Design and orchestration of CSCL educational scenarios is still a challenge for teachers and instructional designers.
Conceptual and technological support to teachers as designers is essential for a sustainable, effective and efficient adoption of innovative pedagogical approaches in increasing complex technology-enhanced learning ecosystems.
This talk presents an overview of patterns, software architectures and environments that support design for learning, drawn from proposals made by the GSIC/EMIC group, together with illustrative examples.
Finally, we discuss some issues regarding effective orchestration actions and pedagogical interventions based on learning analytics and aligned with the design of the educational scenarios.
Supporting Teachers as Designers with Learning Analytics
1. Supporting teachers as designers:
Patterns, architectures and
environments
Prof. Yannis Dimitriadis
GSIC/EMIC group
University of Valladolid, Spain
Dec. 11, 2017
CHILI, EPFL
3. Are there any problems to solve? (I)
n Has Technology-Enhanced Learning (TEL)
been successful?
– ICT has been adopted by the political
stakeholders and used rather regularly
n But important drawbacks exist
– Innovative pedagogies, such as collaborative
or inquiry learning, have not been adopted
– TEL adoption is not yet scalable and
sustainable
3
7. The problems to be solved - II
n How teachers can be supported
– … for an efficient and effective design and
orchestration
– … in complex TEL ecosystems
– … so that innovative pedagogies can be employed
– … in a sustainable way
n by
– ICT experts
– TEL researchers
– and other educational stakeholders…
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8. Overview
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n Underlying issue
n Teachers as designers: What can be
designed and how it can be done “well”?
n Design for learning (partially ICT view)
n Patterns
n Tools
n Architectures
n Environments
n Illustrated by some GSIC-EMIC proposals
9. Learning Design (LD)
or Design for Learning (D4L) - I
n Learning is the objective of education
– Can we (pedagogically) inform and (technologically)
support teachers (and other stakeholders) in
creating effective (and efficient?) learning situations
n Main metaphor:
– “Teachers as designers”
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10. Design for Learning (D4L) - II
n What can be designed for learning? (Goodyear &
Dimitriadis, 2013)
n The learning (performed by students) and support
(made by teachers) tasks
n The “physical” environment
n Spaces, tools, infrastructures, artifacts-resources (to be
consumed and/or produced)
n The social architecture
n Groupings, interactions with external agents
n Design is indirect (tasks vs. activities)
n Learners may change-interpret tasks in learntime
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13. Teaching as design science
(Laurillard, 2012)
n “In media res”: Design forms part of the
“normal flow” of educational activities
n Teaching as a design science
n Teaching is not only an art. It has a formally defined
goal
n It builds on design principles, rather than theories,
and heuristics of practice than explanations
n See also Design Based Research, co-design, …
n Design patterns externalize knowledge and allow
for discussion and sharing …
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17. From pedagogical patterns to tools
… and to architectures …
n Web Collage is a learning design tool that allows
– authoring of learning designs that are informed
by sound collaborative learning patterns
n But should learning take place in a single Virtual
Learning Environment
– Without any external Web 2.0 tools?
– What could be the target learning environment?
n Is it sustainable to create always new learning
environments
– Or should we integrate external tools to existing
popular existing VLEs? 17
18. The problem of integrating
Web 2.0 external tools in VLEs
Limitations of existing integration works:
– High development effort
– Strict technological restrictions
– Limited support to instantiation and
enactment of collaborative learning
20. Deploying the designs:
The “bricolage” approach
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n Have the learning design “in mind”
n Use the VLE (e.g. Moodle) interface and “translate”
the design to a course/lesson plan
n But in the “bricolage” approach
n The pedagogical knowledge may not be exploited
well
n Learning designs cannot be reused and shared
within a community
n Deployment of non-trivial collaborative learning
activities may be complex
21. The deployment gap in the
Learning Design approach
21
n Teachers appreciated the LD approach in multiple
professional development workshops
n But they wanted to complete the cycle
n i.e. deploy their design in their TEL environment,
especially their institutional VLE (e.g. Moodle)
22. Alternatives for deployment
in the LD approach
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n Use a single system (LAMS) to do both design
and deployment in the same environment
n Use an LD Tool (LDSE) to create the interpretable
script and then deploy it in one environment
n But there are many LD tools and many VLEs:
n Provide intermediary to connect them: Glue!-PS
25. But learning is not restricted
to Web-based VLEs …
25
Museum
Streets
VLE
Physical
classroom
Tabletop
Google Earth
(3DVW)
Natural
environment
Learning situation
activities
spaces
26. GLUEPS-AR (III)
Deploying scenarios in multiple spaces
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Objective
– Deployment in web, physical and 3DVW spaces
– Multiple existing technologies in the different spaces
– Across-spaces flow of learning artifacts between spaces
Teacher Students
33. Some conclusions
Pedagogical (and other types of) patterns
capture some good practices and may help
teachers
Teachers work as designers in many cases:
Empower them through professional
development workshops and ICT tools
The TEL/CSCL ecosystem is very complex:
Design for learning / orchestration is a need …
Architectures with loose coupling integration
(adapter pattern) may attend the teacher needs
for flexible design and orchestration 33
34. Many lessons learnt
Design for environments with “soft integration”
so that multiple design “paths” can be supported
The majority of needs is still on the “dark” side
(pedagogy!)
Design for learning needs support for teachers
(workshops, tools, follow up, community)
Capture and embed D4L knowledge in the
support (in the designer language, if possible)
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35. And the current work …
Is there a need to align Design for Learning
(D4L) and Learning Analytics (LA)?
– Most predictive models do not consider the
“script” in order to explain student behavior
– The LA solutions may be designed in order to
provide meaningful actionable information within a
given learning design
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6
Figure 1. Learning design of the Translation MOOC (adapted from [7])
BLOCK 6
Introduction to
module
Discussion
Forum
Peer Review for
IA3 in Week 5
Quiz 7 Peer Review for
GA2 in Week 5
Peer Review for
OA3 in Week 5
Optional
Activity
BLOCK 5
Introduction
[BLK5_0]
Lecture Content
[BLK5_1]
Discussion Forum
[BLK5_2]
Detailed
Description
[BLK5_31]
Introduction &
Submission
[BLK5_30]
Peer Review for
GA1 in Week 4
Peer Review for
OA2 in Week 4
Optional
Activity
Discussion
Forum
[BLK5_32]
Group Assignment 2 [GA2]
BLOCK 4
Introduction
[BLK4_0]
Lecture Content
[BLK4_1]
Discussion Forum
[BLK4_2]
Peer Review for
IA2 in Week 3
[BLK4_4]
Review Video
[BLK4_5]
BLOCK 3
Introduction
[BLK3_0]
Lecture Content
[BLK3_1]
Discussion Forum
[BLK3_2]
Detailed
Description
[BLK3_31]
Optional Activity
[BLK3_4]
Discussion
Forum
[BLK3_32]
Group Assignment 1 [GA1]
Review Video
[BLK3_5]
Review Video
[OA2]
[OA3]
[OA4]
[IA3]
Introduction &
Submission
[BLK4_3]
Introduction &
Submission
[BLK3_30]
36. And the current work …
How teachers can get involved in the loop of
designing and using appropriate LA solutions?
– Study and take into account Teaching Analytics
– Embed analytics in the “Teacher Inquiry into
Student Learning” cycle
– Teachers may propose the problems to solve, the
procedures that they follow when using the LA
solutions (patterns), the customized solutions
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37. And the current work …
What theoretical frameworks may explain
the relation between D4L and LA?
– Not a single framework may be valid, since
different processes and perspectives are involved
– Distributed cognition, participatory sense-making,
ACAD (design for learning), OrLa (Orchestration
and learning analytics)
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38. And the current work …
How can we design for LA solutions that
provide actionable information for
orchestration, taking into account the D4L
products and processes?
– Design for embedded analytics that provide
continuous data, in order to enable a more fluid
interplay between LA, LD, learning environment
– Check constraints of scripts and allow for suitable
orchestration actions (LD-aware analytics)
– Use LA in order to form and modify groups (LA-
aware design) 38