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Group Concept Mapping
on Learning Analytics
Slavi Stoyanov & Hendrik Drachsler

05.07.2013 Learning Analytics Summer Institute (LASI)
Amsterdam, The Netherlands
What Group Concept Mapping is About
•  Structured approach to objectively identify the common
understanding of a group of experts about a particular
issue
•  Involves participants in a few simple activities
(generating, sorting and rating of ideas) that most people
are used to
•  Robust analysis (MDS and HCA). GCM quantitatively
aggregate original participants contribution to show the
group collective view (as thematic clusters)
•  Visualisation. GCM presents the results from the analysis
as conceptual maps and other graphical representations
(pattern matches and go-zones)

Pagina 2
Group Concept Mapping Process
•  Idea generation
•  Sorting on similarity in meaning
•  Rating on some values (e.g importance, feasibility)
•  Analysis
•  Interpretation of data
•  Utilization

Pagina 3
Cluster map

Pagina 4
Clusters’ labels

Pagina 5
Cluster rating map (importance)

Pagina 6
Cluster rating map (feasibility)

Pagina 7
Pattern match rating values
Priority

Applicability
3.72

3.62

Usability

Support Group Activities
Usability

Privacy

Educational Innovation

Data

Performance
Data

Performance

Privacy

Support Group Activities

Educational Innovation
3.17

Pagina 8

r = -0.16

2.84
Go Zone
Design process
r = 0.04

4.29

18
67

68
8

Difficulty

45

3

23
15

16
17

22
38

1.86
2.67

3.67

4.56

Importance
18. Skillful in applying
methods for testing
prototypes.
45. To build a working
prototype
67. The ability to satisfy
the design specifications

8. To learn to
deconstruct authentic
clinical problems
23. Skillful in applying
different methods for
evaluating the ideas
generated.
68. The ability to apply
design methodologies in
real-life situations,
resulting into a functional
product (device,
software, procedure)

16. Being able to
conduct task analysis.
17. Include different
evaluation activities
through the whole design
cycle.

15. Can address
usability issues.
22. Being able to
conduct needs analysis.
38. Learn a design
based approach to
developing healthcare
technology
Online brainstorming

One specific change that Learning Analytics will trigger in
Dutch education in the next 5 years is ….

Pagina 10
Online sorting

Pagina 11
Online rating

Pagina 12
Planning of the GCM study
05.07.2013 – Start of Brainstorming at LASI event (YOU)
26.07.2013 – Closing of brainstorming
02.08.2013 – Cleaning of ideas
09.08.2013 – Sorting and Rating of Ideas (YOU)
11-18.09.13 – FREE Master Class on Learning Analytics (YOU)
12.09.2013 – Closing of Sorting and Rating at Master class
13.09.2013 – Preliminary results reported in Master class (YOU)
15.09.2013 – Analysis of GCM data by SURF SIG LA
16.12.2013 – Public report of GCM by SIG (For YOU)

Pagina 13
Finalizing of the GCM study

11 – 18 September 2013

Questions or Comments ?!
FREE Masterclass
on Learning
Analytics:
bit.ly/MC_LA

Pagina 14
Hendrik Drachsler

25 February 2013

14
Link to the brainstorming page

bit.ly/LASI_brainstorm

Pagina 15

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Group Concept Mapping on Learning Analytics

  • 1. Group Concept Mapping on Learning Analytics Slavi Stoyanov & Hendrik Drachsler 05.07.2013 Learning Analytics Summer Institute (LASI) Amsterdam, The Netherlands
  • 2. What Group Concept Mapping is About •  Structured approach to objectively identify the common understanding of a group of experts about a particular issue •  Involves participants in a few simple activities (generating, sorting and rating of ideas) that most people are used to •  Robust analysis (MDS and HCA). GCM quantitatively aggregate original participants contribution to show the group collective view (as thematic clusters) •  Visualisation. GCM presents the results from the analysis as conceptual maps and other graphical representations (pattern matches and go-zones) Pagina 2
  • 3. Group Concept Mapping Process •  Idea generation •  Sorting on similarity in meaning •  Rating on some values (e.g importance, feasibility) •  Analysis •  Interpretation of data •  Utilization Pagina 3
  • 6. Cluster rating map (importance) Pagina 6
  • 7. Cluster rating map (feasibility) Pagina 7
  • 8. Pattern match rating values Priority Applicability 3.72 3.62 Usability Support Group Activities Usability Privacy Educational Innovation Data Performance Data Performance Privacy Support Group Activities Educational Innovation 3.17 Pagina 8 r = -0.16 2.84
  • 9. Go Zone Design process r = 0.04 4.29 18 67 68 8 Difficulty 45 3 23 15 16 17 22 38 1.86 2.67 3.67 4.56 Importance 18. Skillful in applying methods for testing prototypes. 45. To build a working prototype 67. The ability to satisfy the design specifications 8. To learn to deconstruct authentic clinical problems 23. Skillful in applying different methods for evaluating the ideas generated. 68. The ability to apply design methodologies in real-life situations, resulting into a functional product (device, software, procedure) 16. Being able to conduct task analysis. 17. Include different evaluation activities through the whole design cycle. 15. Can address usability issues. 22. Being able to conduct needs analysis. 38. Learn a design based approach to developing healthcare technology
  • 10. Online brainstorming One specific change that Learning Analytics will trigger in Dutch education in the next 5 years is …. Pagina 10
  • 13. Planning of the GCM study 05.07.2013 – Start of Brainstorming at LASI event (YOU) 26.07.2013 – Closing of brainstorming 02.08.2013 – Cleaning of ideas 09.08.2013 – Sorting and Rating of Ideas (YOU) 11-18.09.13 – FREE Master Class on Learning Analytics (YOU) 12.09.2013 – Closing of Sorting and Rating at Master class 13.09.2013 – Preliminary results reported in Master class (YOU) 15.09.2013 – Analysis of GCM data by SURF SIG LA 16.12.2013 – Public report of GCM by SIG (For YOU) Pagina 13
  • 14. Finalizing of the GCM study 11 – 18 September 2013 Questions or Comments ?! FREE Masterclass on Learning Analytics: bit.ly/MC_LA Pagina 14 Hendrik Drachsler 25 February 2013 14
  • 15. Link to the brainstorming page bit.ly/LASI_brainstorm Pagina 15