Abstract

Designers’ choices of methods are well known to shape project outcomes. However, questions remain about why design teams select particular methods and how teams’ decision-making strategies are influenced by project- and process-based factors. In this mixed-methods study, we analyze novice design teams’ decision-making strategies underlying 297 selections of human-centered design methods over the course of three semester-long project-based engineering design courses. We propose a framework grounded in 100+ factors sourced from new product development literature that classifies design teams’ method selection strategy as either Agent- (A), Outcome- (O), or Process- (P) driven, with eight further subclassifications. Coding method selections with this framework, we uncover three insights about design team method selection. First, we identify fewer outcomes-based selection strategies across all phases and innovation types. Second, we observe a shift in decision-making strategy from user-focused outcomes in earlier phases to product-based outcomes in later phases. Third, we observe that decision-making strategy produces a greater heterogeneity of method selections as compared to the class average as a whole or project type alone. These findings provide a deeper understanding of designers’ method selection behavior and have implications for effective management of design teams, development of automated design support tools to aid design teams, and curation of design method repositories.

References

1.
Lande
,
M.
, and
Leifer
,
L.
,
2009
, “
Classifying Student Engineering Design Project Types
,”
Proceedings, American Society for Engineering Education Pacific Southwest Regional Conference
,
San Diego, CA
,
Mar. 19–20
.
2.
Norman
,
D. A.
, and
Stappers
,
P. J.
,
2015
, “
DesignX: Complex Sociotechnical Systems
,”
She Ji J. Des. Econ. Innov.
,
1
(
2
), pp.
83
106
. 10.1016/j.sheji.2016.01.002
3.
Roschuni
,
C.
,
Agogino
,
A. M.
, and
Beckman
,
S. L.
,
2011
, “
The DesignExchange: Supporting the Design Community of Practice
,”
DS 68-8: Proceedings of the 18th International Conference on Engineering Design (ICED 11), Impacting Society Through Engineering Design, Vol. 8
,
Design Education
,
Lyngby/Copenhagen
,
Aug. 15–19
.
4.
Kramer
,
J.
,
Poreh
,
D.
, and
Agogino
,
A
.,
2017
, “
Using TheDesignExchange as a Knowledge Platform for Human-Centered Design-Driven Global Development
,”
DS 87-1 Proceedings of the 21st International Conference on Engineering Design (ICED 17) Vol 1: Resource Sensitive Design, Design Research Applications and Case Studies
,
Vancouver, Canada
,
Aug. 21–25, 2017
.
5.
Lee
,
J.-J.
,
2014
, “
The True Benefits of Designing Design Methods
,”
Artifact J. Des. Pract.
,
3
(
2
), pp.
5.1
5.12
.
6.
Keinonen
,
T.
,
2009
, “
Design Method Instrument, Competence of Agenda?
Swiss Design Research Network Symposium 09
,
Lugano, Switzerland
,
Nov. 12–13
.
7.
Lee
,
J.-J.
,
2012
,
Against Method: The Portability of Method in Human-Centered Design
,
Aalto University
,
Espoo
.
8.
Lai
,
J.
,
Honda
,
T.
, and
Yang
,
M. C.
,
2010
, “
A Study of the Role of User-Centered Design Methods in Design Team Projects
,”
AI EDAM
,
24
(
3
), pp.
303
316
. 10.1017/s0890060410000211
9.
López-Mesa
,
B.
, and
Bylund
,
N.
,
2011
, “
A Study of the Use of Concept Selection Methods From Inside a Company
,”
Res. Eng. Des.
,
22
(
1
), pp.
7
27
. 10.1007/s00163-010-0093-2
10.
Roschuni
,
C.
,
Kramer
,
J.
,
Zhang
,
Q.
,
Zakskorn
,
L.
, and
Agogino
,
A.
,
2015
, “
Design Talking: An Ontology of Design Methods to Support a Common Language of Design
,”
Proceedings of the International Conference on Engineering Design
,
Milan, Italy
,
July 27–30
.
11.
Roschuni
,
C.
,
Kramer
,
J.
, and
Agogino
,
A.
,
2015
, “
Design Talking: How Design Practitioners Talk About Design Research Methods
,”
International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
,
Boston, MA
,
Aug. 2–5
.
12.
Gericke
,
K.
,
Kramer
,
J.
, and
Roschuni
,
C.
,
2016
, “
An Exploratory Study of the Discovery and Selection of Design Methods in Practice
,”
ASME J. Mech. Des.
,
138
(
10
). 10.1115/1.4034088
13.
Jones
,
J. C.
, and
Thornley
,
D. G.
,
1963
, “
Conference on Design Methods
,”
Conference on Design Methods. Papers Presented at the Conference on Systematic and Intuitive Methods in Engineering Industrial Design, Architecture and Communications
,
London, UK
,
September 1962
.
14.
Gerrike
,
K.
,
Eckert
,
C.
, and
Stacey
,
M.
,
2017
, “
What Do We Need to Say About a Design Method?
Proceedings of the 21st International Conference on Engineering Design (ICED 2017)
,
Vancouver, Canada
,
Aug. 21–25
.
15.
Tomiyama
,
T.
,
Gu
,
P.
,
Jin
,
Y.
,
Lutters
,
D.
,
Kind
,
C.
, and
Kimura
,
F.
,
2009
, “
Design Methodologies: Industrial and Educational Applications
,”
CIRP Ann.
,
58
(
2
), pp.
543
565
. 10.1016/j.cirp.2009.09.003
16.
Araujo
,
C. S.
,
Benedetto-Neto
,
H.
,
Campello
,
A. C.
,
Segre
,
F. M.
, and
Wright
,
I. C.
,
1996
, “
The Utilization of Product Development Methods: A Survey of UK Industry
,”
J. Eng. Des.
,
7
(
3
), pp.
265
277
. 10.1080/09544829608907940
17.
Geis
,
C.
,
Bierhals
,
R.
,
Schuster
,
I.
,
Badke-Schaub
,
P.
, and
Birkhofer
,
H.
,
2008
, “
Methods in Practice—A Study on Requirements for Development and Transfer of Design Methods
,”
DS 48: Proceedings DESIGN 2008, the 10th International Design Conference
,
Dubrovnik, Croatia
,
May 19–22
.
18.
Birkhofer
,
H.
,
Kloberdanz
,
H.
,
Sauer
,
T.
, and
Berger
,
B.
,
2002
, “
Why Methods Don’t Work and How to Get Them to Work
,”
DS 29: Proceedings of EDIProD 2002
,
Zielona Góra, Poland
,
Oct. 10–12
.
19.
Wallace
,
K.
,
2011
, “Transferring Design Methods Into Practice,”
The Future of Design Methodology
,
H.
Birkhofer
, ed.,
Springer
,
London
, pp.
239
248
.
20.
IDEO
,
2015
,
Field Guide to Human-Centered Design
.
21.
Fuge
,
M.
, and
Agogino
,
A.
,
2015
, “
Pattern Analysis of IDEO’s Human-Centered Design Methods in Developing Regions
,”
ASME J. Mech. Des.
,
137
(
7
), p. 071405. 10.1115/1.4030047
22.
Fuge
,
M.
, and
Agogino
,
A.
,
2014
, “
User Research Methods for Development Engineering: A Study of Method Usage With IDEO’s HCD Connect
,”
Proceedings of the ASME 2014 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
,
Buffalo NY
,
Aug. 17–19
.
23.
Töre Yargın
,
G.
,
Moroşanu Firth
,
R.
, and
Crilly
,
N.
,
2018
, “
User Requirements for Analogical Design Support Tools: Learning From Practitioners of Bio-Inspired Design
,”
Des. Stud.
,
58
, pp.
1
35
. 10.1016/j.destud.2017.11.006
24.
Rao
,
V.
,
Kim
,
E.
,
Jung
,
H. J.
,
Goucher-Lambert
,
K.
, and
Agogino
,
A.
,
2020
, “
Design for Cybersecurity (DfC) Cards: A Creativity-Based Approach to Support Designers’ Consideration of Cybersecurity
,”
Proceedings of the 9th International Conference on Design, Computing, and Cognition DCC’20
,
Atlanta, GA
,
Dec. 14–16
.
25.
Fuge
,
M.
,
Peters
,
B.
, and
Agogino
,
A.
,
2014
, “
Machine Learning Algorithms for Recommending Design Methods
,”
ASME J. Mech. Des.
,
136
(
10
), p.
101103
. 10.1115/1.4028102
26.
Haider
,
S. N.
,
Haw
,
S.-C.
, and
Chua
,
F.-F.
,
2018
, “
On Leveraging the Use of Case Studies to Recommend Design Methods: From the Perspective of Human-Centered Design Methodology
,”
Adv. Sci. Lett.
,
24
(
2
), pp.
1196
1200
. 10.1166/asl.2018.10715
27.
Raina
,
A.
,
McComb
,
C.
, and
Cagan
,
J.
,
2019
, “
Learning to Design From Humans: Imitating Human Designers Through Deep Learning
,”
ASME J. Mech. Des.
,
141
(
11
), p.
111102
. 10.1115/detc2019-97399
28.
Goucher-Lambert
,
K.
,
Gyory
,
J. T.
,
Kotovsky
,
K.
, and
Cagan
,
J.
,
2020
, “
Adaptive Inspirational Design Stimuli: Using Design Output to Computationally Search for Stimuli That Impact Concept Generation
,”
ASME J. Mech. Des.
,
142
(
9
), p.
091401
. 10.1115/1.4046077
29.
Zabotto
,
C. N.
,
Sergio Luis da
,
S.
,
Amaral
,
D. C.
,
Janaina Mascarenhas Hornos
,
C.
, and
Benze
,
B. G.
,
2019
, “
Automatic Digital Mood Boards to Connect Users and Designers With Kansei Engineering
,”
Int. J. Ind. Ergon.
,
74
, p.
102829
. 10.1016/j.ergon.2019.102829
30.
Poreh
,
D.
,
Kim
,
E.
,
Vasudevan
,
V.
, and
Agogino
,
A.
,
2018
, “
Using ‘Why and How’ to Tap Into Novice Designers’ Method Selection Mindset
,”
Proceedings of the ASME 2018 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
,
Quebec City, Quebec, Canada
,
Aug. 26–29
.
31.
Singer
,
D. J.
,
Doerry
,
N.
, and
Buckley
,
M. E.
,
2009
, “
What Is Set-Based Design?
,”
Nav. Eng. J.
,
121
(
4
), pp.
31
43
. 10.1111/j.1559-3584.2009.00226.x
32.
Schweiger
,
D. M.
,
Sandberg
,
W. R.
, and
Rechner
,
P. L.
,
1989
, “
Experiential Effects of Dialectical Inquiry, Devil’s Advocacy and Consensus Approaches to Strategic Decision Making
,”
Acad. Manage. J.
,
32
(
4
), pp.
745
772
. 10.5465/256567
33.
Raina
,
A.
,
McComb
,
C.
, and
Cagan
,
J.
,
2018
, “
Design Strategy Transfer in Cognitively-Inspired Agents
,”
Proceedings of the ASME 2018 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
,
Quebec City, Quebec, Canada
,
Aug. 26–29
.
34.
McComb
,
C.
,
Cagan
,
J.
, and
Kotovsky
,
K.
,
2017
, “
Capturing Human Sequence-Learning Abilities in Configuration Design Tasks Through Markov Chains
,”
ASME J. Mech. Des.
,
139
(
9
), p.
091101
. 10.1115/1.4037185
35.
McComb
,
C.
,
Cagan
,
J.
, and
Kotovsky
,
K.
,
2017
, “
Mining Process Heuristics From Designer Action Data Via Hidden Markov Models
,”
ASME J. Mech. Des.
,
139
(
11
), p.
111412
. 10.1115/1.4037308
36.
Raina
,
A.
,
Cagan
,
J.
, and
McComb
,
C.
,
2019
, “
Transferring Design Strategies From Human to Computer and Across Design Problems
,”
ASME J. Mech. Des.
,
141
(
11
), p.
114501
. 10.1115/1.4044258
37.
Panchal
,
J. H.
,
Sha
,
Z.
, and
Kannan
,
K. N.
,
2017
, “
Understanding Design Decisions Under Competition Using Games With Information Acquisition and a Behavioral Experiment
,”
ASME J. Mech. Des.
,
139
(
9
), p.
091402
. 10.1115/1.4037253
38.
Nellippallil
,
A. B.
,
Mohan
,
P.
,
Allen
,
J. K.
, and
Mistree
,
F.
,
2020
, “
An Inverse, Decision-Based Design Method for Robust Concept Exploration
,”
ASME J. Mech. Des.
,
142
(
8
), p.
081703
. 10.1115/1.4045877
39.
Ghosh
,
D.
,
Olewnik
,
A.
,
Lewis
,
K.
,
Kim
,
J.
, and
Lakshmanan
,
A.
,
2017
, “
Cyber-Empathic Design: A Data-Driven Framework for Product Design
,”
ASME J. Mech. Des.
,
139
(
9
), p.
091401
. 10.1115/1.4036780
40.
Shergadwala
,
M.
,
Bilionis
,
I.
,
Kannan
,
K. N.
, and
Panchal
,
J. H.
,
2018
, “
Quantifying the Impact of Domain Knowledge and Problem Framing on Sequential Decisions in Engineering Design
,”
ASME J. Mech. Des.
,
140
(
10
), p.
101402
. 10.1115/1.4040548
41.
Shergadwala
,
M.
,
Kannan
,
K. N.
, and
Panchal
,
J. H.
,
2016
, “
Understanding the Impact of Expertise on Design Outcome: An Approach Based on Concept Inventories and Item Response Theory
,”
Proceedings of the ASME 2016 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
,
Charlotte, NC
,
Aug. 21–24
.
42.
Valencia-Romero
,
A.
, and
Grogan
,
P. T.
,
2020
, “
Structured to Succeed?: Strategy Dynamics in Engineering Systems Design and Their Effect on Collective Performance
,”
ASME J. Mech. Des.
,
142
(
12
), pp.
1
16
. Advance online publication. 10.1115/1.4048115
43.
Kimberly
,
J. R.
, and
Evanisko
,
M. J.
,
1981
, “
Organizational Innovation: The Influence of Individual, Organizational, and Contextual Factors on Hospital Adoption of Technological and Administrative Innovations
,”
Acad. Manage. J.
,
24
(
4
), pp.
689
713
. 10.5465/256170
44.
Balachandra
,
R.
, and
Friar
,
J. H.
,
1997
, “
Factors for Success in R&D Projects and New Product Innovation: A Contextual Framework
,”
IEEE Trans. Eng. Manage.
,
44
(
3
), pp.
276
287
. 10.1109/17.618169
45.
Dong
,
A.
,
Hill
,
A. W.
, and
Agogino
,
A. M.
,
2004
, “
A Document Analysis Method for Characterizing Design Team Performance
,”
ASME J. Mech. Des.
,
126
(
3
), pp.
378
385
. 10.1115/1.1711818
46.
Pintrich
,
P. R.
,
Marx
,
R. W.
, and
Boyle
,
R. A.
,
1993
, “
Beyond Cold Conceptual Change: The Role of Motivational Beliefs and Classroom Contextual Factors in the Process of Conceptual Change
,”
Rev. Educ. Res.
,
63
(
2
), pp.
167
199
. 10.3102/00346543063002167
47.
Cooper
,
R. G.
, and
Kleinschmidt
,
E. J.
,
1995
, “
Benchmarking the Firm’s Critical Success Factors in New Product Development
,”
J. Prod. Innov. Manage. Int. Publ. Prod. Dev. Manage. Assoc.
,
12
(
5
), pp.
374
391
. 10.1111/1540-5885.1250374
48.
Hazelrigg
,
G. A.
,
1999
, “
An Axiomatic Framework for Engineering Design
,”
ASME J. Mech. Des.
,
121
(
3
), pp.
342
347
. 10.1115/1.2829466
49.
Janis
,
I. L.
,
2008
, “
Groupthink
,”
IEEE Eng. Manage. Rev.
,
36
(
1
), p.
36
. 10.1109/EMR.2008.4490137
50.
Dym
,
C. L.
,
Agogino
,
A. M.
,
Eris
,
O.
,
Frey
,
D. D.
, and
Leifer
,
L. J.
,
2005
, “
Engineering Design Thinking, Teaching, and Learning
,”
J. Eng. Educ.
,
94
(
1
), pp.
103
120
. 10.1002/j.2168-9830.2005.tb00832.x
51.
Yang
,
M. C.
,
2010
, “
Consensus and Single Leader Decision-Making in Teams Using Structured Design Methods
,”
Des. Stud.
,
31
(
4
), pp.
345
362
. 10.1016/j.destud.2010.03.002
52.
Ullman
,
D. G.
,
2001
, “
Robust Decision-Making for Engineering Design
,”
J. Eng. Des.
,
12
(
1
), pp.
3
13
. 10.1080/09544820010031580
53.
Stasser
,
G.
, and
Dietz-Uhler
,
B.
,
2001
,
Blackwell Handbook of Social Psychology: Group Processes
, Vol.
3
,
Oxford
,
Malden, MA
, pp.
31
55
.
54.
Shalley
,
C. E.
, and
Gilson
,
L. L.
,
2004
, “
What Leaders Need to Know: A Review of Social and Contextual Factors That Can Foster or Hinder Creativity
,”
Leadersh. Q.
,
15
(
1
), pp.
33
53
. 10.1016/j.leaqua.2003.12.004
55.
Shalley
,
C. E.
,
Zhou
,
J.
, and
Oldham
,
G. R.
,
2004
, “
The Effects of Personal and Contextual Characteristics on Creativity: Where Should We Go From Here?
,”
J. Manage.
,
30
(
6
), pp.
933
958
. 10.1016/j.jm.2004.06.007
56.
Amabile
,
T. M.
,
1983
, “
The Social Psychology of Creativity: A Componential Conceptualization
,”
J. Pers. Soc. Psychol.
,
45
(
2
), pp.
357
376
. 10.1037/0022-3514.45.2.357
57.
Reiter-Palmon
,
R.
,
Wigert
,
B.
, and
Vreede
,
T. d.
,
2012
, “Chapter 13—Team Creativity and Innovation: The Effect of Group Composition, Social Processes, and Cognition,”
Handbook of Organizational Creativity
,
M. D.
Mumford
, ed.,
Academic Press
,
San Diego, CA
, pp.
295
326
.
58.
Hursman
,
A.
,
2010
, “
Measure What Matters
,”
Inf. Manage.
,
20
(
4
), p.
24
.
59.
Akdere
,
M.
,
2011
, “
An Analysis of Decision-Making Process in Organizations: Implications for Quality Management and Systematic Practice
,”
Total Qual. Manage. Bus. Excell.
,
22
(
12
), pp.
1317
1330
. 10.1080/14783363.2011.625180
60.
Weisberg
,
R. W.
,
1999
, “Creativity and Knowledge: A Challenge to Theories,”
Handbook of Creativity
,
R.
Sternberg
, ed.,
Cambridge
,
New York
.
61.
Carberry
,
A.
,
Ohland
,
M.
, and
Lee
,
H. S.
,
2009
, “
Developing an Instrument to Measure Engineering Design Self-Efficacy: A Pilot Study
,”
ASEE Annual Conference and Exposition, Conference Proceedings
,
Austin, TX
,
Aug. 14–17
.
62.
Carberry
,
A. R.
,
Lee
,
H.-S.
, and
Ohland
,
M. W.
,
2010
, “
Measuring Engineering Design Self-Efficacy
,”
J. Eng. Educ.
,
99
(
1
), pp.
71
79
. 10.1002/j.2168-9830.2010.tb01043.x
63.
Mamaril
,
N. A.
,
Usher
,
E. L.
,
Li
,
C. R.
,
Economy
,
D. R.
, and
Kennedy
,
M. S.
,
2016
, “
Measuring Undergraduate Students’ Engineering Self-Efficacy: A Validation Study
,”
J. Eng. Educ.
,
105
(
2
), pp.
366
395
. 10.1002/jee.20121
64.
Olson
,
B. J.
,
Parayitam
,
S.
, and
Bao
,
Y.
,
2007
, “
Strategic Decision Making: The Effects of Cognitive Diversity, Conflict, and Trust on Decision Outcomes
,”
J. Manage.
,
33
(
2
), pp.
196
222
. 10.1177/0149206306298657
65.
Chou
,
H.-W.
,
Lin
,
Y.-H.
, and
Chou
,
S.-B.
,
2012
, “
Team Cognition, Collective Efficacy, and Performance in Strategic Decision-Making Teams
,”
Soc. Behav. Personal. Int. J.
,
40
(
3
), pp.
381
394
. 10.2224/sbp.2012.40.3.381
66.
Ceschin
,
F.
, and
Gaziulusoy
,
I.
,
2016
, “
Evolution of Design for Sustainability: From Product Design to Design for System Innovations and Transitions
,”
Des. Stud.
,
47
, pp.
118
163
. 10.1016/j.destud.2016.09.002
67.
Friess
,
E.
,
2010
, “
The Sword of Data: Does Human-Centered Design Fulfill Its Rhetorical Responsibility?
,”
Des. Issues
,
26
(
3
), pp.
40
50
. 10.1162/DESI_a_00028
68.
Veryzer
,
R. W.
, and
Borja de Mozota
,
B.
,
2005
, “
The Impact of User-Oriented Design on New Product Development: An Examination of Fundamental Relationships
,”
J. Prod. Innov. Manage.
,
22
(
2
), pp.
128
143
. 10.1111/j.0737-6782.2005.00110.x
69.
Miller
,
S.
,
Marhefka
,
J.
,
Heininger
,
K.
,
Jablokow
,
K.
,
Mohammed
,
S.
, and
Ritter
,
S.
,
2019
, “
The Trajectory of Psychological Safety in Engineering Teams: A Longitudinal Exploration in Engineering Design Education
,”
ASME 2019 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
,
Anaheim, CA
,
Aug. 18–21
.
70.
Rosso
,
B. D.
,
2014
, “
Creativity and Constraints: Exploring the Role of Constraints in the Creative Processes of Research and Development Teams
,”
Organ. Stud.
,
35
(
4
), pp.
551
585
. 10.1177/0170840613517600
71.
Dow
,
S. P.
,
Heddleston
,
K.
, and
Klemmer
,
S. R.
,
2009
, “
The Efficacy of Prototyping Under Time Constraints
,”
Proceedings of the Seventh ACM Conference on Creativity and Cognition
,
Berkeley, CA
,
October 2009
.
72.
Osborn
,
A. F.
,
1963
,
Applied Imagination: Principles and Procedures of Creative Problem-Solving
,
Scribner
,
New York
.
73.
Miraboto
,
Y.
, and
Goucher-Lambert
,
K.
,
2020
, “
The Role of Idea Fluency and Timing on Highly Innovative Design Concepts
,”
ASME 2020 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
,
Virtual, Online
,
Aug. 17–19
.
74.
Worinkeng
,
E.
, and
Summers
,
J. D.
,
2014
, “
Analyzing Requirement Type Influence on Concept Quality and Quantity During Ideation: An Experimental Study
,”
Proceedings of the ASME 2014 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
,
Buffalo, NY
,
Aug. 17–20
.
75.
Gray
,
C. M.
,
Yilmaz
,
S.
,
Daly
,
S.
,
Seifert
,
C. M.
, and
Gonzalez
,
R.
,
2015
, “
Supporting Idea Generation Through Functional Decomposition: An Alternative Framing for Design Heuristics
,”
DS 80-8 Proceedings of the 20th International Conference on Engineering Design (ICED 15) Vol. 8
,
Innovation and Creativity
,
Milan, Italy
,
July 27–30
.
76.
Ceschin
,
F.
, and
Gaziulusoy
,
İ
,
2019
,
Design for Sustainability (Open Access): A Multi-Level Framework From Products to Socio-Technical Systems
,
Routledge
,
London
.
77.
Lowy
,
A.
, and
Hood
,
P.
,
2011
,
The Power of the 2 × 2 Matrix: Using 2 × 2 Thinking to Solve Business Problems and Make Better Decisions
,
Jossey-Bass
,
San Francisco CA
.
78.
Atman
,
C. J.
,
Adams
,
R. S.
,
Cardella
,
M. E.
,
Turns
,
J.
,
Mosborg
,
S.
, and
Saleem
,
J.
,
2007
, “
Engineering Design Processes: A Comparison of Students and Expert Practitioners
,”
J. Eng. Educ.
,
96
(
4
), pp.
359
379
. 10.1002/j.2168-9830.2007.tb00945.x
79.
Cross
,
N.
,
Christiaans
,
H.
, and
Dorst
,
K.
,
1994
, “
Design Expertise Amongst Student Designers
,”
J. Art Des. Educ.
,
13
(
1
), pp.
39
56
. 10.1111/j.1476-8070.1994.tb00356.x
80.
Roschuni
,
C.
,
Goodman
,
E.
, and
Agogino
,
A. M.
,
2013
, “
Communicating Actionable User Research for Human-Centered Design
,”
AI EDAM
,
27
(
2
), pp.
143
154
. 10.1017/s0890060413000048
81.
Abras
,
C.
,
Maloney-Krichmar
,
D.
, and
Preece
,
J.
,
2004
, “
User-Centered Design
,”
Encyclopedia of Human-Computer Interaction
,
W.
Bainbridge
, ed.,
Sage Publications
,
Thousand Oaks, CA
, pp.
445
456
.
82.
Lauff
,
C. A.
,
Kotys-Schwartz
,
D.
, and
Rentschler
,
M. E.
,
2018
, “
What Is a Prototype? What Are the Roles of Prototypes in Companies?
ASME J. Mech. Des.
,
140
(
6
), p.
061102
. 10.1115/1.4039340
83.
Lauff
,
C.
,
Menold
,
J.
, and
Wood
,
K. L.
,
2019
, “
Prototyping Canvas: Design Tool for Planning Purposeful Prototypes
,”
Proc. Des. Soc. Int. Conf. Eng. Des.
,
1
(
1
), pp.
1563
1572
. 10.1017/dsi.2019.162
84.
Menold
,
J.
,
Jablokow
,
K.
, and
Simpson
,
T.
,
2017
, “
Prototype for X (PFX): A Holistic Framework for Structuring Prototyping Methods to Support Engineering Design
,”
Des. Stud.
,
50
, pp.
70
112
. 10.1016/j.destud.2017.03.001
85.
Beckman
,
S.
,
Kim
,
E.
, and
Agogino
,
A. M.
,
2018
,
Sproutel: How Design Roadmapping Helped Improve Children’s Health & Guide a Growing Company, The Berkeley-Haas Case Series
,
University of California
,
Berkeley
.
86.
Kim
,
E.
,
Beckman
,
S. L.
, and
Agogino
,
A.
,
2018
, “
Design Roadmapping in an Uncertain World: Implementing a Customer-Experience-Focused Strategy
,”
Calif. Manage. Rev.
,
61
(
1
), pp.
43
70
. 10.1177/0008125618796489
87.
Kim
,
E.
,
Chung
,
J.
,
Beckman
,
S.
, and
Agogino
,
A. M.
,
2016
, “
Design Roadmapping: A Framework and Case Study on Planning Development of High-Tech Products in Silicon Valley
,”
ASME J. Mech. Des.
,
138
(
10
), p.
101106
. 10.1115/1.4034221
88.
Want
,
R.
,
Schilit
,
B. N.
, and
Jenson
,
S.
,
2015
, “
Enabling the Internet of Things
,”
Computer
,
48
(
1
), pp.
28
35
. 10.1109/MC.2015.12
89.
Kline
,
W. A.
,
Hixson
,
C. A.
,
Mason
,
T. W.
,
Brackin
,
P.
,
Bunch
,
R. M.
,
Dee
,
K. C.
, and
Livesay
,
G. A.
,
2014
, “
The Innovation Canvas in Entrepreneurship Education: Integrating Themes of Design, Value, and Market Success
,”
J. Eng. Entrep.
,
5
(
1
), pp.
80
99
. 10.7814/jeen5v5p6hk
90.
Green
,
P. E.
,
Krieger
,
A. M.
, and
Wind
,
Y.
,
2001
, “
Thirty Years of Conjoint Analysis: Reflections and Prospects
,”
Interfaces
,
31
, pp.
S56
S73
. 10.1287/inte.31.3s.56.9676
91.
Madsen
,
D. O.
,
2017
, “
Not Dead Yet: The Rise, Fall and Persistence of the BCG Matrix
,”
Probl. Perspect. Manage.
,
15
(
1
), pp.
19
34
. 10.21511/ppm.15(1).2017.02
92.
Oster
,
S. M.
,
1999
,
Modern Competitive Analysis
,
Oxford University Press
,
New York
.
93.
Houde
,
S.
, and
Hill
,
C.
,
1997
, “What Do Prototypes Prototype?,”
Handbook of Human–Computer Interaction
, 2nd ed.,
M. G.
Helander
,
T. K.
Landauer
, and
P. V.
Prabhu
, eds.,
North-Holland
,
Amsterdam
, pp.
367
381
.
94.
Ceschin
,
F.
,
2013
, “
Critical Factors for Implementing and Diffusing Sustainable Product-Service Systems: Insights From Innovation Studies and Companies’ Experiences
,”
J. Clean. Prod.
,
45
, pp.
74
88
. 10.1016/j.jclepro.2012.05.034
95.
Fu
,
K.
,
Chan
,
J.
,
Schunn
,
C.
,
Cagan
,
J.
, and
Kotovsky
,
K.
,
2013
, “
Expert Representation of Design Repository Space: A Comparison to and Validation of Algorithmic Output
,”
Des. Stud.
,
34
(
6
), pp.
729
762
. 10.1016/j.destud.2013.06.002
96.
Zhang
,
C.
,
Kwon
,
Y. P.
,
Kramer
,
J.
,
Kim
,
E.
, and
Agogino
,
A. M.
,
2017
, “
Deep Learning for Design in Concept Clustering
,”
International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
,
Cleveland, OH
,
Aug. 6–9
.
97.
Rao
,
V.
,
Kim
,
E.
,
Kwon
,
J.
,
Agogino
,
A.
, and
Goucher-Lambert
,
K.
,
2020
, “
Method Selection in Human-Centered Design Teams: An Examination of Decision-Making Strategies
,”
ASME 2020 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
,
Virtual, Online
,
Aug. 17–19
.
You do not currently have access to this content.