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MOOCs and Learning Analytics
 ir. W.F. van Valkenburg




Open Education | open.tudelft.nl/education
Willem van Valkenburg


                Coordinator
                TU Delft Open Education Team

                 Assistant to the President of the
                 OpenCourseWare Consortium

                 Projectleader EU-project
                 OCW in the European HE context

     twitter.com/wfvanvalkenburg             slideshare.net/wfvanvalkenburg



Open Education | open.tudelft.nl/education
Agenda


    1. TU Delft and MOOCs
    2. Learning Analytics
    3. MOOCs and Learning Analytics




Open Education | open.tudelft.nl/education
DelftX




Open Education | open.tudelft.nl/education
Why MOOCs?


    •Delft is a strong advocate of Open Education
    •We believe the next step for education is
     online
    •MOOCs are an interesting step into this
     direction.




Open Education | open.tudelft.nl/education
Online and Campus Education
                                                        •   Learning Activities & Course Materials
                                                        •   Free
                                                        •   Enrolled students only, massive numbers
                                                        •   Bachelors Level
                                                        •   Certificate of Completion


                                                      Massive Open
                                                      Online Courses
                                                        (MOOCs)


                                                                                          •   Course Materials
                                                                          Open            •   Free
                              Campus                                      Course          •   Big Exposure, Worldwide audience
                             Education                                    Ware            •   Both Bachelor and Master level
                                                                          (OCW)           •   No interaction with faculty
                                                                                          •   No accredited certificate

•   On-campus Education
•   Top-class education and research facilities
•   World famous university library                   Online Distance
                                                        Education         •   Learning Activities & Course Materials
•   Active student societies
•   Great opportunities to participate in special                         •   Paid enrollment
    student projects                                                      •   Enrolled students only, limited numbers
                                                                          •   Master level
                                                                          •   Accredited Course Certificate
                                                                          •   Full Master Degree



         Open Education | open.tudelft.nl/education
Why EdX?


    •Consortium of top universities
    •Focus on improving campus education
    •It is not-for-profit
    •It has a focus on Open
    •Focus on research of innovation in
     education




Open Education | open.tudelft.nl/education
DelftX Courses
    In the academic year 2013-2014 DelftX will offer 4
    courses:

    • Fall 2013
         • Prof Jules van Lier - Introduction to water treatment
         • Dr Arno Smets - Solar Energy


    • Spring 2014
         • Prof Jacco Hoekstra - Introduction to Aerospace
           Engineering
         • The fourth course is to be announced.

Open Education | open.tudelft.nl/education
Learning Analytics




Open Education | open.tudelft.nl/education
NMC Horizon Report 2013




  More information: http://www.nmc.org/publications/2013-horizon-report-higher-ed


Open Education | open.tudelft.nl/education
Learning Analytics


    Different definitions
    • Learning analytics is the use of intelligent data, learner-
      produced data, and analysis models to discover information
      and social connections for predicting and advising people's
      learning.

    • Learning analytics is the measurement, collection, analysis
      and reporting of data about learners and their contexts, for
      purposes of understanding and optimizing learning and the
      environments in which it occurs.


                Bron: http://en.wikipedia.org/wiki/Learning_analytics
Open Education | open.tudelft.nl/education
Learning Analytics


    • Het gaat er vooral om dat je met LA kunt begrijpen wat
      er plaatsvindt in leersituaties.
    • Dat je leeractiviteiten kunt tracken en kunt analyseren
      wat er nu echt gebeurt binnen leerprocessen.
    • Binnen het onderwijs baseren we ons vaak vaak vooral
      op intuïtie, in plaats van dat we besluiten kunnen
      nemen op basis van wetenschappelijke data.



                Bron: http://wilfredrubens.typepad.com/wilfred_rubens_weblog/2011/10/erik-
                 duval-learning-analytics-geeft-student-meer-controle-over-leerproces-in.html
Open Education | open.tudelft.nl/education
“Learning Analytics
  is about confronting
  people with
  their progress on
  their own goals”
    Erik Duval op LIC12
            Bron: https://twitter.com/#!/wfvanvalkenburg/statuses/184296937053372416
Open Education | open.tudelft.nl/education
Based on 3 developments


    •Big data
    •Online learning
    •Studierendement




 Artikel Winst te behalen met Learning Analytics:
 http://www.surf.nl/nl/publicaties/Documents/SURF_25_jaar_learning_analytics.pdf



Open Education | open.tudelft.nl/education
The five steps of Learning Analytics


                                                 Act

                                                                       Predict

                            Refine


                                                                            Report



                                                                  Capture

Academic Analytics
Campbell J., DeBlois P., Oblinger D. EDUCAUSE White paper, 2007
       Open Education | open.tudelft.nl/education
MOOCs and
                          Learning Analytics




Open Education | open.tudelft.nl/education
MOOCs
      Teaching a Course in a Stadium




Open Education | open.tudelft.nl/education
Flipping the funnel

                   154.763                                Registered for the course
                    26.349                                Tried the first problem set
                    10.547                                Made it to the midterm
                     9.358                                Passed the midterm

                     8.240                                Took the final

                     7.157                                Certified
                               Sources:
                               • Clow, Doug (2013). MOOCs and the funnel of participation. In: LAK ’13: 3rd International Conference on
                                 Learning Analytics & Knowledge, 8-12 April 2013, Leuven, Belgium (forthcoming).
                               • Blog: http://www.e-learn.nl/2012/06/26/mitx-flip-the-funnel



Open Education | open.tudelft.nl/education
Charles Severance: MOOCs Are Really Great! But What's Next? - OWD2012
               http://www.youtube.com/watch?v=p8ZItXwF2ys
Open Education | open.tudelft.nl/education
What can we learn with LA?
    For the instructor:
    • Clear indicators to enhance course content.
    • Pinpointing learners at the verge of dropping out

    For the learners:
    • It helps learners meaningfully filter web content.
    • It delivers meaningful support.
    • It helps you connect to parallel or complementary learner
      colleagues.
    • It offers guidance for correct participation/ quotation/
      certification.
                Source: http://www.learningsolutionsmag.com/articles/1026/
Open Education | open.tudelft.nl/education
Difference with formal education


        • Qualitative
           • a learner who starts but does not complete may
             well be seen as a success, depending on the
             reasons

        • Quantitative
           • the rate of dropout is so very much larger in
             MOOCs

Source
• Clow, Doug (2013). MOOCs and the funnel of participation. In: LAK ’13: 3rd International Conference on Learning Analytics & Knowledge, 8-12 April
  2013, Leuven, Belgium (forthcoming).




  Open Education | open.tudelft.nl/education
Some interactions do not scale!




       Deep and meaningful formal learning occurs if
          one of the interactions is at a high level
            T. Anderson, 2003.
            Getting the Mix Right Again: An updated and theoretical rationale for interaction Equivalency of Interaction
            The International Review of Research in Open and Distance Learning, 4 (2)
Open Education | open.tudelft.nl/education
Size vs interactivity


                                                                                          Transition
                                                                                          to MOOC
                                                                                          easier when
                                                                                          low
                                                                                          interactivity



             Abelardo Pardo: Pushing the MOOC envelope with Learning Analytics
             http://www.slideshare.net/abelardo_pardo/pushing-the-mooc-envelope-with-learning-analytics
Open Education | open.tudelft.nl/education
Size vs tutoring


                                                                                         Technological
                                                                                         intervention
                                                                                         is essential!




             Abelardo Pardo: Pushing the MOOC envelope with Learning Analytics
             http://www.slideshare.net/abelardo_pardo/pushing-the-mooc-envelope-with-learning-analytics
Open Education | open.tudelft.nl/education
Scope vs Automation


                                                                                         Learning
                                                                                         Analytics
                                                                                         allow
                                                                                         more generic
                                                                                         interventions



             Abelardo Pardo: Pushing the MOOC envelope with Learning Analytics
             http://www.slideshare.net/abelardo_pardo/pushing-the-mooc-envelope-with-learning-analytics
Open Education | open.tudelft.nl/education
Examples


    • Microscopic view of learning events
    • Collect interaction events
    • Automatic discovery of complementary learning
      resources
    • Collect feedback
    • Measure Engagement
    • Detect emotions with Facial Expressions

    Massive Personalization of Interactions


Open Education | open.tudelft.nl/education
Massively
Personalized
Online
Open
Course




Open Education | open.tudelft.nl/education
Questions




                  slideshare.net/wfvanvalkenburg

                  twitter.com/DelftX
                  twitter.com/wfvanvalkenburg

Open Education | open.tudelft.nl/education

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20130226 MOOCs and Learning Analytics

  • 1. MOOCs and Learning Analytics ir. W.F. van Valkenburg Open Education | open.tudelft.nl/education
  • 2. Willem van Valkenburg Coordinator TU Delft Open Education Team Assistant to the President of the OpenCourseWare Consortium Projectleader EU-project OCW in the European HE context twitter.com/wfvanvalkenburg slideshare.net/wfvanvalkenburg Open Education | open.tudelft.nl/education
  • 3. Agenda 1. TU Delft and MOOCs 2. Learning Analytics 3. MOOCs and Learning Analytics Open Education | open.tudelft.nl/education
  • 4. DelftX Open Education | open.tudelft.nl/education
  • 5. Why MOOCs? •Delft is a strong advocate of Open Education •We believe the next step for education is online •MOOCs are an interesting step into this direction. Open Education | open.tudelft.nl/education
  • 6. Online and Campus Education • Learning Activities & Course Materials • Free • Enrolled students only, massive numbers • Bachelors Level • Certificate of Completion Massive Open Online Courses (MOOCs) • Course Materials Open • Free Campus Course • Big Exposure, Worldwide audience Education Ware • Both Bachelor and Master level (OCW) • No interaction with faculty • No accredited certificate • On-campus Education • Top-class education and research facilities • World famous university library Online Distance Education • Learning Activities & Course Materials • Active student societies • Great opportunities to participate in special • Paid enrollment student projects • Enrolled students only, limited numbers • Master level • Accredited Course Certificate • Full Master Degree Open Education | open.tudelft.nl/education
  • 7. Why EdX? •Consortium of top universities •Focus on improving campus education •It is not-for-profit •It has a focus on Open •Focus on research of innovation in education Open Education | open.tudelft.nl/education
  • 8. DelftX Courses In the academic year 2013-2014 DelftX will offer 4 courses: • Fall 2013 • Prof Jules van Lier - Introduction to water treatment • Dr Arno Smets - Solar Energy • Spring 2014 • Prof Jacco Hoekstra - Introduction to Aerospace Engineering • The fourth course is to be announced. Open Education | open.tudelft.nl/education
  • 9. Learning Analytics Open Education | open.tudelft.nl/education
  • 10. NMC Horizon Report 2013 More information: http://www.nmc.org/publications/2013-horizon-report-higher-ed Open Education | open.tudelft.nl/education
  • 11. Learning Analytics Different definitions • Learning analytics is the use of intelligent data, learner- produced data, and analysis models to discover information and social connections for predicting and advising people's learning. • Learning analytics is the measurement, collection, analysis and reporting of data about learners and their contexts, for purposes of understanding and optimizing learning and the environments in which it occurs. Bron: http://en.wikipedia.org/wiki/Learning_analytics Open Education | open.tudelft.nl/education
  • 12. Learning Analytics • Het gaat er vooral om dat je met LA kunt begrijpen wat er plaatsvindt in leersituaties. • Dat je leeractiviteiten kunt tracken en kunt analyseren wat er nu echt gebeurt binnen leerprocessen. • Binnen het onderwijs baseren we ons vaak vaak vooral op intuïtie, in plaats van dat we besluiten kunnen nemen op basis van wetenschappelijke data. Bron: http://wilfredrubens.typepad.com/wilfred_rubens_weblog/2011/10/erik- duval-learning-analytics-geeft-student-meer-controle-over-leerproces-in.html Open Education | open.tudelft.nl/education
  • 13. “Learning Analytics is about confronting people with their progress on their own goals” Erik Duval op LIC12 Bron: https://twitter.com/#!/wfvanvalkenburg/statuses/184296937053372416 Open Education | open.tudelft.nl/education
  • 14. Based on 3 developments •Big data •Online learning •Studierendement Artikel Winst te behalen met Learning Analytics: http://www.surf.nl/nl/publicaties/Documents/SURF_25_jaar_learning_analytics.pdf Open Education | open.tudelft.nl/education
  • 15. The five steps of Learning Analytics Act Predict Refine Report Capture Academic Analytics Campbell J., DeBlois P., Oblinger D. EDUCAUSE White paper, 2007 Open Education | open.tudelft.nl/education
  • 16. MOOCs and Learning Analytics Open Education | open.tudelft.nl/education
  • 17. MOOCs Teaching a Course in a Stadium Open Education | open.tudelft.nl/education
  • 18. Flipping the funnel 154.763 Registered for the course 26.349 Tried the first problem set 10.547 Made it to the midterm 9.358 Passed the midterm 8.240 Took the final 7.157 Certified Sources: • Clow, Doug (2013). MOOCs and the funnel of participation. In: LAK ’13: 3rd International Conference on Learning Analytics & Knowledge, 8-12 April 2013, Leuven, Belgium (forthcoming). • Blog: http://www.e-learn.nl/2012/06/26/mitx-flip-the-funnel Open Education | open.tudelft.nl/education
  • 19. Charles Severance: MOOCs Are Really Great! But What's Next? - OWD2012 http://www.youtube.com/watch?v=p8ZItXwF2ys Open Education | open.tudelft.nl/education
  • 20. What can we learn with LA? For the instructor: • Clear indicators to enhance course content. • Pinpointing learners at the verge of dropping out For the learners: • It helps learners meaningfully filter web content. • It delivers meaningful support. • It helps you connect to parallel or complementary learner colleagues. • It offers guidance for correct participation/ quotation/ certification. Source: http://www.learningsolutionsmag.com/articles/1026/ Open Education | open.tudelft.nl/education
  • 21. Difference with formal education • Qualitative • a learner who starts but does not complete may well be seen as a success, depending on the reasons • Quantitative • the rate of dropout is so very much larger in MOOCs Source • Clow, Doug (2013). MOOCs and the funnel of participation. In: LAK ’13: 3rd International Conference on Learning Analytics & Knowledge, 8-12 April 2013, Leuven, Belgium (forthcoming). Open Education | open.tudelft.nl/education
  • 22. Some interactions do not scale! Deep and meaningful formal learning occurs if one of the interactions is at a high level T. Anderson, 2003. Getting the Mix Right Again: An updated and theoretical rationale for interaction Equivalency of Interaction The International Review of Research in Open and Distance Learning, 4 (2) Open Education | open.tudelft.nl/education
  • 23. Size vs interactivity Transition to MOOC easier when low interactivity Abelardo Pardo: Pushing the MOOC envelope with Learning Analytics http://www.slideshare.net/abelardo_pardo/pushing-the-mooc-envelope-with-learning-analytics Open Education | open.tudelft.nl/education
  • 24. Size vs tutoring Technological intervention is essential! Abelardo Pardo: Pushing the MOOC envelope with Learning Analytics http://www.slideshare.net/abelardo_pardo/pushing-the-mooc-envelope-with-learning-analytics Open Education | open.tudelft.nl/education
  • 25. Scope vs Automation Learning Analytics allow more generic interventions Abelardo Pardo: Pushing the MOOC envelope with Learning Analytics http://www.slideshare.net/abelardo_pardo/pushing-the-mooc-envelope-with-learning-analytics Open Education | open.tudelft.nl/education
  • 26. Examples • Microscopic view of learning events • Collect interaction events • Automatic discovery of complementary learning resources • Collect feedback • Measure Engagement • Detect emotions with Facial Expressions Massive Personalization of Interactions Open Education | open.tudelft.nl/education
  • 28. Questions slideshare.net/wfvanvalkenburg twitter.com/DelftX twitter.com/wfvanvalkenburg Open Education | open.tudelft.nl/education

Hinweis der Redaktion

  1. OpenCourseWare: Course Materials available for use and re-use, for free, worldwide (700 visitors a day). No certificates, but pilot with Study Badges (informal certificates of Study Skills)Goal: Enlarge Acces to Educational Materials, empower institution’s reputationexample: publishing OCW led to Cooperation with ITB Bandung and Mozambique institutionsOnline Distance Education: Pilot starts september 2013, Students need to enroll but are not physically in Delft (everything happens online). Small numbers of enrolled studentsd (20?)Goal: provide a Masters degree via Online Education to those who want but are unable to come to Delft, enlarge audienceMOOCs: Online, MassiveGoal: strenghten reputation, enlarge access to Higher Education