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A Tale of two MOOCs : Analyzing
Long-Term Course Dynamics
Matthieu Cisel, Mattias Mano, Rémi Bachelet, Philippe Silberzahn
Ø  How do learner categories evolve over iterations in two MOOCs?
Ø  What share of the course activity do the different categories represent ?
Ø  How do sociodemographic variables impact course completion ?
Ø  How robust are those results over iterations ?
Research questions
q  A first categorisation inspired from Ho et al. 2014 / Anderson 2014
Ø  Completers: earn a certificate
Ø  Disengaging: do not complete, but submit at least a quizz
Ø  Auditing: Watch at least 10% of available videos, not a single quizz
Ø  Bystanders: Watch less than 10% of available videos, not a single quizz
An arbitrary classification of learners based on their levels of engagement
Evolution of learner categories over iterations
Evolution of learner categories over iterations
Share of the course activity and learner categories
Video consumption behavior among disengaging and auditing learners
Disengaging	
  
Auditing	
  
Course demographics and completion rates
Odds	
  ra'o	
  for	
  demographics	
  background	
  on	
  the	
  probability	
  to	
  earn	
  a	
  cer'ficate	
  
Take-away messages
Ø  Proportion of active participants tend to decrease over time
Ø  Course demographics and learners intentions remain quite stable
Ø  Most of the course activity is driven by the nucleus of completers
Ø  Most auditing learners explored a minor fraction of the course activity
Ø  Impact of demographics is more obvious in some specific contexts
Conclusion / on-going research
q  Can we find similar patterns in most MOOCs?
Ø  Currently analyzing around 15 MOOCs (Coursera, FUN, Unow)
Ø  Define more robust typology
q  How to interpret observed dynamics based on qualitative data?
Ø  40 interviews with learners, 20 with MOOC instructors
q  How to measure the success of a MOOC based on learning analytics?

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M. CISEL, M. MANO emoocs2015

  • 1. A Tale of two MOOCs : Analyzing Long-Term Course Dynamics Matthieu Cisel, Mattias Mano, Rémi Bachelet, Philippe Silberzahn
  • 2. Ø  How do learner categories evolve over iterations in two MOOCs? Ø  What share of the course activity do the different categories represent ? Ø  How do sociodemographic variables impact course completion ? Ø  How robust are those results over iterations ? Research questions
  • 3. q  A first categorisation inspired from Ho et al. 2014 / Anderson 2014 Ø  Completers: earn a certificate Ø  Disengaging: do not complete, but submit at least a quizz Ø  Auditing: Watch at least 10% of available videos, not a single quizz Ø  Bystanders: Watch less than 10% of available videos, not a single quizz An arbitrary classification of learners based on their levels of engagement
  • 4. Evolution of learner categories over iterations
  • 5. Evolution of learner categories over iterations
  • 6. Share of the course activity and learner categories
  • 7. Video consumption behavior among disengaging and auditing learners Disengaging   Auditing  
  • 8. Course demographics and completion rates Odds  ra'o  for  demographics  background  on  the  probability  to  earn  a  cer'ficate  
  • 9. Take-away messages Ø  Proportion of active participants tend to decrease over time Ø  Course demographics and learners intentions remain quite stable Ø  Most of the course activity is driven by the nucleus of completers Ø  Most auditing learners explored a minor fraction of the course activity Ø  Impact of demographics is more obvious in some specific contexts
  • 10. Conclusion / on-going research q  Can we find similar patterns in most MOOCs? Ø  Currently analyzing around 15 MOOCs (Coursera, FUN, Unow) Ø  Define more robust typology q  How to interpret observed dynamics based on qualitative data? Ø  40 interviews with learners, 20 with MOOC instructors q  How to measure the success of a MOOC based on learning analytics?