Frontiers of Engineering Education
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Transcript of Frontiers of Engineering Education
1 + = 3
f(x) = ax2 + bx + c
1 + = 3
f(x) = ax2 + bx + c
1 + = 3
1 + = 3
f(x) = ax2 + bx + c
1 + = 3
f(x) = ax2 + bx + c
1 + = 3
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Communities of Practice
culture
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culture
skill
s
knowledge
culture
skill
s
knowledge
values
culture
identitysk
ills
knowledge
values
culture
epistemology
identitysk
ills
knowledge
values
culture
epistemology
identitysk
ills
knowledge
values
Epistemic Frame
epistemology
identitysk
ills
knowledge
values
epistemology
identity
skill
s
knowledge
values
identitysk
ills
knowledge
values
identity
skill
s
knowledge
values
identitysk
ills
knowledge
values
identity
skill
s
knowledge
values
identitysk
ills
knowledge
values
identity
skill
s
knowledge
values
Games are cultures
eflection-in-actionR
thinking that reshapeswhat we are doing
while we are doing itT
ways of knowing
thinking that reshapeswhat we are doing
while we are doing it
K
ways of doing
ways of knowing
thinking that reshapeswhat we are doing
while we are doing it
D
practicum
ways of doing
ways of knowing
P
actionApracticum
reflection-on-actionR
practicum
action
reflection-on-action
practicum
action
reflection-on-action
eflection-in-actionRpracticum
identity
skill
s
knowledge
values
knowledge
identity
skill
s
values
practicum
All undergraduateengineers
All undergraduateengineers
Women
undergraduate
engineers
Women
undergraduate
engineers
Year 1 Year 2 Year 30%
10%
20%
30%
40%
50%
60%
70%
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90%
100%
Women like teamwork!
Engineering students want
to design things!
d = + 0.28
d = + 0.28
d = + 0.91
d = + 0.91
We value what we can measure
—Don Norman
We value what we can measure
can only
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epistemology
identitysk
ills
knowledge
values
epistemology
identity
skill
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knowledge
values
EpistemologyValuesIdentityKnowledgeSkills
EpistemologyValuesIdentityKnowledgeSkills
Epistemic Network Analysis(ENA)
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Epistemology of Design
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Epistemology of Design
Skill of Data Analysis
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Epistemology of Design
Skill of Data Analysis
Valuing the Client
©2005, 2008 David Williamson Shaffer
Epistemology of Design
Skill of Data Analysis
Valuing the Client
Identity as Engineer
Knowledge of Materials
Skill of Compromising
©2005, 2008 David Williamson Shaffer
Epistemology of Design
Skill of Data Analysis
Valuing the Client
Identity as Engineer
Knowledge of Materials
Skill of Compromising
©2005, 2008 David Williamson Shaffer
Epistemology of Design
Skill of Data Analysis
Valuing the Client
Identity as Engineer
Knowledge of Materials
Skill of Compromising
©2005, 2008 David Williamson Shaffer
Epistemology of Design
Skill of Data Analysis
Valuing the Client
Identity as Engineer
Knowledge of Materials
Skill of Compromising
Experienced Engineers
©2005, 2008 David Williamson Shaffer
Epistemology of Design
Skill of Data Analysis
Valuing the Client
Identity as Engineer
Knowledge of Materials
Skill of Compromising
First-year Students
Experienced Engineers
Chat Discourse
Utterance
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1 1 0 0 0 1 0 02 0 0 0 0 1 1 03 0 0 0 0 0 0 04 1 0 1 0 1 0 05 1 0 0 0 0 0 06 0 0 0 0 0 0 17 0 0 0 0 1 0 08 0 0 0 1 0 0 1
Epistemology of Design
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Value of Client
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Skill of Data Analysis
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1 1 0 0 0 1 0 02 0 0 0 0 1 1 03 0 0 0 0 0 0 04 1 0 1 0 1 0 05 1 0 0 0 0 0 06 0 0 0 0 0 0 17 0 0 0 0 1 0 08 0 0 0 1 0 0 1
Codes by Utterance
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Codes by Utterance
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1 1 0 0 0 1 0 02 0 0 0 0 1 1 03 0 0 0 0 0 0 04 1 0 1 0 1 0 05 1 0 0 0 0 0 06 0 0 0 0 0 0 17 0 0 0 0 1 0 08 0 0 0 1 0 0 1
Codes by Utterance
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1 1 0 0 0 1 0 02 0 0 0 0 1 1 03 0 0 0 0 0 0 04 1 0 1 0 1 0 05 1 0 0 0 0 0 06 0 0 0 0 0 0 17 0 0 0 0 1 0 08 0 0 0 1 0 0 1
Codes by Utterance
Stanza
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Codes by Utterance
Stanza
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Codes by Utterance
Stanza
Codes by Stanza
E6
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1 1 0 0 0 1 0 02 0 0 0 0 1 1 03 0 0 0 0 0 0 04 1 0 1 0 1 0 05 1 0 0 0 0 0 06 0 0 0 0 0 0 17 0 0 0 0 1 0 08 0 0 0 1 0 0 1
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Codes by Utterance
Stanza
Codes by Stanza
E6
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1 1 0 0 0 1 0 02 0 0 0 0 1 1 03 0 0 0 0 0 0 04 1 0 1 0 1 0 05 1 0 0 0 0 0 06 0 0 0 0 0 0 17 0 0 0 0 1 0 08 0 0 0 1 0 0 1
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Codes by Utterance
Stanza
Codes by Stanza
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Stanza
Codes by Stanza
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Stanza
Codes by StanzaK1
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Stanza
Codes by StanzaK1
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d = + 0.28
Collaboration
Collaboration
Design
Collaboration
Design
Data
Collaboration
Design
Data
Collaboration
Design
Data
Design
Data
Collaboration
Design
Data
Collaboration
Collaboration
Design
Data
Collaboration
Design
Data
Civics?
ames to GeachT
ames are GulturesC
ames can create Gultures of thinkingC
epistemicgames.org
epistemicgames.org
@epistemicgames
Epistemic Games
Chat Discourse
Utterance
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1 1 0 0 0 1 0 02 0 0 0 0 1 1 03 0 0 0 0 0 0 04 1 0 1 0 1 0 05 1 0 0 0 0 0 06 0 0 0 0 0 0 17 0 0 0 0 1 0 08 0 0 0 1 0 0 1
Epistemology of Design
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Value of Client
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Skill of Data Analysis
Semantic CodingAI Complete Problem
Structural Functional Linguistic Codes
EpistemologyValuesIdentityKnowledgeSkills
Structural Functional Linguistic CodesD
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EpistemologyValuesIdentityKnowledgeSkills
Structural Functional Linguistic CodesD
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Structural Functional Linguistic CodesD
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Conjunctive Coding
Structural Functional Linguistic CodesD
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Structural Functional Linguistic CodesD
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Value of Surfactants
Structural Functional Linguistic CodesD
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Value of Surfactants
Structural Functional Linguistic CodesD
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Engineering Identity
Structural Functional Linguistic CodesD
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Engineering Identity
Human Agreement with AutoCoder
E and AC N1 and N2 E1 and E2
E/Data 0.521463 0.321308 0.697609E/Design 0.64044 0.479389 0.54518E/Clients 0.746846 0.796759 0.746846
E/Consultants 0.764168 0.566491 0.853813V/Clients 0.538768 0.663687 0.663311
V/Consultants 0.493692 0.663311 0.663311S/Data 0.76369 0.615417 0.940922
S/Design 0.801079 0.466942 0.728728S/Professionalism 0.645465 0.456452 0.72107
S/Collaboration 0.694157 0.666465 0.888954I/Engineer 0.479239 0.824869 0.560584
I/Intern 0.921389 0.816862 0.853813K/Nanotech 1 0.796759 1
K/Surfactants 0.95827 0.965993 0.919605K/Attributes 0.981197 0.900837 0.990646
K/Data 0.63988 0.784384 0.869369K/Design 0.728741 0.771417 0.774949K/Clients 1 0.945658 1
K/Materials 0.637786 0.916048 0.984033K/Processes 0.364711 0.811285 0.95827
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Codes by Utterance
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1 1 0 0 0 1 0 02 0 0 0 0 1 1 03 0 0 0 0 0 0 04 1 0 1 0 1 0 05 1 0 0 0 0 0 06 0 0 0 0 0 0 17 0 0 0 0 1 0 08 0 0 0 1 0 0 1
Codes by Utterance
E6
V4
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1 1 0 0 0 1 0 02 0 0 0 0 1 1 03 0 0 0 0 0 0 04 1 0 1 0 1 0 05 1 0 0 0 0 0 06 0 0 0 0 0 0 17 0 0 0 0 1 0 08 0 0 0 1 0 0 1
Codes by Utterance
E6
V4
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I2
K1
K2
K3
1 1 0 0 0 1 0 02 0 0 0 0 1 1 03 0 0 0 0 0 0 04 1 0 1 0 1 0 05 1 0 0 0 0 0 06 0 0 0 0 0 0 17 0 0 0 0 1 0 08 0 0 0 1 0 0 1
Codes by Utterance
E6
V4
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I2
K1
K2
K3
1 1 0 0 0 1 0 02 0 0 0 0 1 1 03 0 0 0 0 0 0 04 1 0 1 0 1 0 05 1 0 0 0 0 0 06 0 0 0 0 0 0 17 0 0 0 0 1 0 08 0 0 0 1 0 0 1
Codes by Utterance
Stanza
E6
V4
S5
I2
K1
K2
K3
1 1 0 0 0 1 0 02 0 0 0 0 1 1 03 0 0 0 0 0 0 04 1 0 1 0 1 0 05 1 0 0 0 0 0 06 0 0 0 0 0 0 17 0 0 0 0 1 0 08 0 0 0 1 0 0 1
E6
V4
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1 0 1 0 1 0 0
Codes by Utterance
Stanza
Codes by Stanza
E6
V4
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I2
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K2
K3
1 1 0 0 0 1 0 02 0 0 0 0 1 1 03 0 0 0 0 0 0 04 1 0 1 0 1 0 05 1 0 0 0 0 0 06 0 0 0 0 0 0 17 0 0 0 0 1 0 08 0 0 0 1 0 0 1
E6
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Codes by Utterance
Stanza
Codes by Stanza
E6
V4
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1 1 0 0 0 1 0 02 0 0 0 0 1 1 03 0 0 0 0 0 0 04 1 0 1 0 1 0 05 1 0 0 0 0 0 06 0 0 0 0 0 0 17 0 0 0 0 1 0 08 0 0 0 1 0 0 1
E6
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Codes by Utterance
Stanza
Codes by Stanza
E6
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1 0 1 0 1 0 0
Codes by Stanza
E6
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1 0 1 0 1 0 0
E6 V4 S5 I2 K1 K2 K3E6 0 0 1 0 1 0 0V4 0 0 0 0 0 0 0S5 1 0 0 0 1 0 0I2 0 0 0 0 0 0 0K1 1 0 1 0 0 0 0K2 0 0 0 0 0 0 0K3 0 0 0 0 0 0 0
Codes by Stanza
Adjacency Matrix for the Stanza
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1 0 1 0 1 0 0
E6 V4 S5 I2 K1 K2 K3E6 0 0 1 0 1 0 0V4 0 0 0 0 0 0 0S5 1 0 0 0 1 0 0I2 0 0 0 0 0 0 0K1 1 0 1 0 0 0 0K2 0 0 0 0 0 0 0K3 0 0 0 0 0 0 0
Codes by Stanza
Adjacency Matrix for the Stanza
E6
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1 0 1 0 1 0 0
E6 V4 S5 I2 K1 K2 K3E6 0 0 1 0 1 0 0V4 0 0 0 0 0 0 0S5 1 0 0 0 1 0 0I2 0 0 0 0 0 0 0K1 1 0 1 0 0 0 0K2 0 0 0 0 0 0 0K3 0 0 0 0 0 0 0
Codes by Stanza
Adjacency Matrix for the Stanza
E6
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1 0 1 0 1 0 0
E6 V4 S5 I2 K1 K2 K3E6 0 0 1 0 1 0 0V4 0 0 0 0 0 0 0S5 1 0 0 0 1 0 0I2 0 0 0 0 0 0 0K1 1 0 1 0 0 0 0K2 0 0 0 0 0 0 0K3 0 0 0 0 0 0 0
Codes by Stanza
Adjacency Matrix for the Stanza
E6
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K3
1 0 1 0 1 0 0
E6 V4 S5 I2 K1 K2 K3E6 0 0 1 0 1 0 0V4 0 0 0 0 0 0 0S5 1 0 0 0 1 0 0I2 0 0 0 0 0 0 0K1 1 0 1 0 0 0 0K2 0 0 0 0 0 0 0K3 0 0 0 0 0 0 0
Codes by Stanza
Adjacency Matrix for the Stanza
E6
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K1
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1 0 1 0 1 0 0
E6 V4 S5 I2 K1 K2 K3E6 0 0 1 0 1 0 0V4 0 0 0 0 0 0 0S5 1 0 0 0 1 0 0I2 0 0 0 0 0 0 0K1 1 0 1 0 0 0 0K2 0 0 0 0 0 0 0K3 0 0 0 0 0 0 0
Codes by Stanza
Adjacency Matrix for the Stanza
©2005, 2008 David Williamson Shaffer
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Cumulative Adjacency Matrix
Cumulative Adjacency Matrix
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Cumulative Adjacency Matrix
Cumulative Adjacency Matrix
AB
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AB
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Cumulative Adjacency Matrix
Cumulative Adjacency Matrix
©2005, 2008 David Williamson Shaffer
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