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Learning analytics –
Challenges, paradoxes and
opportunities for mega open
distance learning institutions

      Paul Prinsloo, Sharon Slade and Fenella Galpin
Overview of the presentation

• Introduction
• Learning analytics and the ‘thirdspace’
• Pointers from two short case studies
• Conclusion
Introduction: What difference will it make (if at
all) if we know more about our students?

Student success/throughput “is one of the most widely studied
issues in higher education over the past twenty-five years” (Tinto
2002:2). Although this research resulted in “an ever more
sophisticated understanding of the complex web of events that
shape student leaving and persistence…, most institutions have
not yet been able to translate what we know about student
retention into forms of action that have led to substantial gains in
student persistence and graduation” (Tinto 2006:1, 5).
Unravelling the student departure puzzle:
A theoretical framework: A ‘Thirdspace’

• The concept of ‘Thirdspace’ found in theoretical frameworks
  on identity, multiculturalism to describe the temporal space in
  which individuals’ previous identities, assumptions, and
  beliefs are in flux and fluid. Also referred to as a ‘liminal’ or
  ‘diasporic’ space (e.g. Bhabha 1994; Brah 1996; Soja 1996).
• In the context of higher education, the 'Thirdspace' provides a
  means of understanding the space where students’ identities
  are in flux and where they are often labelled as ‘at risk’, or
  ‘underprepared’ – and potentially blamed for not fitting in in
  the dominant discourses and criteria of higher education
  (Barnett 1996).
STUDENTS                        Processes and networks:
(Identities, beliefs, lite        academic, administrative & social
          racies)




      A THIRDSPACE: A temporary space shaping                                          Success
                                                                                       Dropout
               identities, epistemologies and beliefs



    INSTITUTION                    Processes and networks:
         (Admission
 requirements, epistemologies,   academic, administrative & social
        accreditation)



                                              Adapted from Subotzky & Prinsloo, 2011
Pointers from two case studies:

• Huge data sets (OU= 250,000 students ; Unisa = 400,000
  students) – huge data as constraint or enabler
• Currently, no clear strategy on how the data is used, by
  whom, for what purpose
• Although considerable analysis is undertaken, this does not
  always flow clearly through the organisation
• Sensemaking happens in isolated pockets
• No clear indication whether current analysis impacts on
  institutional practice
• There is a need for integration, coordination and a holistic
  approach
Conclusion
• The potential for using learning analytics more effectively is
  huge.
• Learning analytics can make a huge impact on institutional
  choices re pedagogy, assessment strategies.
• An awareness of the student as an evolving participant is
  crucial – characteristics that apply on registration of first
  module may change
• Faculty use of learning analytics to inform teaching practice
  can be constrained by institutional bureaucracies.
• The effective use of learning analytics to inform teaching and
  learning praxis in ODL institutions depend on effective
  strategies to act on analyses and findings at scale – otherwise
  it will remain business as usual.
THANK YOU
Dr Paul Prinsloo      Dr Sharon Slade         Fenella Galpin
University of South   Open University         Open University
Africa                sharon.slade@open.ac.uk fenella.galpin@open.ac.uk
prinsp@unisa.ac.za

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Learning analytics – Challenges, paradoxes and opportunities for mega open distance learning institutions

  • 1. Learning analytics – Challenges, paradoxes and opportunities for mega open distance learning institutions Paul Prinsloo, Sharon Slade and Fenella Galpin
  • 2. Overview of the presentation • Introduction • Learning analytics and the ‘thirdspace’ • Pointers from two short case studies • Conclusion
  • 3. Introduction: What difference will it make (if at all) if we know more about our students? Student success/throughput “is one of the most widely studied issues in higher education over the past twenty-five years” (Tinto 2002:2). Although this research resulted in “an ever more sophisticated understanding of the complex web of events that shape student leaving and persistence…, most institutions have not yet been able to translate what we know about student retention into forms of action that have led to substantial gains in student persistence and graduation” (Tinto 2006:1, 5).
  • 4. Unravelling the student departure puzzle: A theoretical framework: A ‘Thirdspace’ • The concept of ‘Thirdspace’ found in theoretical frameworks on identity, multiculturalism to describe the temporal space in which individuals’ previous identities, assumptions, and beliefs are in flux and fluid. Also referred to as a ‘liminal’ or ‘diasporic’ space (e.g. Bhabha 1994; Brah 1996; Soja 1996). • In the context of higher education, the 'Thirdspace' provides a means of understanding the space where students’ identities are in flux and where they are often labelled as ‘at risk’, or ‘underprepared’ – and potentially blamed for not fitting in in the dominant discourses and criteria of higher education (Barnett 1996).
  • 5. STUDENTS Processes and networks: (Identities, beliefs, lite academic, administrative & social racies) A THIRDSPACE: A temporary space shaping Success Dropout identities, epistemologies and beliefs INSTITUTION Processes and networks: (Admission requirements, epistemologies, academic, administrative & social accreditation) Adapted from Subotzky & Prinsloo, 2011
  • 6. Pointers from two case studies: • Huge data sets (OU= 250,000 students ; Unisa = 400,000 students) – huge data as constraint or enabler • Currently, no clear strategy on how the data is used, by whom, for what purpose • Although considerable analysis is undertaken, this does not always flow clearly through the organisation • Sensemaking happens in isolated pockets • No clear indication whether current analysis impacts on institutional practice • There is a need for integration, coordination and a holistic approach
  • 7. Conclusion • The potential for using learning analytics more effectively is huge. • Learning analytics can make a huge impact on institutional choices re pedagogy, assessment strategies. • An awareness of the student as an evolving participant is crucial – characteristics that apply on registration of first module may change • Faculty use of learning analytics to inform teaching practice can be constrained by institutional bureaucracies. • The effective use of learning analytics to inform teaching and learning praxis in ODL institutions depend on effective strategies to act on analyses and findings at scale – otherwise it will remain business as usual.
  • 8. THANK YOU Dr Paul Prinsloo Dr Sharon Slade Fenella Galpin University of South Open University Open University Africa sharon.slade@open.ac.uk fenella.galpin@open.ac.uk prinsp@unisa.ac.za