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Inquiry-based Learning & MOOCs:
Challenges & Opportunities
Vitomir Kovanović
School of Informatics
THE UNIVERSITY of EDINBURGH
v.kovanovic@ed.ac.uk
@vkovanovic
The Open University, UK
15 June 2015
http://goo.gl/6tPjuj
MOOCs: Revolution or evolution?
“Disruptive Change”
“Tsunami is coming”
“Year of the MOOCs”
2
MOOC Hype is passing
Media coverage is decreasing and is getting more productive
(Kovanovic et al., 2015b)
MOOCs: Current progress of DE
● MOOCs were envisioned as “social-constructivism 2.0”
Anderson & Dron (2010):
Cognitive-Behaviorism
Social Constructivism
Connectivism
3
cMOOCs
xMOOCs
Modern DE/OL
Learners do not acquire knowledge, they construct knowledge
MOOCs: Current progress of DE
● In some aspects, xMOOCs are even a step back in
online learning
○ Step back to cognitive-behaviorist learning models
○ Step back because of practical reasons
● We need to look what we already know from
distance/online learning (Kovanović et al., 2015c)
4
Goal: More social MOOCs
● Goal to enable for an environment in which students are
able to learn together at scale
○ Online discussions should be better
■ Currently work mostly as Q/A
■ More knowledge building in discussions
○ Currently, students are having solitary experiences
in MOOCs at scale
● Look at the existing models of DE/OL in MOOC context
Community of Inquiry (CoI) model
(Garrison, Anderson, & Archer, 1999) 5
Community of Inquiry (CoI) model
Social
presence
Cognitive
presence
Teaching
presence
Educational
experience
1. Affectivity
2. Interactivity
3. Group cohesion
1. Triggering event:
Problem identification,
sense of puzzlement
2. Exploration:
Brainstorming, Idea
exploration, divergence
3. Integration:
Synthesis of relevant
information
4. Resolution:
Problem resolution,
testing application
1. Design & Organization
2. Direct instruction
3. Facilitation Garrison, Anderson, and Archer (1999) 6
CoI instruments
Quantitative coding schemes for each of the presences:
● Labour-intensive manual coding
● Requires experienced coders
34 likert items survey instrument
● 13 Teaching presence
● 9 Social presence
● 12 Cognitive presence
7
MOOCs: Challenges
CoI (and other social-constructivist) models require a
strong teacher’s presence
-> up to 30-40 student cohorts (Anderson & Dron, 2010)
MOOCs?
● In short, just too many students for strong teaching
presence during course
8
How different is MOOC context?
● We evaluated CoI survey instrument
● Data from 5 MOOCs
● Exploratory Factor Analysis (EFA) of existing CoI survey
instrument
● Structural Equation Model (SEM) of relationships
between three presences
CoI EFA in MOOC context
34 Survey Items
3 Latent Factors (TP, CP & SP)
CoI EFA in MOOC context
Resolution
& application
Affectivity
Course design
& organization
11
How different is MOOC context?
● Course design & organization are particularly important
● Less affective communication
● Application & resolution are not reached most of the time
CoI SEM in MOOC context
SEM model of relationships between presences
Main findings:
● Strong direct effect of
TP on CP
● SP mediator between
TP and CP
13
CoI SEM in MOOC context
● Moderately good fit
(RMSEA = 0.09)
● Stronger direct effect of
TP on CP
● Lesser mediating effect
of SP
14
(0.52)
(0.51)
(0.40)
Summary: How much different is
the MOOC context?
● Basic CoI model still holds
● In MOOCs, social presence is not developed as good as
in traditional DE/OL courses.
● Teaching presence is still very important
Goal: More social MOOCs through
Learning Analytics and Data Mining
● Build on the existing models such as CoI
● Make MOOCs “feel smaller”
● Overcome barriers for social-constructivism in MOOCs
16
Goal: More social MOOCs through
Learning Analytics and Data Mining
● Build on the existing models such as CoI
● Make MOOCs “feel smaller”
● Overcome barriers for social-constructivism in MOOCs
Automate as much as possible
17
Current work: automated message
classification (Kovanovic et al., 2014)
18
● Automatically classify messages in accordance with
CoI coding scheme
● Faster and much cheaper use of CoI model
● Provide feedback to students and instructors in real-
time
● Wider adoption of CoI model
● Better insights into CoI coding scheme
Current work: Profiling students by the
technology use (Kovanovic et al., 2015a)
19
20
Thank you
References I
Anderson, T., & Dron, J. (2010). Three generations of distance education
pedagogy. The International Review of Research in Open and Distance
Learning, 12(3), 80–97.
Garrison, D. R., Anderson, T., & Archer, W. (1999). Critical Inquiry in a Text-
Based Environment: Computer Conferencing in Higher Education. The Internet
and Higher Education, 2(2–3), 87–105.
Kovanović, V., Joksimović, S., Gašević, D., & Hatala, M. (2014). Automated
Content Analysis of Online Discussion Transcripts. In Proceedings of the
Workshops at the LAK 2014 Conference. Indianapolis, IN. Retrieved from http:
//ceur-ws.org/Vol-1137/
21
References II
Kovanovic, V., Gašević, D., Joksimović, S., Hatala, M., & Adesope, O. (2015a).
Analytics of communities of inquiry: Effects of learning technology use on
cognitive presence in asynchronous online discussions. The Internet and
Higher Education, (in-press).
Kovanović, V., Joksimović, S., Gašević, D., Siemens, G., & Hatala, M. (2015b).
What public media reveals about MOOCs. British Journal of Educational
Technology 43(3), 510-527.
Kovanović, V., Joksimović, S., Skrypnyk, O., Gašević, D., Dawson, S., &
Siemens, G. (2015c). The history and state of distance education. Athabasca
University.
22
23
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Inquiry-based Learning & MOOCs: Challenges & Opportunities

  • 1. Inquiry-based Learning & MOOCs: Challenges & Opportunities Vitomir Kovanović School of Informatics THE UNIVERSITY of EDINBURGH v.kovanovic@ed.ac.uk @vkovanovic The Open University, UK 15 June 2015 http://goo.gl/6tPjuj
  • 2. MOOCs: Revolution or evolution? “Disruptive Change” “Tsunami is coming” “Year of the MOOCs” 2 MOOC Hype is passing Media coverage is decreasing and is getting more productive (Kovanovic et al., 2015b)
  • 3. MOOCs: Current progress of DE ● MOOCs were envisioned as “social-constructivism 2.0” Anderson & Dron (2010): Cognitive-Behaviorism Social Constructivism Connectivism 3 cMOOCs xMOOCs Modern DE/OL Learners do not acquire knowledge, they construct knowledge
  • 4. MOOCs: Current progress of DE ● In some aspects, xMOOCs are even a step back in online learning ○ Step back to cognitive-behaviorist learning models ○ Step back because of practical reasons ● We need to look what we already know from distance/online learning (Kovanović et al., 2015c) 4
  • 5. Goal: More social MOOCs ● Goal to enable for an environment in which students are able to learn together at scale ○ Online discussions should be better ■ Currently work mostly as Q/A ■ More knowledge building in discussions ○ Currently, students are having solitary experiences in MOOCs at scale ● Look at the existing models of DE/OL in MOOC context Community of Inquiry (CoI) model (Garrison, Anderson, & Archer, 1999) 5
  • 6. Community of Inquiry (CoI) model Social presence Cognitive presence Teaching presence Educational experience 1. Affectivity 2. Interactivity 3. Group cohesion 1. Triggering event: Problem identification, sense of puzzlement 2. Exploration: Brainstorming, Idea exploration, divergence 3. Integration: Synthesis of relevant information 4. Resolution: Problem resolution, testing application 1. Design & Organization 2. Direct instruction 3. Facilitation Garrison, Anderson, and Archer (1999) 6
  • 7. CoI instruments Quantitative coding schemes for each of the presences: ● Labour-intensive manual coding ● Requires experienced coders 34 likert items survey instrument ● 13 Teaching presence ● 9 Social presence ● 12 Cognitive presence 7
  • 8. MOOCs: Challenges CoI (and other social-constructivist) models require a strong teacher’s presence -> up to 30-40 student cohorts (Anderson & Dron, 2010) MOOCs? ● In short, just too many students for strong teaching presence during course 8
  • 9. How different is MOOC context? ● We evaluated CoI survey instrument ● Data from 5 MOOCs ● Exploratory Factor Analysis (EFA) of existing CoI survey instrument ● Structural Equation Model (SEM) of relationships between three presences
  • 10. CoI EFA in MOOC context 34 Survey Items 3 Latent Factors (TP, CP & SP)
  • 11. CoI EFA in MOOC context Resolution & application Affectivity Course design & organization 11
  • 12. How different is MOOC context? ● Course design & organization are particularly important ● Less affective communication ● Application & resolution are not reached most of the time
  • 13. CoI SEM in MOOC context SEM model of relationships between presences Main findings: ● Strong direct effect of TP on CP ● SP mediator between TP and CP 13
  • 14. CoI SEM in MOOC context ● Moderately good fit (RMSEA = 0.09) ● Stronger direct effect of TP on CP ● Lesser mediating effect of SP 14 (0.52) (0.51) (0.40)
  • 15. Summary: How much different is the MOOC context? ● Basic CoI model still holds ● In MOOCs, social presence is not developed as good as in traditional DE/OL courses. ● Teaching presence is still very important
  • 16. Goal: More social MOOCs through Learning Analytics and Data Mining ● Build on the existing models such as CoI ● Make MOOCs “feel smaller” ● Overcome barriers for social-constructivism in MOOCs 16
  • 17. Goal: More social MOOCs through Learning Analytics and Data Mining ● Build on the existing models such as CoI ● Make MOOCs “feel smaller” ● Overcome barriers for social-constructivism in MOOCs Automate as much as possible 17
  • 18. Current work: automated message classification (Kovanovic et al., 2014) 18 ● Automatically classify messages in accordance with CoI coding scheme ● Faster and much cheaper use of CoI model ● Provide feedback to students and instructors in real- time ● Wider adoption of CoI model ● Better insights into CoI coding scheme
  • 19. Current work: Profiling students by the technology use (Kovanovic et al., 2015a) 19
  • 21. References I Anderson, T., & Dron, J. (2010). Three generations of distance education pedagogy. The International Review of Research in Open and Distance Learning, 12(3), 80–97. Garrison, D. R., Anderson, T., & Archer, W. (1999). Critical Inquiry in a Text- Based Environment: Computer Conferencing in Higher Education. The Internet and Higher Education, 2(2–3), 87–105. Kovanović, V., Joksimović, S., Gašević, D., & Hatala, M. (2014). Automated Content Analysis of Online Discussion Transcripts. In Proceedings of the Workshops at the LAK 2014 Conference. Indianapolis, IN. Retrieved from http: //ceur-ws.org/Vol-1137/ 21
  • 22. References II Kovanovic, V., Gašević, D., Joksimović, S., Hatala, M., & Adesope, O. (2015a). Analytics of communities of inquiry: Effects of learning technology use on cognitive presence in asynchronous online discussions. The Internet and Higher Education, (in-press). Kovanović, V., Joksimović, S., Gašević, D., Siemens, G., & Hatala, M. (2015b). What public media reveals about MOOCs. British Journal of Educational Technology 43(3), 510-527. Kovanović, V., Joksimović, S., Skrypnyk, O., Gašević, D., Dawson, S., & Siemens, G. (2015c). The history and state of distance education. Athabasca University. 22