Assessing Metacognition in the Math Classroom Andrea Johnson Bellingham Technical College and am I really teaching them how to do that As teachers we can either Deliver content and expect students to absorb it ID: 803580
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Slide1
Are My Students REALLY thinking About Their Thinking? Assessing Metacognition in the Math ClassroomAndrea JohnsonBellingham Technical College
Slide2… and am I really teaching them how to do that?
Slide3As teachers, we can either…Deliver content and expect students to absorb it (focuses on content, not student learning)
orUse the content as a framework for understanding
(focuses on student learning)
Slide4Outline
Background and motivation Building Expert Learners: Research in Metacognition in Math (STEM)
I
nstructional approach
es
for promoting
reflection
Analyzing students’ reflective
writing
Preliminary
data analysis
Slide5Slide6Taming the Math MonsterHorror
Panic
Frustration
Confusion
Intimidation
Slide7Taming the Math MonsterEmpowerment
Clarity
Safety
Enthusiasm
Confidence
Slide8Personal Math Log
Examination of self as a learner
A priori
attitudes about math
Set goals
Ongoing reflection throughout quarter
Slide9Personal Math Log – Student Example
Slide10Reading Apprenticeship Conceptual Framework
Slide11“What’s All the Fuss About Metacognition?”(Alan Schoenfeld, Cognitive Science and Mathematics Education
, 1987)
To define “metacognition” more precisely, recent research has focused on three related but distinct categories of intellectual behavior:
1.
Beliefs
and Intuitions
– building a mathematical framework from students’
beliefs, intuitions, and past experiences
in trying to understand and make sense of the world.
2.
Knowledge About One’s Own Thought Processes
*
Expert learners
have a
strong sense of what they already know
and they
use it efficiently
.
* Expert Learners realistically
assess what they are capable of
learning
.
3.
Self-Awareness or Self-Regulation
– awareness of one’s thinking
and one’s progress as they are learning or solving problems.
Slide12Outline
Background and motivation Building Expert Learners: Research in Metacognition in Math (STEM)
I
nstructional approach
es
for promoting
reflection
Analyzing students’ reflective
writing
Preliminary
data analysis
Slide13How People Learn: Key Findings (National Association of Science)Pertaining to becoming “Expert-Learners”
Slide14“It’s not only what you know, but how you use it (if at all) that matters.”(Schoenfeld, 1987)
Slide15Example of
the Absence of Self-Regulation (
S
choenfeld, 1987)
Slide16Example of Self-Regulation
(Schoenfeld, 1987)
Slide17How People Learn: Key Findings (NAS)Implications for Instruction
“The teaching of metacognitive skills should be integrated into the curriculum . . .
. . . instruction in metacognition must take place within discipline-specific content . . . ”
Slide18but . . . can metacognition be fostered within the constraints of an otherwise traditional course?
and how can we determine the extent to which it was learned?
Slide19Thinking about Students Thinking about Their Own Thinking
Slide20Metacognition: Early foundations
Flavell
, 1979
Schoenfeld, 1987
Metamemory
, cognitive monitoring
Jean Piaget
Cognitive Structures (Schemas)
n
ot innate – can be learned
David Kember & Doris Leung, 2000
Development of a Questionnaire
to Measure the Level of Reflective Thinking
Slide21Lipman Kung and Lindner, 2007
“Research on students
natural
in-context
metacognitive activity is rare.”
“One of the reappearing problems with metacognition research is the ‘fuzziness’ of the concept...
Veenman, 2012
“Whether a statement is simply cognition or metacognition
is
not straightforward to determine.”
Slide22Metacognition is big, messy, and private
. . . and thus difficult to observe and study!
Slide23Outline
Background and motivation Building Expert Learners: Research in Metacognition in Math (STEM)
I
nstructional approach
es
for promoting
reflection
Analyzing students’ reflective
writing
Preliminary
data analysis
Slide24Developing Metacognitive Activities and Assessments for Introductory Physics*
North Dakota State Univ.
Nate Grosz
Alistair
McInerny
Mila
Kryjevskaia
(PI)
University of Maine
Thanh
Lê
MacKenzie
Stetzer
(PI)
Western Washington Univ.
Therese Claire
Tija
Tippett
Andrew Boudreaux (PI)
Whatcom Community College
Sara Julin (PI)
*Supported by National Science Foundation, under collaborative research grants
DUE-1245313, DUE-1245699, DUE-1245993, and DUE-1245999.
Slide25Scaffolded activity in which students reflect on own learning pathways
Elicit (Engage students with issues known through research to be challenging)
Confront
(A key observation or question that leads students to recognize need for new ways of understanding the issue)
Refine
and Resolve
(Scaffolded instruction that guides students through the necessary thinking)
Reflect
{
Andrew Boudreaux-WWU
Slide26Components of Reflective Thinking:Retracing the learning pathwayAndrew Boudreaux-WWU
Identify problematic and productive aspects of my
initial
reasoning
.
Diagnose my underlying learning difficulty.
Describe specific differences in my thinking
then
compared to
now
.
Retrace my
learning pathway
:
How did I come to know what I know?
Slide27Narrative Reflection(Andrew Boudreaux-WWU)
An informal, written “learning commentary” in which students discuss how their understanding of specific concepts has
changed.
Slide28Lab HW: Narrative ReflectionAndrew Boudreaux-WWU
An early version:
Slide29Lab HW: Narrative ReflectionAndrew Boudreaux-WWU
broader scope of reflection
X
Early versions
of assignment
increasing levels of scaffolding
Slide30Lab HW: Narrative ReflectionAndrew Boudreaux-WWU
Current Version:
Slide31Lab HW: Narrative ReflectionAndrew Boudreaux-WWU
increasing levels of scaffolding
broader scope of reflection
X
X
Current
version
Early versions
of assignment
Slide32Metacognitive Elements Rubric
A reliable measure of the amount, depth and quality of student reflection.
Response:
Iterative development of a scheme for coding student writing.
Need:
Slide33Metacognitive elements rubric(Andrew Boudreaux – WWU)
Start “top down” with components of reflective thinking. Modifications based on analysis of student writing.
Identify problematic/productive aspects of initial reasoning.
Diagnose underlying learning difficulty.
Describe differences in thinking
then
compared to
now
.
Retrace my learning pathway:
How did I come to know what I know?
Slide34Metacognitive elements rubricAndrew Boudreaux-WWU
13 codes in 4 code groups:
Cognition
(Codes 1-4)
Reflection on initial ideas
(Codes 5-7)
Reflection on current ideas
(Codes 8-10
)
Metacognition
(Codes 11-13)
Ini
tial
reliability checks promising
Slide35When answering the prelab, I reasoned that I would want to have a super bouncy ball rather than a sticky lump of clay because the bouncy ball [BB] would have a greater change in velocity and therefore transfer a greater magnitude of momentum to the door. My answer was incomplete
because I did not mention the impulse that the ball gives the door and I did not describe how the BB delivers a greater impulse. The prelab was difficult to answer because when I first thought about the situation it seemed the clay would be a better choice because it sticks to the door and moves with the door to close, while the BB rebounds.
So I first thought that since the BB would have a negative velocity, it would take away from momentum transferred to the door,
which is actually opposite of what happens.
By clarifying with my lab partners, it now makes sense to me why the BB delivers a greater impulse to the door than the sticky clay. Because momentum is conserved, the final momentum of the system must be equal to the initial momentum.
The system consists of the ball and the door. Initial momentum of the system is the momentum of the ball (its m X v) and this momentum must stay constant throughout the collision. The BB has an initial positive velocity towards the door and then turns around. The clay has an initial positive velocity and then collides and sticks to the door and continues forward but with a decreased velocity. In both cases the door gains velocity in the forward
direciton
,
but since the BB rebounds, the door it collides with must have a greater velocity to make up for the BB’s velocity in the opposite direction.
When the clay sticks to the door and moves with it, the clay loses a great amount of velocity and the door only gains a little because they are both traveling in the same direction and the momentum of the system must stay the same.
It made a lot more sense when the lab TA explained how with the conservation of momentum, the BB is traveling the opposite
w
a
y
of the door so the door has a greater velocity to keep momentum constant.
The clay is moving in the same direction as the door so it has a smaller change in velocity and so the door does not gain as much momentum as it does with the BB.
2
2
1
3
4
5
6
7
5,6
10
10
12
12
10
Slide36Slide37“I learned a lot . . .”“I don’t have any questions . . .”“There isn’t anything I’m confused about . . .
”“My answer to question 2.b was wrong . . .”
“The lab didn’t help me . . .”
“I got all of the prelab questions right . . .”
Non-Codes
Andrew Boudreaux-WWU
Outline
Background and motivation Building Expert Learners: Research in Metacognition in Math (STEM)
I
nstructional approach
es
for promoting
reflection
Analyzing students’ reflective
writing
Preliminary
data analysis
Slide39Peer Initials
Section
Completed
Graded
?
HW
?
Response Questions Completed
?
Explanation/ Plan for Incomplete Work
_____
_____
3.1
_________
3.2
_________
________ ________
________ ________
__________
__________
______________________________________
______________________________________
_____
_____
Summary Exercises
_________
3.3
_________
________ ________
________ ________
__________
__________
______________________________________
______________________________________
_____
3.4
_________
________ ________
__________
______________________________________
HW
Packet
#3
Section
Response Questions – HW 3
3.1
1) What did I do in this section?
2) What problems did I encounter using my
initial
understanding of this concept?
3) Identify ideas/skills that I have learned or that I am now more comfortable with after completing this section.
4) Evaluate how effective my thinking process was regarding this section (For example, “I originally thought…, but now I know….”)
3.2
1) What did I do in this section?
2) What problems did I encounter using my
initial
understanding of this concept?
3) Identify ideas/skills that I have learned or that I am now more comfortable with after completing this section.
4) Evaluate how effective my thinking process was regarding this section (For example, “I originally thought…, but now I know….”)
3.3
1) What did I do in this section?
2) What problems did I encounter using my
initial
understanding of this concept?
3) Identify ideas/skills that I have learned or that I am now more comfortable with after completing this section.
4) Evaluate how effective my thinking process was regarding this section (For example, “I originally thought…, but now I know….”)
Slide41Revised Version of HW Response Questions
Section
Response Questions – HW 5
5.1
1) What did I do in this section?
2) On a scale of 1-5 (1 = lowest confidence level, 5 = highest confidence level), how confident am I about this material before starting this section?
3) After completing this section, was my confidence level correct. Were there any areas that I struggled with that I didn’t anticipate. If so, what? Give details.
5.6
1) What did I do in this section?
2) On a scale of 1-5 (1 = lowest confidence level, 5 = highest confidence level), how confident am I about this material before starting this section?
3) After completing this section, was my confidence level correct. Were there any areas that I struggled with that I didn’t anticipate. If so, what? Give details.
5.7
1) What did I do in this section?
2) On a scale of 1-5 (1 = lowest confidence level, 5 = highest confidence level), how confident am I about this material before starting this section?
3) After completing this section, was my confidence level correct. Were there any areas that I struggled with that I didn’t anticipate. If so, what? Give details.
5.8
1) What did I do in this section?
2) On a scale of 1-5 (1 = lowest confidence level, 5 = highest confidence level), how confident am I about this material before starting this section?
3) After completing this section, was my confidence level correct. Were there any areas that I struggled with that I didn’t anticipate. If so, what? Give details.
REQUIRED
Choose one section from this chapter or one concept that was difficult for you. Describe your INITIAL understanding and compare it to your CURRENT understanding. Use examples from your homework to describe HOW you came to a better understanding or mastery
.
____________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________________
Slide42Response QuestionsStudent Sample – Sustained High Scores (100.5% to 99%)
Slide43Response QuestionsStudent Sample – Remained Low (64% to 66%)
Slide44Response QuestionsStudent Sample – Raised Score (51% to 67%)
Slide45Response QuestionsStudent Sample – Scores Dropped (70% to 38%) Example of “Non-Codes “
Slide46Chapter ReviewsNo Metacognitive Questions
Metacognitive Questions
9) Simplify
the following problem,
according to the steps provided
:
A
pproaching
the Problem
What
type of problem is this? __________________________________________.
What word(s) in the directions are meaningful? What is it asking you to do, specifically? ____________________________________________________________________________________________________________________________________.
What skills do
you already know
that might help you to work this problem?
____________________________________________________________________________________________________________________________________.
What
tools
have you learned that might help you to solve this problem? __________________________________________________________________
__________________________________________________________________.
B
Solving the Problem
Thoughts/Steps
Used While Solving
Reflecting on the Problem
Does my answer make sense? Explain. ___________________________________
___________________________________________________________________.
While working this problem, did you remember/discover an idea that caused you to change how you solved this problem? Explain. ___________________________
___________________________________________________________________
___________________________________________________________________.
Is there an idea/skill/concept that is still confusing to you? If so, explain. _______
______________________________________________________________________________________________________________________________________.
What is your plan to clear up the confusion? __________________________________________________________________
Simplify the following problem.
9)
10) Write
and solve a mathematical sentence, using the appropriate operation(s) to solve the following problem.
One kind of cereal has 220 calories per serving. Another kind has 110 calories in each serving. During a month with 31 days, how many calories would you save by eating the second kind of cereal each morning for breakfast?
Ch. 1 Review - Student Example
Slide48Chapter 2 Review - Student Example
Slide49Narrative Reflection LetterMath 90 - Narrative ReflectionName: ______________________Date: _______________________
Your task in this assignment is to write an informal letter to a peer, a friend, or to me that includes the following information (Be sure to write your letter in paragraph style rather than as a list):
Choose one of the
learning targets
(specific concept) that you have struggled with so far in the quarter, but one that you have made the most significant gains in your understanding. Make sure to state the target in your letter.
Consider your
initial
understanding.
Rank your initial understanding 1-5 (1=not well, 5=very well).
Tell your friend/peer/me what specifically you understood about the concept prior to learning more. What was unclear or misunderstood?
Cite evidence
from your homework or notes.
Summarize your
current
understanding of the learning target. In your letter, share how your current understanding differs from your initial understanding.
Cite evidence
from your homework or notes.
Learning Pathway: Explain in your letter what specific activities – working a homework problem, fixing a mistake, working an example, etc. helped to change your ideas.
Be more specific than just listing activities
!
Slide50Narrative letter - Student Example (82% to 43%)
The chapter that I struggled most on was all of section 4, which was all about fractions; adding, subtracting, dividing, solving equations, and a mix of other things involving fractions. Fractions are something that I have never been very fluent in, and according to my classmates I am not the only one who feels that way. There was a lot to cover in this section, and there were times where the homework did get overwhelming, and times where I got frustrated for not being able to understand the material. Aside from my struggles, I felt especially confident in 1.1 to 1.8, and sections 2.1 to 2.5. I felt confident in these sections because it felt like
review
for me from the last math class I was in, I felt like it was extra practice that strengthened what I already knew, and I feel like those skills are now solid.
Prior to doing well in sections 1.1 to 1.8 and 2.1 to 2.5, I was able to recall all the material since I’ve spent time with it during my last math class, which I felt I really benefited from because I had some knowledge rather just jumping into something completely new. I felt prepared and ready to do the work! I remember when we spent some time with PEMDAS and I was able to grasp the steps, how to do each one with accuracy. There were times where I may have stumbled across an obstacle, I made sure to ask questions, get help, and ask my peers for help as well.
In essence, I feel that the math class I was previously in prepared me very well before entering Math90, I feel like I can really succeed in this class because the instructor is so great at explaining material in ways her students can understand, she makes sure everyone understands the material before moving on, and encourages asking any questions that may come up that we have along the way.
What helped me the most was the note packets we got at
the beginning of a new chapter/section, what also helped me a lot was going through examples with the whole class, seeing how it is done and listing the steps. It really helped me when I had notes handy, that I could use to help me work through all the problems.
In conclusion, this honestly has been the best math experience I have ever had, and I’m not just saying that. When a teacher is willing to do everything that they can to help you succeed, they are doing their job right. So Mrs
. Johnson
, I would like to thank you for everything that you’ve done to help me succeed this quarter, you really made a difference in my learning career, and as a student as well. Thank you for helping me get one more step closer to my dream career.
Sincerely
,
Student
Slide51Narrative letter Student Example – (104% to 98%)
Slide52Key Terms-Vocabulary Toolkit
Section
Key Term
Vocabulary/Objective
How well did I already know this?
Rank 1-5 (1=not well, 5=well)
What does it mean to me now?
Explain how you know.
Show proof (give an
example
in context)
Key Terms/Vocabulary
Use this chart for key terms/vocabulary that you struggle to understand.
This information can be transferred to your exam toolkits
.
Slide53Now It’s Your Turn!
Slide54Outline
Background and motivation Building Expert Learners: Research in Metacognition in Math (STEM)
I
nstructional approach
es
for promoting
reflection
Analyzing students’ reflective
writing
Preliminary
data analysis
Slide55Is There Proof in the Pudding?
Data on Section 1 (MC) and Section 2 (Traditional)
Section 1
Section 2
Exam 1
(averages)
84.13
79.6
Exam
2
(averages
)
64.33
53.84
Pre-Assessment 13%
14%
Post-Assessment 47%
52%
Growth_ _________________34%_____________________38%_____________
Data Between 2 MC Classes (Class 1 – Andrea’s, Class 2 – Linda’s)
Class
1
Class
2
Exam 1
(averages)
84.13
73.5
Exam 2
(averages)
64.33
67.9
Pre-Assessment
13
%
16%
Post-Assessment 47% 56%
Growth 34% 40%______________
Slide56Summary of ResultsNo significant difference in test scores between MC and traditional classes -Time frame
- Data in metacognitive research tells a different story (Suzanne
Brahmia
- Rutgers University)
- To
become an expert learner (in any
discipline) takes
time.
- This
is an ongoing journey – just the beginning!
Consistent monitoring of student learning through
reflective responses
leads to
metacognitive practices
, which eventually lead to becoming
expert learners
. This leads to
higher test scores
.
Slide57Assessment-Centered Classroom“Formative assessments – ongoing assessments designed to make students’ thinking visible to both teachers and students – are essential. They permit the teacher to grasp the students’ preconceptions, understand where the students are in the “developmental corridor” from informal to formal thinking, and design instruction accordingly. In the assessment-centered classroom environment, formative assessments help both teachers and students monitor progress.” (Key Findings, NAS
)
Slide58Shifting GearsFrom technical tools to classroom community…..
Slide59A Community-Centered Approach“Learning is influenced in fundamental ways by the context in which it takes place. A community-centered approach requires the development of norms for the classroom and school, as well as connections to the outside world, that support core learning values.”(Key Findings, NAS
)
Slide60Fixed Mindset:
Achievement stems from innate ability Setbacks confirms inferiority
Failure and challenge lead to reduced effort
Growth Mindset:
Ability (including intelligence) is expandable
Failure and challenge are opportunities for growth
Slide61What Makes a Great Teacher(Mindset – Carol Dweck)
“Great teachers believe in the
growth
of the intellect and talent, and they are fascinated with the process of learning.”
Set high standards for ALL students
(not just one’s who are capable or who are already achieving) and then
give students the tools
to reach them.
“… you must help me to help you. … Success is not coming to you, you must come to it.” (Marva Collins)
C
reate an atmosphere of trust, not judgement. (Benjamin Bloom)
Slide62The BoxSara Julin
Mo
del of “Think Space”
Slide63Sara Julin’s Classroom
Focuses on Relationships
- Starts on day 1
Focuses on the “Big Ideas
”
- Starts on Day 1
- Models from Day 1
Promotes Intellectual
C
amaraderie
- Mistakes – come up to board and show how to get
the
‘wrong
’
answer
- Ask each other questions to reach solution
Alternative Assessment Activities
- Score own papers, reflecting on what they “did” say as opposed to what they “meant” to say.
- Students wear “hat”
(
authority of right or wrong)
- Students engage in internal dialogue at a higher level
- Helps students to value reflective thinking more, since it is valued in the
classroom.
In ConclusionAre My Students Really Thinking About Their Thinking?By providing the tools and creating an atmosphere that nurtures inquiry and self-assessment, as well as one that encourages an internal dialogue at a higher level, the students will learn to construct their own understanding…… and then, yes, they will really be thinking about their thinking!
Slide65References
Andrew Boudreaux Professor of Physics –
WWU
Andrew.Boudreaux@wwu.edu
Sara Julin
Professor of Physics
Whatcom Community College
sjulin@Whatcom.ctc.edu
Linda Hegeberg
Math Instructor
Bellingham Technical College
lhegeberg@btc.edu
Andrea Johnson
Math Instructor
Bellingham Technical College
ajohnson@btc.edu
Slide66Chapter 2: Key Findings of the National Resource Council’s
How People Learn, available for free download at http://www.nap.edu/catalog/9457/how-people-learn-bridging-research-and-practiceThis is an essential discussion of the research base on MC, and implications for instruction.
Chapter 8: Education and Mathematics,
What’s All the Fuss About Metacognition?
Alan H. Schoenfeld
Campbell
, R. L. (2002).
Jean Piaget's Genetic Epistemology: Appreciation and Critique
.
Retrieved from the World Wide Web September 21, 2003 from http://hubcap.clemson.edu/~campber/piaget.html
Harley, 1995
Guenther, 1998
Merriam & Caffarella, 1991
http
://
pdts.uh.edu/~
ichen/ebook/ET-IT/cognitiv.htm
Flavell, J. H. (1979).
Metacognition and cognitive monitoring: A new area of cognitive-developmental inquiry
.
American Psychologist, 34, 906 - 911
.
Relevant Chemistry Education: From Theory to
Practice
edited
by Ingo Eilks, Avi
Hofstein – Veenman, 2012
David Kember & Doris
Y. P. Leung et al.,
Development of a Questionnaire to Measure the Level of Reflective Thinking.
Assessment & Evaluation in Higher Education, Vol. 25, No. 4, 2000
Lipman, M.,“Education for Critical Thinking,” in R. Curren, ed.,
Philosophy of Education: An Anthology.
Oxford: Blackwell
Publishing
Developing
Mathematization
with Physics Invention Tasks, 2013.
Suzanne S
.
Brahmia
,
Rutgers
Unversity
, A. Boudreaux, Western
Washington
University,
S
.
Kanim
New Mexico State University
Resources
(continued)