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Massive           Open




                     Online            Courses

Emerging and         Katy Jordan, The Open University
                     Katy.jordan@open.ac.uk
potential learning   @katy_jordan
analytics from
MOOCs                 11/04/2013
+
            What is a MOOC?
    • MOOCs: Massive Open Online Courses
    • Main platforms: Coursera, EdX, Udacity
    • Lots of attention in education and the media, but
     little data
+
         Some basic questions
    • In the MOOC context, how massive is massive?
    • Completion rates are reputedly low, but how low?
    • What factors might affect completion rate?

    • Can I explore this using data that is publicly-
     available online?
+
    Synthesis of enrollment and
         completion data
+
           Some observations
    • While MOOC enrollment has approached 180,000 in
     some cases, the median average is just over 50,000
    • Completion rates can be as high as ~20%, but the
     average is approximately 7%
    • Assessment types may possibly play a role in
     completion rate
    • Longer courses do not appear to have higher attrition
    • Weak correlation between enrollment and completion
     is interesting
    • but need more data
+
           Emerging challenges
    • Openness of data
     – Data is a valuable commodity. But is ‘closed’ feasible or
      ethical in massive and open courses?
    • Is completion rate important?
     – Completion rate may not be the only way to acknowledge
      achievement or measure success
     – But if completing the course is significant, it should not be
      ignored
     – Potential for learning analytics to develop understanding
      how to enhance MOOCs & alternative ways of recognising
      meaningful interaction
+
              Further information
    • Discussion about what types of data the Learning Analytics community
     would like to see from MOOCs:
     https://groups.google.com/forum/#!topic/learninganalytics/rQmAophTas4
     /discussion
    • Audrey Watters blog post and comments ‘Massive MOOC dropouts: are
     we really ok with that?’: http://hackeducation.com/2012/07/23/mooc-
     drop-out/
    • Kizilcec et al. (2013) – an example of applying LA to Coursera data:
     http://tinyurl.com/kizilcec2013
    •Interactive version of my chart of enrollment and completion figures:
     http://www.katyjordan.com/MOOCproject.html
    • My MOOC blog: http://moocmoocher.wordpress.com

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Massive Open Online Courses: Emerging Learning Analytics

  • 1. Massive Open Online Courses Emerging and Katy Jordan, The Open University Katy.jordan@open.ac.uk potential learning @katy_jordan analytics from MOOCs 11/04/2013
  • 2. + What is a MOOC? • MOOCs: Massive Open Online Courses • Main platforms: Coursera, EdX, Udacity • Lots of attention in education and the media, but little data
  • 3. + Some basic questions • In the MOOC context, how massive is massive? • Completion rates are reputedly low, but how low? • What factors might affect completion rate? • Can I explore this using data that is publicly- available online?
  • 4. + Synthesis of enrollment and completion data
  • 5. + Some observations • While MOOC enrollment has approached 180,000 in some cases, the median average is just over 50,000 • Completion rates can be as high as ~20%, but the average is approximately 7% • Assessment types may possibly play a role in completion rate • Longer courses do not appear to have higher attrition • Weak correlation between enrollment and completion is interesting • but need more data
  • 6. + Emerging challenges • Openness of data – Data is a valuable commodity. But is ‘closed’ feasible or ethical in massive and open courses? • Is completion rate important? – Completion rate may not be the only way to acknowledge achievement or measure success – But if completing the course is significant, it should not be ignored – Potential for learning analytics to develop understanding how to enhance MOOCs & alternative ways of recognising meaningful interaction
  • 7. + Further information • Discussion about what types of data the Learning Analytics community would like to see from MOOCs: https://groups.google.com/forum/#!topic/learninganalytics/rQmAophTas4 /discussion • Audrey Watters blog post and comments ‘Massive MOOC dropouts: are we really ok with that?’: http://hackeducation.com/2012/07/23/mooc- drop-out/ • Kizilcec et al. (2013) – an example of applying LA to Coursera data: http://tinyurl.com/kizilcec2013 •Interactive version of my chart of enrollment and completion figures: http://www.katyjordan.com/MOOCproject.html • My MOOC blog: http://moocmoocher.wordpress.com