•
CC0
What is Consent?
CC0
10Image credit: http://www.thisistheatre.com/londonshows/consent.html
11
The Study Questions:
CC0
Q1: How is ‘personal data’ defined, is ‘sensitive data’
acknowledged?
Q2: Is student consent addressed?
Q3: Is student data ‘used’ to personalize or intervene?
How did we approach the
questions?
12
10 million* students 1750+ courses
25 million* students 2500+ courses
7 million* students 640+ courses
1 million* students 110+ courses
* Figures might change
CC0
Unit of Analysis
Documents analyzed
-Terms of Use
-Privacy Policy
-Terms of Use
-Privacy Policy
-Terms of Service
& Honor Code
-Privacy Policy
-Accessibility &
inclusion, Cookie,
Data protection,
Terms and
Conditions, Research
ethics
Total: 37k words, 120 pages
Text Analysis
CC0
Information, personal, privacy, access, consent, data, collection
US providers:
FutureLearn:
Information, cookies, policy, research, consent, data, personalised
Iversity:
Google, Facebook, data, analytics, media, privacy
Proportion Comparison
Providers r
edX ↔ Coursera 0.519
edX ↔ iversity 0.449
edX ↔ FutureLearn 0.383
Coursera ↔ iversity 0.384
Coursera ↔ FutureLearn 0.470
iversity ↔ FutureLearn 0.522
P-value <.001
Providers r
edX ↔ Coursera 0.902
edX ↔ iversity 0.204
edX ↔ FutureLearn 0.529
Coursera ↔ iversity 0.263
Coursera ↔ FutureLearn 0.571
iversity ↔ FutureLearn 0.484
P-value <.001
Terms of Use
Privacy Policy
• ‘Photo’ was mentioned in edX
• The only provider that mentioned ‘sensitive data’ is Coursera
• Intervention was not found in any of the policies nor in TOC
• ‘individualization’, ‘recommendation’, ‘personalization’, ‘adapt’ were used as a
broad equivalent to interventions
• ‘agree’, ‘opt in/out’, ‘accept’, ‘authorize’ were used as synonyms for consent
Qualitative Analysis
CC0
In terms of Personal Data
All MOOC providers use name, email, forum posts, shared and generated content,
and IP as personal data.
edX defined PI as “any information about yourself that you may provide to us”.
DOB, occupation, patterns of learning, 3rd party info, etc. are collected and may be
used.
Coursera includes the above-mentioned data + sample of typing patterns, login
from third party website information.
Use of student data were given as: course improvements, authentication,
research purposes, progress and completion, & third party sharing.
In terms of Personal Data
iversity focused more on mining the linkaged data from Facebook.
FutureLearn appears to collect less personal info than the US provdiers.
FutureLearn gives you the right to opt out from being tracked by the Google
Analytics service.
Overall
Opting not to provide certain information prohibit you from using MOOC services
In terms of Consent
If you do not agree, then please do not access, browse, or
register for the site - edX
Coursera offers students to opt out of using personal data
The extent to which use of data leads to personalization is not always made clear
In terms of Intervention
Non-course specific data like Facebook likes remains unclear!
CC0
GDPR
29
Niall Sclater
“
31
Conclusion
Operational use of student data has largely not been considered
Opting out remains severely constrained
Initial consent does not provide a blank cheque to harvest personal data
32
Thank you!
Mohammad Khalil
m.f.d.Khalil@tudelft.nl
Paul Prinsloo
prinsp@unisa.ac.za
Sharon Slade
sharon.slade@open.ac.uk
@
@
@ L@S 2018 - London

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The unbearable lightness of consent: Mapping MOOC providers’ response to consent

  • 1. Mapping MOOC providers’ response to consent Mohammad Khalil Delft University of Technology, NL Paul Prinsloo University of South Africa, SA Sharon Slade Open University, UK Consent
  • 6. “Any information relating to an identified natural person such as name, location data, identification number… -GDPR 6 CC0
  • 7. ““Personal data about learning behavior may be viewed as particularly sensitive…..combined with data analytics, they might also be used to predict professional future and career opportunities (p.2)” – International Working Group on Data Protection 7 CC0
  • 11. 11 The Study Questions: CC0 Q1: How is ‘personal data’ defined, is ‘sensitive data’ acknowledged? Q2: Is student consent addressed? Q3: Is student data ‘used’ to personalize or intervene?
  • 12. How did we approach the questions? 12
  • 13.
  • 14. 10 million* students 1750+ courses 25 million* students 2500+ courses 7 million* students 640+ courses 1 million* students 110+ courses * Figures might change
  • 16. Documents analyzed -Terms of Use -Privacy Policy -Terms of Use -Privacy Policy -Terms of Service & Honor Code -Privacy Policy -Accessibility & inclusion, Cookie, Data protection, Terms and Conditions, Research ethics Total: 37k words, 120 pages
  • 18.
  • 19. Information, personal, privacy, access, consent, data, collection US providers: FutureLearn: Information, cookies, policy, research, consent, data, personalised Iversity: Google, Facebook, data, analytics, media, privacy
  • 21. Providers r edX ↔ Coursera 0.519 edX ↔ iversity 0.449 edX ↔ FutureLearn 0.383 Coursera ↔ iversity 0.384 Coursera ↔ FutureLearn 0.470 iversity ↔ FutureLearn 0.522 P-value <.001 Providers r edX ↔ Coursera 0.902 edX ↔ iversity 0.204 edX ↔ FutureLearn 0.529 Coursera ↔ iversity 0.263 Coursera ↔ FutureLearn 0.571 iversity ↔ FutureLearn 0.484 P-value <.001 Terms of Use Privacy Policy
  • 22. • ‘Photo’ was mentioned in edX • The only provider that mentioned ‘sensitive data’ is Coursera • Intervention was not found in any of the policies nor in TOC • ‘individualization’, ‘recommendation’, ‘personalization’, ‘adapt’ were used as a broad equivalent to interventions • ‘agree’, ‘opt in/out’, ‘accept’, ‘authorize’ were used as synonyms for consent
  • 24. In terms of Personal Data All MOOC providers use name, email, forum posts, shared and generated content, and IP as personal data. edX defined PI as “any information about yourself that you may provide to us”. DOB, occupation, patterns of learning, 3rd party info, etc. are collected and may be used. Coursera includes the above-mentioned data + sample of typing patterns, login from third party website information.
  • 25. Use of student data were given as: course improvements, authentication, research purposes, progress and completion, & third party sharing. In terms of Personal Data iversity focused more on mining the linkaged data from Facebook. FutureLearn appears to collect less personal info than the US provdiers. FutureLearn gives you the right to opt out from being tracked by the Google Analytics service. Overall
  • 26. Opting not to provide certain information prohibit you from using MOOC services In terms of Consent If you do not agree, then please do not access, browse, or register for the site - edX Coursera offers students to opt out of using personal data
  • 27. The extent to which use of data leads to personalization is not always made clear In terms of Intervention Non-course specific data like Facebook likes remains unclear!
  • 30.
  • 31. “ 31 Conclusion Operational use of student data has largely not been considered Opting out remains severely constrained Initial consent does not provide a blank cheque to harvest personal data
  • 32. 32 Thank you! Mohammad Khalil m.f.d.Khalil@tudelft.nl Paul Prinsloo prinsp@unisa.ac.za Sharon Slade sharon.slade@open.ac.uk @ @ @ L@S 2018 - London

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