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CCER, BIAC, OECD/CERI Colloquium 14-15 October 2013
1
A Metacurriculum on Metacognition:
What Instructors and Students Learn
From Thinking About Learning
Karl WirthMacalester College
CCR Colloquium on Interdisciplinarity, Meta-
Cognition and Self-Regulated Learning
14-15 October 2013, OECD, Paris
Knowledge Survey
Interdisciplinarity, Metacognition and Self-Regulated Learning
Pre Post
1 1I can list the essential characteristics of a knowledge
survey.
2 2
I can describe two different ways that technology can be
used to foster metacognition in advanced learning
technologies.
3 2
I can use a knowledge survey to ascertain background
knowledge and learning gains related to a unit of
instruction.
4 3
I can demonstrate an understanding of the concept
“learning to learn,” it´s meaning and it´s different
components
5 4I can describe and analyze how “learning to learn” could
be measured and the challenges related to it
6 4
I can critically analyze how the concept of “learning to
learn” can be used to support learning in different
contexts.
7 4
I can compare and contrast two different interdisciplinary
methods for detecting, tracking, and modeling
metacognition in advanced learning technologies.
8 6
I can design and implement metacognitive instructional
activities (e.g., learning to learn, knowledge surveys) for
for the purposes of assessing student learning, promoting
metacognitive skills, and for improving instruction.
1 I can not complete this task at the present time
2 I can partially complete this task at the present time
3 I can fully complete this task at the present time
Item Knowledge or Ability StatementBloom
Level
Self-Assessment
Response Scale:
Let’s Take a Quiz
Respond with:
1. I don’t know
2. I know some
3. I know it
Knowledge Surveys
Knowledge Surveys:
• Introduced by Nuhfer (1993, 1996)
• Content & skill objectives of course
• Span levels of thinking (Bloom levels)
• Students indicate perceived knowledge/ability
• Goal-Setting
• Monitoring
• Self-Assessment
Knowledge Surveys and SRL
CCER, BIAC, OECD/CERI Colloquium 14-15 October 2013
2
Expert Learners
Modified from Ertmer and Newby (1996)
Evaluate Monitor
Plan
Reflection
Metacognitive Control
(self-regulation)
Metacognitive Knowledge
(declarative, procedural, conditional)
Personal
Resources
Prior Knowledge
Available Strategies
Task
Requirements
Type of Learning
Appropriate Strategies
GoalsBeliefs
AttitudesMotivation
Reflection Reflection
Reflection
Example Survey Items
Items Level
I can recite the definition of a mineral. Remember
I can describe the cooling of a basaltic magma
using Bowen’s Reaction Series.Understand
I can calculate the relief of a region using a
map.Apply
I can compare the generation of melts along
convergent and divergent plate boundaries.Analyze
I can evaluate three potential sites for
suitability to host a municipal waste landfill.Evaluate
I can construct a model of the origin of a suite
of rocks from the Sonju Lake Intrusion.Create
Survey Items Administering Knowledge Surveys
Single class, Unit, Course, Curriculum
Paper (in-class)
Electronic (in-class with clickers; out-of-
class with learning management system)
Beginning of Course
End-of-Course
Pre-Exam
Graduating Seniors
Alumni
CCER, BIAC, OECD/CERI Colloquium 14-15 October 2013
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Now it is time to learn.
Pay attention!
You are going to be tested laterG
(but you already know what’s on the test)
A Metacurriculum on Metacognition:
What Instructors and Students Learn
From Thinking About Learning
Karl WirthMacalester College
CCR Colloquium on Interdisciplinarity, Meta-
Cognition and Self-Regulated Learning
14-15 October 2013, OECD, Paris
Pre-Instruction Self-Reported Knowledge Self-Reported Learning Gains
CCER, BIAC, OECD/CERI Colloquium 14-15 October 2013
4
Prior Knowledge and Gains by Item KS Results - Individuals
Exam & Predicted Scores Exam & Predicted Scores
CCER, BIAC, OECD/CERI Colloquium 14-15 October 2013
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Exam & Predicted Scores Learning Gains
Pre-
diction
Know.
Surv.
Post-
dictionScore Signif.
Prediction 1.00 <0.0001
KS 0.44 1.00 <0.0001
Post-diction 0.56 0.71 1.00 <0.0001
Score 0.25 0.61 0.48 1.00 <0.0001
Comparison of Self-Assessments “Map” of Learning for Dynamic EarthPre-Course Survey
Stu
dents
Survey Items
CCER, BIAC, OECD/CERI Colloquium 14-15 October 2013
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Pre-Course Survey
Pre-Exam I Survey
“Map” of Learning for Dynamic EarthPre-Course Survey
Pre-Exam I Survey
Pre-Exam II Survey
“Map” of Learning for Dynamic Earth
Pre-Course Survey
Pre-Exam I Survey
Pre-Exam II Survey
Pre-Exam III Survey
“Map” of Learning for Dynamic Earth Utility of Knowledge SurveysCourse Design
Clarification of course objectives and structureImproved organization and preparation
StudentsFull disclosure of course objectives and expectationsStudy guideFormative assessment toolDevelopment of self-assessment skills
InstructorsAssessment of learning gainsCourse assessmentAssessment of instructional practices
ProgramsProgram ObjectivesStudent Learning
CCER, BIAC, OECD/CERI Colloquium 14-15 October 2013
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Metacurriculum for Metacognition
Activity Knowledge or Skills
Knowledge Surveys Goal-setting, Monitor. & Eval.
Reading Reflections Reflection & Monitoring
How I Earned an “A” Goal-setting & Monitoring
Exam Wrappers Refl., Monitoring & Evaluation
Learning Reflections Evaluation & Goal-setting
Critical Thinking Strategies for Thinking
Expert Learners - Reflection
Modified from Ertmer and Newby (1996), Butler (1997), Winne
and Hadwin (1998), Pintrich (2000), Lovett (2008)
Evaluate Monitor
Plan
Reflection
Metacognitive Control
(self-regulation)
Metacognitive Knowledge
(declarative, procedural, conditional)
Personal
Resources
Prior Knowledge
Available Strategies
Task
Requirements
Type of Learning
Appropriate Strategies
GoalsBeliefs
AttitudesMotivation
Reflection Reflection
Reflection
Reading Reflections:
Reflection and Evaluation
Reading and Reflecting
Reading Reflections:
• Completed after each reading assignment
• Short responses to a few questions
• Submitted online before class
• Credit awarded for “reflective” submissions
• What is the main point of this reading?
• What did you find surprising? Why?
• What did you find confusing? Why?
CCER, BIAC, OECD/CERI Colloquium 14-15 October 2013
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Survey of Reading Strategies
Depth of reading
Environment
Reading Strategies
• Pre-Reading
• Reading
• Post-Reading
Learning Reflections:
Goal Setting/Reflection-for-Action
Planning and Goal-Setting
The Art of Possibility (Zander and Zander, 2000)
Journal Activity:
Write a letter describing what you
accomplished in this course. The letter
should be dated for the end of the semester
and written in the past tense. Tell me what
you did, how you did it, and how your
thinking and understanding changed as a
result of it.
Begin your letter with:
I earned an “A” in this course because4
CCER, BIAC, OECD/CERI Colloquium 14-15 October 2013
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Wrappers:
A Structured Reflection-on-Action
Exam
“Wrapper”
Achacoso (2004)
Lovett (2008)
• Self Evaluation
• Preparation Strategies
• Performance Analysis
• Planning
Exam Preparation Exam “Wrapper” Results
Study Strategies
Analysis of Errors
CCER, BIAC, OECD/CERI Colloquium 14-15 October 2013
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Reflection and closing thoughtsG?Reflection and closing thoughtsG?
Learning Reflections:
Supporting Learning withReflection-in-Action
Learning to Learn
• Purpose of Education
• Levels of Thinking
• Affective Domain
• Significant Learning
• Meanings of Learning
• Research on The Brain
• Intellectual Development
• Critical Thinking
• Metacognition
• Behavioral Dimensions of Grades
Reflecting on Learning
• What are the three most important things
you have learned? Why?
• Describe the learning
strategies that you are using.
• How might they be adapted
for more effective learning?
• How does learning in this course relate to
other courses?
CCER, BIAC, OECD/CERI Colloquium 14-15 October 2013
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• What do you MOST wish your students
understood about their own thinking and
learning?
Reflective Prompt
The Goal of Higher Education isG
“to help college students become Intentional
Learners who can adapt to new environments,
integrate knowledge from different sources, and
continue learning throughout their lives.”
Greater Expectations
(2002 AAC&U Report)
Intentional Learners
Greater Expectations
(2002 AAC&U Report)
Becoming an intentional learner means:
developing self-awareness about the
reason for study, the learning process
itself, and how education is used.
Intentional learners are integrative
thinkers who see connections in
seemingly disparate information to inform
their decisions.
CCER, BIAC, OECD/CERI Colloquium 14-15 October 2013
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Intentional Learners are also
“Self-Directing”
Savin-Baden and Major (2004)
Self-directing learners are highly
motivated, independent, and strive toward
self-direction and autonomy. They take
the initiative to diagnose their learning
needs, formulate learning goals, identify
resources for learning, select and
implement learning strategies, and
evaluate learning outcomes.
Three Principles of Learning
1. Recognize/Address Preconceptions
2. Expert Knowledge
• Deep foundation
• Contextual framework
• Organizational structure
3. Metacognition is Essential
Bransford et al. (2000)
Metacognition Involves Reflection
• What kind of problem is this?
• What is the best strategy for solving it?
• How will I know if I solved it correctly?
• How could I do it better next time?
• What additional information do I need?
• What use is this new information?
• How can I use my new understanding to
solve different kinds of problems?
Pedagogical Challenge
• Metacognition is a “self-imposed internal
conversation”
• Shown to improve transfer (Bransford et al. 2000)
• Easily assumed that students are doing it, or can
develop on own; both assumptions are wrong
• Challenge is to keep students in constant contact
with their metacognition
• Instruction must be explicit (Pintrich, 2002)
CCER, BIAC, OECD/CERI Colloquium 14-15 October 2013
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Affect – Beliefs About Intelligence
• “fixed” versus “growth”
theories of intelligence
• Affects motivation to
learn and persistence
• Students taught study
skills and brain
plasticity outperform
control groups
Dweck’s “Fixed” vs “Growth” Mindsets
• avoid challenges
• give up easily
• see effort as fruitless
• ignore feedback
• be threatened by
success of others
• embrace challenges
• persist in face of setbacks
• see effort as path to mastery
• Iearn from criticism
• find lessons and inspiration in
success of others
Reflection & Learning
Dimension Description
Habitual Action
Minimal thought and engagement; memorization is
emphasized; correlated with surface learning; tasks treated
as unrelated activities; an attitudinal state of unreflectiveness
Understanding
Focuses on comprehension without relation to one’s personal
experience or other learning situations; book learning that is
understanding-oriented; learning stays within boundaries of
preexisting perspectives
Reflection
Learning is related to personal experience and other
knowledge; involves challenging assumptions, seeking
alternatives, identifying areas of improvement; active
engagement; characteristic of deep approaches to learning
Critical or
Intensive
Reflection
Highest level of reflective learning; learners are aware of why
they think, perceive, or act as they do; as a result, learner
likely alters or changes firmly held personal beliefs and ways
of thinking
Modified from Mezirow (1991) by Kember et al. (2000)
Stages of Learning
Stages Representation of Learning
Transformative
Learning
Meaningful, reflective, restructured by
learner – idiosyncratic or creative
Working with
MeaningMeaningful, reflective, well-structured
Making
MeaningMeaningful, well-integrated, ideas linked
Making Sense Reproduction of ideas, ideas not well linked
Noticing Memorizing representations
Moon (1999)