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© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Collaborative Modelling of Reflection to Inform the Development and Evaluation of Work-Based Learning Technologies
Birgit R. Krogstie and John Krogstie (NTNU, Trondheim, Norway)
Neil Maiden and James Lockerbie (City University, London)
Daniel Wessel and Kristin Knipfer (KMRC, Tübingen, Germany)
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Outline of the presentation
▪ The MIRROR project and the objectives for the model of Computer Supported Reflective Learning (CSRL)
▪ The process of creating the CSRL model v0.2 ▪ Use of the i* framework
▪ Insights gained
▪ What happened next? The CSRL model v1.0
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Outline of the presentation
▪ The MIRROR project and the objectives for the model of Computer Supported Reflective Learning (CSRL)
▪ The process of creating the CSRL model v0.2 ▪ Use of the i* framework
▪ Insights gained
▪ What happened next? The CSRL model v1.0
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
MIRROR – Reflective Learning at Work
▪ Informal learning in the workplace through reflection on work experience
▪ EU 7FP Integrated Project with 15 Partners
▪ Austria (1), UK (2), Germany (7), Italy (2), Netherlands (2), Norway (1)
▪ http://www.mirror-project.eu/
▪ 5 test beds with diverse learning needs
▪ health/care, emergency work, technology sales/consultancy
▪ 8 scientific partners with different research foci
▪ data capturing, individual reflection, collaborative knowledge construction, organizational learning, serious games, creative problem solving,..
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
The authors of this paper
MIRROR participants:
▪ Birgit Krogstie – responsible for development of the CSRL model.
▪ Neil Maiden – i* expert/facilitator
▪ James Lockerbie – i* modeller
▪ Daniel Wessel – working on the evaluation framework
▪ Kristin Knipfer – working on the evaluation framework
In addition:
▪ John Krogstie – expert on quality of models
Not all project partners equally involved -> impact on internal validity of the study
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Main objective of the MIRROR Model of Computer Supported Reflective Learning
From our Description of Work:
“To provide a reference framework for the development of MIRROR Apps. The framework includes a model accounting for the role of technology in reflective learning processes and a set of conceptual tools supporting App development and their use in the test-beds.”
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Intended roles of the CSRL model
▪ In MIRROR, serve as a reference framework to:
▪ Provide insights about reflective learning and its support across test-beds
▪ Promote communication among MIRROR partners and externally by providing an explicit and clear terminology and conceptualization
▪ Support analysis of reflective learning in specific situations at the individual, collaborative, and organizational level
▪ Support the design and deployment of applications supporting reflection.
▪ Become a tool to support development of CSRL solutions outside MIRROR
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Roles of the CSRL model
▪ In MIRROR, serve as a reference framework to:
▪ Provide insights about reflective learning and its support across test-beds
▪ Promote communication among MIRROR partners and externally by providing an explicit and clear terminology and conceptualization
▪ Support analysis of reflective learning in specific situations at the individual, collaborative, and organizational level
▪ Support the design and deployment of applications supporting reflection.
▪ Become a tool to support development of CSRL solutions outside MIRROR
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Status of model development September 2011
▪ Shared conceptual understanding of reflective learning had been formulated in a theory White paper
▪ Based on theory/literature review + discussion and input from the partners throughout project year 1
▪ Key concepts, but limited model
▪ Lack of a visualization
▪ Project reviewers asking us to integrate, and provide preliminary deliverables on:
▪ The reflection model
▪ The framework for evaluating the tools (MIRROR Apps) developed in the project
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Collaborative work
Process of applying i*
Shared conceptual understanding of reflective learning
(White paper)
Empirical data from the test beds
(User studies + scenarios)
Other conceptual models in the
project
Iteratively working on the
i* model (in selected groups
of partners)
Partners providing their perspectives on
reflective learning
CSRL Model draft
CSRL Model v0.2
i* Model Evaluation Framework
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Why use a goal-modelling technique to aid the development of a model of reflective learning (1)
▪ Goal modelling techniques provide goals as first-order entities.
▪ Goal modelling techniques enable explicit modelling of tasks and means-end links to goals achieved by their completion.
▪ Many goal-modelling techniques provide precise semantics .
▪ Many goal-modelling techniques provide a graphical notation with which to describe the precise semantics, communicate it to other stakeholders and obtain agreement
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Why use a goal-modelling technique to aid the development of a model of reflective learning (2)
▪ Goal modelling techniques provide goals as first-order entities.
▪ Goal modelling techniques enable explicit modelling of tasks and means-end links to goals achieved by their completion.
▪ Many goal-modelling techniques provide precise semantics .
▪ Many goal-modelling techniques provide a graphical notation with which to describe the precise semantics, communicate it to other stakeholders and obtain agreement
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Why use a goal-modelling technique to aid the development of a model of reflective learning (3)
▪ Goal modelling techniques provide goals as first-order entities.
▪ Goal modelling techniques enable explicit modelling of tasks and means-end links to goals achieved by their completion.
▪ Many goal-modelling techniques provide precise semantics.
▪ Many goal-modelling techniques provide a graphical notation with which to describe the precise semantics, communicate it to other stakeholders and obtain agreement
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Why use a goal-modelling technique to aid the development of a model of reflective learning (4)
▪ Goal modelling techniques provide goals as first-order entities.
▪ Goal modelling techniques enable explicit modelling of tasks and means-end links to goals achieved by their completion.
▪ Many goal-modelling techniques provide precise semantics .
▪ Many goal-modelling techniques provide a graphical notation with which to describe the precise semantics, communicate it to other stakeholders and obtain agreement
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Why i* in our case? Additional considerations
▪ An agreed-upon process starting with (semi)blank sheets
▪ Addressing multiple, current issues, e.g. of integration
▪ Drawing on current findings (theoretical and empirical)
▪ Focus on key aspects: What processes/tasks is it that we support; what goals is it that the learners want to achieve
▪ Collaboration among scientific partners
▪ Visualizing for improved communication and joint sense-making
▪ i* competence in the project
▪ Part of a more comprehensive evaluation approach
▪ While some partners worked top-down with i* other partners were collecting data (KPIs) bottom-up from the test beds
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
i* workshops
▪ 3 workshops (October-November 2011), covering the individual, collaborative and organizational perspective
▪ Original intention: one workshop
▪ Partial models combined into one model
▪ 4-5 active participants in each workshop
▪ Covered the relevant perspectives
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
The elements of i* (1)
Actor Goal Soft goal
Task Resource
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
The elements of i*: Examples
Actor Goal Soft goal
Task Resource
Emotions better
understood Individual
reflector
Work task
completed
Reconstruct
work
experience(s)
Work data
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
The elements of i* (2)
Dependency link
Soft goal link
A goal, a task, a resource or a soft
goal can be positively or negatively
contributing to the attainment of a
soft goal, without ensuring the
attainment.
Means-end link
When there are different ways to
achieve a goal. Multiple links =
‘OR’.
Task decomposition link used
to decompose a task into sub-
components. Multiple links =
’AND’
Means End
(goal or task) (goal, task
or resource)
Means End
(any type) (soft goal)
Means End
(any type) (soft goal)
+
-
Sub- Task
component
(any type)
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Strategic rationale (SR) model in i*
▪ An intentional description of how each actor achieves its goals and soft goals, conducting tasks and using/producing resources.
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Collaborative work on the Individual Reflector i* SR model
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
The Individual reflector i* model in more detail (1)
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
The Individual reflector i* model in more detail (2)
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
The Individual reflector i* model in more detail (3)
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
The Individual reflector i* model in more detail (4)
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
The Individual reflector i* model in more detail (5)
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
The Individual reflector i* model in more detail (6)
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Final i* model for the Individual reflector
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Complete i* model
Individual
worker
Re-evaluate
work
experience(s)
Undertake work
tasks
Do reflection
session
Reach a
resolution
Reconstruct
work
experience(s)
Attend to
emotions
Frame the
reflection
Unpack the
experience
Critique
experience
Make reflection
outcome
applicable
Work data
Monitor work
tasks
Decide to reflect
Work procedures
(static)
[Triggers]
Knowledge
(behaviour,
ideas, feelings)
Find & create
space for
reflectionSpace/time
Energy
MotivationExperience(s)
better
understood
+
Work data
Clearer mental
model of
experience(s)
+
Reflection
frames
Desirable best
practices
(organisational)
Selected
reflection
frame(s)
Partial structured
mental model of
experience(s)
Interpreted
model of
experience(s)
Tentative
reflection
outcome
Applicable
reflection
outcome
Individual
expected norm
Individual
desirable best
practices
Quality of own
work experience
improved
Satisfaction
increased
Work mastery
increased
+
Self-efficacy
increased
Quality of work
performance
improved
Monitoring
effortless
Monitoring
accurate
Monitoring
relevant
Monitoring timely
+Decision more or
less correct
Reflection
session efficient
Reflection
session effective
Reflection session
achievable in work
constraints
+
General reflection
capability
increased
+
Reflection
session more
successful
Reflection
outcome
achieved
Reflection
outcome
applicable
+Suitable space
found
+
Motivated to
reflect on work in
general+
Motivated to
reflect in session+
Capability to
reflect improved+
+
+
Emotions better
understood
Emotions
suitably attended
to
+
+
Useful mental
model+
Frame the
reflection
suitably
Unpacked
experience
relevant
Reflection
objective
Reflection
objective met
+
Useful
understanding
achieved
+
Satisficing
reflection outcome
achieved
Work
Knowledge
(behaviour,
ideas, feelings)
+
Make reflection
outcome
available
,,,,,,,,,,,,
Applicable
reflection
outcome
Reflect
collaboratively
within team
Make individual
reflections
available
Refined personal
understanding of
work practice
Available related
experiences
Make related
experiences
available
Individual
reflective
thoughts
Assigned
meanings
Knowledge
shared in team
Available
information
about individual
reflections
Make sense of
available
information
Individually
understand
meaning
Articulate
meaning
Reconstruct
work
experience(s)
Re-evaluate
work
experience(s)
Reach a
resolution
Shared team
knowledge/
insights
Proposals for
action (e.g. plans
for change)
Tentative shared
reflection
outcome
Find & create
space for
reflectionSpace/time
EnergyMotivation
Organise
collaborative
reflection
session
Initiate
spontaneous
collaborative
reflection
OR
Reflection
objective
Schedule
Attend to
emotions
Knowledge
(behaviour,
ideas, feelings)
Work data
Shared model of
work
experience(s)
Roles / people
for refection
session
Frame the
reflection
Critique
experience
Reflection
frames
Selected
reflection
frame(s)Critique outcome
Team expected
norm
Plan to apply
reflection
outcome
Desirable best
practices
(organisational)
Applicable
reflection
outcome
Individual
desirable best
practices
Reflections
socially
acceptable
Individual
reflections
relevant
Privacy
maintained
Individual
reflections
valued
All team
members heard+
Reconstructed
comprehensively
Reconstructed
experience
agreed
Make sense with
confidence
Reflection
session efficient
Reflection
session effective
Reflection session
achievable in work
constraints
Reflection
session more
successful
Reflection
objective met
+
Make sense to a
sufficient depth
?
Emotions
attended to
constructively
The more
important aspects
considered
Re-evaluated
with strong
rationale
Appropriate
frame selected
Frame applied
correctly
Critique criteria
appropriate
Critique fairness
achieved
Critique outcome
valuable
Solution fairness
achieved
+
Resolution
applicable
Team satisfied
with resolution
Resolution
avoids negative
wider impacts
Resolution
provenance
known
Resolution
meets work
goals
Reflection
outcome
operationalized
Reflection
outcome
acceptable
Resolution
transferable
Reflection
outcome feasible
Organisational
model
General reflection
capability
increased
Reflection
outcome
achieved
+
+
+
Individual
team
reflector
Reflect
individually
within team
Re-assess own
experience
Relate own
experience to
others’Work data
Set of individual
experiences
Articulate
outcomes
Norms (feeling
rules)
Attend to
emotions
+
Emotions better
understood
Emotions
suitably attended
to
+
Emotional
outcomes
Personal pre-
understanding of
work practice
Desirable best
practices
(organisational)
Individual
desirable best
practices
Time and space
sufficient
Re-assessed
confidently
Articulated
clearly to self
Articulated
clearly to others
Knowledge
about the team
Team work
practice
improved
+
Scaffolds for
group reflection
and articulation
Scaffolds for
changing between
group/individual
Individual
reflector
,, ,, ,, , ,, ,, ,
Available related
experiences
Available
information
about individual
reflections
,,,,, ,,,
,, ,,
Refined personal
understanding of
work practice
Individual
reflective
thoughts
,,,,,,, ,,,,,
,,,,,,,,,,,,
Understanding of
work practice
,,,,
,,,,
,,,,
, , , , ,, , ,, , ,,
,,,,
,,,,
,,,,
Knowledge
(behaviour,
ideas, feelings)
Suitable space
found
+
Motivated to
reflect in session
+
Capability to
reflect improved
+
+
+
, , , , ,, , , , ,, ,
Collaborative
team reflector
,,,,,,,,,,,,
+
General reflection
capability
increased
+ +
+
+ +
+
+
+
Scaffolds for
individual
reflection
Scaffolds for
individual
reflection
Decision agreed
+
+
+
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Extracting key steps of the reflection process from the i* model: The CSRL model
Examples:
▪ From the Individual reflector i* model: Frame the reflection session (A),
▪ Attend to emotions (B), and
▪ Re-evaluate work experience (D)
▪ From the Team reflector i* model: Articulate meaning (C)
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Getting agreement on the use of the CSRL model in the project: General Assembly in MIRROR November 2011
▪ Workshop with app developers: Exercise of instantiating categories of tool use associated with the process steps
▪ Presentation of how the CSRL model aligned with other perspectives/models in the project (e.g. input from the scientific partners)
▪ Instantiation of the i* model with test bed cases
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Learning cycle view of the CSRL model
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Linking tool use to the CSRL process steps
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Status of the CSRL model November 2011
▪ Reference model containing a set of steps generic to different cases of reflective learning
▪ Instantiation with real cases, or types of cases, of reflective learning should be based on selection of relevant steps
▪ Basis for further refinement through instantiation with MIRROR cases
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
The CSRL model v1.0 (Status September 2012)
▪ Refined model; same core
▪ Procedure for applying the model to a case (analysis and design)
▪ Evaluated with MIRROR test beds
▪ Published to the wider research community
▪ Refinement will continue over the next two years (-> v2.0)
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
The CSRL model: quality aspects and tradeoffs (1)
▪ Social quality (agreement and acceptance among participants) was very important, e.g. getting an accepted common basis. ▪ Feedback from the project partners at the general assembly indicated that this
was achieved.
▪ Genuine agreement mandates pragmatic quality, e.g. that the participants understand the model. ▪ Using a simple language and being able to represent intensions explicitly are
particularly useful.
▪ (Perceived) semantic quality is also a mean for achieving agreement. ▪ With regard to the i* model in MIRROR, the model instantiation evoked some
comments about completeness, for instance regarding the representation of organizational structure.
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
The CSRL model: quality aspects and tradeoffs (2)
▪ Syntactic quality (that i* is used correctly) is less important when using a model for sense-making and communication than if the model is to be activated as part of an application.
▪ In MIRROR, several example of non-standard use of i* can be found (e.g. ‘energy’ as a resource). “Bastardising” i*!
▪ We used a subset of the language, based on our needs.
▪ The main trade-off in our process of applying the i* methodology was simplicity (to support understanding and enable participation and through this perceived agreement and acceptance) vs. completeness.
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Lessons learned
▪ Use of i* to model a learning domain ▪ ..allows the combining of theoretical/generic process models with
characteristics specific to different cases
▪ ..allows a focus on users (actors, goals) – e.g. grounding in real-life needs
▪ ..utilizes a well-known approach for which many modelling tools exist
▪ ..facilitates communication
▪ ..allows a ‘divide and conquer’ (or divide and combine) approach to allow different groups of stakeholders develop different parts of the model
▪ Insights about i* modelling workshops: ▪ Having a dedicated ‘i* modeller’ is very useful, both during the workshop
and for later improvement of the layout
▪ Include relevant stakeholders, but stick to 4-5 people for each collaborative session
© MIRROR Project - Co-Funded by EU IST FP7 – www.mirror-project.eu
Key factors in making the process successful
▪ Project management agreement to the process -> legitimacy/mandate for a limited group of people to work on the models
▪ The extracting of elements for the CSRL model from the i* model involved some choices and decisions.
▪ Showing alignment of perspectives + doing initial validation within the project (at the General Assembly)
▪ The model represents a sufficiently shared understanding and a sufficient level of detail to serve as a starting point for further work.
▪ This is science but also politics!