Abstract
There has been a plethora of design theory and methodology (DTM) research conducted to answer important questions centered around how ideas are developed and translated into successful products. Understanding this is vital because of the role creativity and innovation have in long-term economic success. However, most of these researches focused on U.S. samples, leaving to question if differences exist across cultural borders. Answering this question is key to support a successful global economy. The current work provides a first step at answering this question by examining similarities and differences in generating concepts and screening practices between students in an emerging market, Morocco, and those in a more established market, the U.S., during a design thinking workshop. Our results show that while students in the U.S. sample produced more ideas than the Moroccan sample, there was no difference in the perceived quality of ideas generated (idea goodness). In addition, while U.S. women were found to produce more ideas than U.S. men, there were no gender effects for students in the Moroccan sample. Finally, the results show that ideas with low goodness had a higher probability of passing concept screening if it was evaluated by its owner regardless of the population studied—identifying the potential impact of ownership bias across cultures. As a whole, these results suggest that key aspects of design theory and methodology research may in fact translate across cultures but also identified key areas for further investigation.
References
1.
Kauffman
, G.
, 2016
, “Why Entrepreneurship is on the Rise
,” The Christian Science Monitor.2.
The Infographic, T.
, 2017
, “Infographic: The Growth of Entrepreneurship Around the Globe
,” Entrepreneur Middle East.3.
Da Silva
, G. B.
, Costa
, H. G.
, and De Barros
, M. D.
, 2015
, “Entrepreneurship in Engineering Education: A Literature Review
,” Int. J. Eng. Educ.
, 31
(6
), pp. 1701
–1710
. 4.
Zha
, Q.
, Guangfen
, Y.
, and Zhong
, L.
, 2016
, “China’s University-Industry Partnership, Cooperative Education, and Entrepreneurship Education in a Global Context
,” Chin. Educ. Soc.
, 49
(3
), pp. 115
–120
. 5.
Usman
, M.
, and Abdullah
, R.
, 2019
, “The Competition Role of Higher Education in Entrepreneurship Empowerment Within Global Market
,” J. Phys.: Conf. Ser.
, 1232
(1
), pp. 012
–031
. 6.
Ness
, A. B.
, “A Growing Culture of Entrepreneurship Across the African Continent is Changing the Future of Many
,” PYXERA global.7.
Koundouno
, T. F.
, 2018
, “Lahlimi: One-Third of Moroccan Graduates are Unemployed
,” Morocco World News.8.
2020
, Morocco Youth Unemployment Rate
.9.
Saga
, A. B.
, 2018
, “Morocco Universities Produce More Graduates Without Jobs
,” Morocco World News.10.
Južnik Rotar
, L.
, 2014
, “Youth Unemployment and Entrepreneurship
,” Ekon. J. Econ. Theory Pract. Soc. Issues
, 60
(4
), pp. 43
–56
. 11.
Ciee
, Morocco: Entrepreneurship
.12.
AbiNader
, J. R.
, 2015
, Entrepreneurship Program Launched in New Morocco-Virginia Initiative-Jean R. AbiNader
.13.
2012
, US Tunisia Morocco Partnership on Entrepreneurship and Innovation in Engineering Education
.14.
Glier
, M. W.
, Schmidt
, S. R.
, Linsey
, J. S.
, and McAdams
, D. A.
, 2011
, “Distributed Ideation: Idea Generation in Distributed Capstone Engineering Design Teams
,” Int. J. Eng. Educ.
, 27
(6
), pp. 1281
–1294
.15.
Bailey
, R.
, 2008
, “Comparative Study of Undergraduate and Practicing Engineer Knowledge of the Roles of Problem Definition and Idea Generation in Design
,” Int. J. Eng. Educ.
, 24
(2
), pp. 226
–233
.16.
Daly
, S. R.
, Christian
, J. L.
, Seifert
, C. M.
, and Gonzalez
, R.
, 2012
, “Assessing Design Heuristics for Idea Generation in an Introductory Engineering Course
,” Int. J. Eng. Educ.
, 28
(2
), pp. 463
–473
.17.
Ahmed
, S.
, and Wallace
, K. M.
, 2003
, “Understanding the Differences Between How Novice and Experienced Designers Approach Design Tasks
,” Res. Eng. Des.
, 14
, pp. 1
–11
. 18.
Ball
, L. J.
, Evans
, J. S. T. B. T.
, and Dennis
, I.
, 2007
, “Cognitive Processes in Engineering Design: A Longitudinal Study
,” Special Issue: Cognitive Ergonomics
, 37
(11
), pp. 1753
–1786
. 19.
Ullman
, D. G.
, Dietterich
, T. G.
, and Stauffer
, L. A.
, 1988
, “A Model of the Mechanical Design Process Based on Empirical Data
,” Ai Edam
, 2
(1
), pp. 33
–52
. 20.
Toh
, C.
, and Miller
, S. R.
, 2019
, “Does the Preferences for Creativity Scale Predict Engineering Students’ Ability to Generate and Select Creative Design Alternatives?
” ASME J. Mech. Des.
, 141
(6
), p. 062001
. 21.
Starkey
, E.
, Toh
, C. A.
, and Miller
, S. R.
, 2016
, “Abandoning Creativity: The Evolution of Creative Ideas in Engineering Design Course Projects
,” Des. Stud.
, 47
, pp. 47
–72
. 22.
Toh
, C. A.
, Strohmetz
, A. A.
, and Miller
, S. R.
, 2016
, “The Effects of Gender and Idea Goodness on Ownership Bias in Engineering Design Education
,” ASME J. Mech. Des.
, 138
(10
), p. 101105
. 23.
Toh
, C. A.
, and Miller
, S. R.
, 2015
, “How Engineering Teams Select Design Concepts: A View Through the Lens of Creativity
,” Des. Stud.
, 38
, pp. 111
–138
. 24.
Zheng
, X.
, and Miller
, S. R.
, 2016
, “How do I Choose? The Influence of Concept Selection Methods on Student Team Decision-Making
,” Proc. ASME Des. Eng. Tech. Conf.
, 3
, pp. 1
–10
. 25.
Starkey
, E. M.
, Menold
, J.
, and Miller
, S. R.
, 2019
, “When Are Designers Willing to Take Risks? How Concept Creativity and Prototype Fidelity Influence Perceived Risk
,” ASME J. Mech. Des.
, 141
(3
), p. 031104
. 26.
Maritz
, A.
, and Donovan
, J.
, 2015
, “Entrepreneurship and Innovation: Setting an Agenda for Greater Discipline Contextualization
,” Educ. Train.
, 57
(1
), pp. 74
–87
. 27.
Zheng
, X.
, and Miller
, S. R.
, 2019
, “Is Ownership Bias Bad? The Influence of Idea Goodness and Creativity on Design Professionals Concept Selection Practices
,” ASME J. Mech. Des.
, 141
(2
), p. 021106
. 28.
Toh
, C. A.
, Patel
, A. H.
, Strohmetz
, A. A.
, and Miller
, S. R.
, 2015
, “My Idea is Best! Ownership Bias and Its Influence on Engineering Concept Selection
,” Proc. ASME Des. Eng. Tech. Conf.
, 7
, pp. 1
–10
. 29.
Onarheim
, B.
, and Christensen
, B. T.
, 2012
, “Distributed Idea Screening in Stage-Gate Development Processes
,” J. Eng. Des.
, 23
(9
), pp. 660
–673
. 30.
Beggan
, J. K.
, 1992
, “On the Social Nature of Nonsocial Perception: The Mere Ownership Effect
,” J. Pers. Soc. Psychol.
, 62
(2
), pp. 229
–237
. 31.
Zheng
, X.
, and Miller
, S. R.
, 2018
, “Uncovering Ownership Bias: The Influence of Idea Goodness and Creativity on Design Professionals' Concept Selection Practices
,” Proceedings of the ASME 2018 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference IDETC/CIE 2018
, Quebec City, Quebec, Canada
, Aug. 26–29
.32.
Baligh
, H. H.
, 2017
, “Components of Culture: Nature, Interconnections, and Relevance to the Decisions on the Organization Structure
,” Manage. Sci.
, 40
(1
), pp. 14
–27
. 33.
Chanlat
, A.
, and Bédard
, R.
, 1991
, “Managing in the Québec Style: Originality and Vulnerability
,” Int. Stud. Manage. Organ.
, 21
(3
), pp. 10
–37
. 34.
Yates
, J. F.
, and de Oliveira
, S.
, 2016
, “Culture and Decision Making
,” Organ. Behav. Hum. Decis. Processes
, 136
, pp. 1
–2
. 35.
Kallick
, D.
, Parrott
, J.
, and Mauro
, F.
,2012
, Immigrant Small Business Owners: A Significant and Growing Part of the Economy
.36.
Stepanyan
, K.
, Mather
, R.
, and Dalrymple
, R.
, 2014
, “Culture, Role and Group Work: A Social Network Analysis Perspective on an Online Collaborative Course
,” Br. J. Educ. Technol.
, 45
(4
), pp. 676
–693
. 37.
Williams
, J. E.
, Saiz
, J. L.
, FormyDuval
, D. L.
, Munick
, M. L.
, Fogle
, E. E.
, Adom
, A.
, Haque
, A.
, Neto
, F.
, and Yu
, J.
, 1995
, “Cross-Cultural Variation in the Importance of Psychological Characteristics: A Seven-Country Study
,” Int. J. Psychol.
, 30
(5
), pp. 529
–550
. 38.
Hondzel
, C. D.
, and Gulliksen
, M. S.
, 2015
, “Culture and Creativity: Examining Variations in Divergent Thinking Within Norwegian and Canadian Communities
,” SAGE Open
, 5
(4
), pp. 1
–13
. 39.
McCullough-Chavis
, A.
, 2004
, “Genograms and African American Families: Employing Family Strengths of Spirituality, Religion, and Extended Family Network
,” Mich. Fam. Rev.
, 9
(1
), pp. 30
–30
. 40.
McCullough Chavis
, A.
, 2011
, “Social Learning Theory and Behavioral Therapy: Considering Human Behaviors Within the Social and Cultural Context of Individuals and Families
,” Soc. Work Public Health
, 26
(5
), pp. 471
–481
. 41.
Lubart
, T. I.
, 1999
, Handbook of Creativity
, R. J.
Sternberg
, ed., Cambridge University Press
, Cambridge, UK
, pp. 339
–350
.42.
Westwood
, R.
, and Low
, D. R.
, 2003
, “The Multicultural Muse: Culture, Creativity and Innovation
,” Int. J. Cross Cult. Manage.
, 3
(2
), pp. 235
–259
. 43.
Mar'i
, S. K.
, and Karayanni
, M.
, 1983
, “Creativity in Arab Culture: Two Decades of Research
,” J. Creat. Behav.
, 16
(4
), pp. 227
–238
. 44.
Paletz
, S. B.
, and Peng
, K.
, 2008
, “Implicit Theories of Creativity Across Cultures: Novelty and Appropriateness in Two Product Domains
,” J. Cross-Cult. Psychol.
, 39
(3
), pp. 286
–302
. 45.
Toh
, C. A.
, and Miller
, S. R.
, 2016
, “Choosing Creativity: The Role of Individual Risk and Ambiguity Aversion on Creative Concept Selection in Engineering Design
,” Res. Eng. Des.
, 27
(3
), pp. 195
–219
. 46.
Zheng
, X.
, and Miller
, S. R.
, “Risky Business: The Driving Factors of Creative Risk Taking Attitudes in Engineering Design Industry
,” Proceedings of ASME 2017 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
, Cleveland, OH
, Aug. 6–9
, American Society of Mechanical Engineers, p. V007T006A028.47.
Toh
, C. A.
, and Miller
, S. R.
, 2016
, “Creativity in Design Teams: The Influence of Personality Traits and Risk Attitudes on Creative Concept Selection
,” Res. Eng. Des.
, 27
, pp. 73
–89
. 48.
Weber
, E. U.
, and Hsee
, C.
, 1998
, “Cross-cultural Differences in Risk Perception, But Cross-Cultural Similarities in Attitudes Towards Perceived Risk
,” Manage. Sci.
, 44
(9
), pp. 1205
–1217
. 49.
Allik
, J.
, and McCrae
, R. R.
, 2004
, “Toward a Geography of Personality Traits: Patterns of Profiles Across 36 Cultures
,” J. Cross-Cult. Psychol.
, 35
(1
), pp. 13
–28
. 50.
Triandis
, H. C.
, McCusker
, C.
, Betancourt
, H.
, Iwao
, S.
, Leung
, K.
, Salazar
, J. M.
, Setiadi
, B.
, Sinha
, J. B.
, Touzard
, H.
, and Zaleski
, Z.
, 1993
, “An Etic-Emic Analysis of Individualism and Collectivism
,” J. Cross-Cult. Psychol.
, 24
(3
), pp. 366
–383
. 51.
Brewer
, M. B.
, and Chen
, Y.-R.
, 2007
, “Where (Who) are Collectives in Collectivism? Toward Conceptual Clarification of Individualism and Collectivism
,” Psychol. Rev.
, 114
(1
), pp. 133
–151
. 52.
Goncalo
, J. A.
, and Staw
, B. M.
, 2006
, “Individualism–Collectivism and Group Creativity
,” Organ. Behav. Hum. Decis. Processes
, 100
(1
), pp. 96
–109
. 53.
Guilford
, J. P.
, 1967
, The Nature of Human Intelligence
, McGraw-Hill
, New York
.54.
Amabile
, T. M.
, 1988
, “A Model of Creativity and Innovation in Organization
,” Res. Organ. Behav.
, 10
(1
), pp. 123
–167
.55.
Saad
, C. S.
, Damian
, R. I.
, Benet-Martínez
, V.
, Moons
, W. G.
, and Robins
, R. W.
, 2013
, “Multiculturalism and Creativity: Effects of Cultural Context, Bicultural Identity, and Ideational Fluency
,” Soc. Psychol. Pers. Sci.
, 4
(3
), pp. 369
–375
. 56.
Finke
, R. A.
Creative Cognition: Theory, Research, and Applications
.57.
Jaquish
, G. A.
, and Ripple
, R. E.
, 1984
, “A Life-Span Developmental Cross-Cultural Study of Divergent Thinking Abilities
,” Int. J. Aging Hum. Dev.
, 20
(1
), pp. 1
–11
. 58.
LeFebvre
, R.
, and Franke
, V.
, 2013
, “Culture Matters: Individualism vs. Collectivism in Conflict Decision-Making
,” Societies
, 3
(1
), pp. 128
–146
. 59.
Barone
, M. J.
, Shimp
, T. A.
, and Sprott
, D. E.
, 1997
, “Mere Ownership Revisited: A Robust Effect?
,” J. Consum. Psychol.
, 6
(3
), pp. 257
–284
. 60.
Alicke
, M. D.
, 1985
, “Personality Processes and Individual Differences—Global Self-Evaluation as Determined by the Desirability and Controllability of Trait Adjectives
,” J. Pers. Soc. Psychol.
, 49
(6
), pp. 1621
–1630
. 61.
Nuttin
, J. M.
, Jr 1987
, “Affective Consequences of Mere Ownership: The Name Letter Effect in Twelve European Languages
,” Eur. J. Soc. Psychol.
, 17
(4
), pp. 381
–402
. 62.
Rudmin
, F. W.
, 1991
, “"To Own is to be Perceived to Own": A Social Cognitive Look at the Ownership of Property
,” J. Soc. Behav. Pers.
, 6
(6
), pp. 85
–104
.63.
Beggan
, J. K.
, and Brown
, E. M.
, 1994
, “Association as a Psychological Justification for Ownership
,” J. Psychol. Interdiscip. Appl.
, 128
(4
), pp. 365
–380
. 64.
Pierce
, J. L.
, Kostova
, T.
, and Dirks
, K. T.
, 2001
, “Toward a Theory of Psychological Ownership in Organizations
,” Acad. Manage. Rev.
, 26
(2
), pp. 298
–310
. 65.
Pierce
, J. L.
, Kostova
, T.
, and Dirks
, K. T.
, 2003
, “The State of Psychological Ownership: Integrating and Extending a Century of Research
,” Rev. Gen. Psychol.
, 7
(1
), pp. 84
–107
. 66.
Beggan
, J. K.
, 1991
, “Using What You Own to Get What You Need: The Role of Possessions in Satisfying Control Motivation
,” Journal of Social Behavior and Personality
, 6
(6
), pp. 129
–146
.67.
Cooper
, R. G.
, Edgett
, S. J.
, and Kleinschmidt
, E. J.
, 2002
, “Optimizing the Stage-Gate Process: What Best-Practice Companies Do-I
,” Res. Technol. Manage.
, 45
(5
), pp. 21
–27
. 68.
Takai
, S.
, and Ishii
, K.
, 2010
, “The Maximum Resource Allocation for Uncertainty Reduction in a Decision-Analytic Concept Selection
,” Concurrent Eng. Res. Appl.
, 18
(1
), pp. 19
–29
. 69.
Li
, L. M. W.
, Masuda
, T.
, and Russell
, M. J.
, 2015
, “Culture and Decision-Making: Investigating Cultural Variations in the East Asian and North American Online Decision-Making Processes
,” Asian J. Soc. Psychol.
, 18
(3
), pp. 183
–191
. 70.
Choi
, I.
, Dalal
, R.
, Kim-Prieto
, C.
, and Park
, H.
, 2003
, “Culture and Judgment of Causal Relevance
,” J. Pers. Soc. Psychol.
, 84
(1
), pp. 46
–59
. 71.
Chu
, P. C.
, and Spires
, E. E.
, 2008
, “The Cost-Benefit Framework and Perceptions of Decision Strategies: A Comparison of China and the United States
,” J. Cross-Cult. Psychol.
, 39
(3
), pp. 303
–308
. 72.
Nisbett
, R. E.
, Peng
, K.
, Choi
, I.
, and Norenzayan
, A.
, 2001
, “Culture and Systems of Thought: Holistic Versus Analytic Cognition
,” Psychol. Rev.
, 108
(2
), pp. 291
–310
. 73.
Koronis
, G.
, Chia
, P. Z.
, Kang Kai Siang
, J.
, Silva
, A.
, Yogiaman
, C.
, and Raghunath
, N.
, 2019
, “An Empirical Study on the Impact of Design Brief Information on the Creativity of Design Outcomes With Consideration of Gender and Gender Diversity
,” ASME J. Mech. Des.
, 141
(7
), p. 071102
. 74.
Vasconcelos
, L. A.
, Cardoso
, C. C.
, Sääksjärvi
, M.
, Chen
, C. C.
, and Crilly
, N.
, 2017
, “Inspiration and Fixation: The Influences of Example Designs and System Properties in Idea Generation
,” ASME J. Mech. Des.
, 139
(3
), p. 031101
. 75.
Costa
, P. T.
, Terracciano
, A.
, and McCrae
, R. R.
, 2001
, “Gender Differences in Personality Traits Across Cultures: Robust and Surprising Findings
,” J. Pers. Soc. Psychol.
, 81
(2
), pp. 322
–331
. 76.
Cross
, S. E.
, and Madson
, L.
, 1997
, “Models of the Self: Self-Construals and Gender
,” Psychol. Bull.
, 122
(1
), pp. 5
–37
. 77.
Markus
, H. R.
, and Kitayama
, S.
, 1991
, “Culture and the Self: Implications for Cognition, Emotion, and Motivation. American Psychological Association
,” Psychol. Rev.
, 98
(2
), pp. 224
–224
. 78.
Potur
, A. A.
, and Barkul
, O.
, 2009
, “Gender and Creative Thinking in Education: A Theoretical and Experimental Overview
,” ITU J. Fac. Archit.
, 6
(2
), pp. 44
–57
.79.
Yoder
, B. B. L.
,2011
, “Engineering by the Numbers
,” ASEE, pp. 11
–47
.80.
Adams
, S.
, and Miller
, S. R.
, 2016
, “The Scissor Effect: Challenges and Response Strategies for Encouraging Moroccan Women to Pursue Engineering and Science Careers
,” J. Women Minor. Sci. Eng.
, 22
(3
), pp. 245
–257
. 81.
Bettachy
, M.
, Derouiche
, A.
, Mordane
, S.
, Fatima-Ezzahra
, B.
, Maaroufi
, F.
, Baitoul
, M.
, and Mimouni
, Z.
, 2019
, “Toward Gender Parity in the Sciences and Physics in Morocco
,” AIP Conference Proceedings
. 2109
(June
), pp. 2014
–2017
.82.
Galindo
, M.Á
, and Ribeiro
, D.
, 2012
, Women's Entrepreneurship and Economics: New Perspectives, Practices, and Policies
, Springer
, New York
, pp. 1
–230
.83.
Staats
, C.
, 2016
, “Understanding Implicit Bias: What Educators Should Know
,” Am. Educ., (Sept.), pp. 29
–43
.84.
Mandelbaum
, E.
, 2016
, “Attitude, Inference, Association: On the Propositional Structure of Implicit Bias
,” Noûs
, 50
(3
), pp. 629
–658
. 85.
Takeda
, S.
, and Homberg
, F.
, 2014
, “The Effects of Gender on Group Work Process and Achievement: An Analysis Through Self- and Peer-Assessment
,” Br. Educ. Res. J.
, 40
(2
), pp. 373
–396
. 86.
Macphee
, D.
, Farro
, S.
, and Canetto
, S. S.
, 2013
, “Academic Self-Efficacy and Performance of Underrepresented STEM Majors: Gender, Ethnic, and Social Class Patterns
,” Anal. Soc. Issues Public Policy
, 13
(1
), pp. 347
–369
. 87.
Cabay
, M.
, Bernstein
, B. L.
, Rivers
, M.
, and Fabert
, N.
, 2018
, “Chilly Climates, Balancing Acts, and Shifting Pathways: What Happens to Women in STEM Doctoral Programs
,” Soc. Sci.
, 7
(2
), p. 23
. 88.
Tsui
, A. S.
, Egan
, T. D.
, and O'Reilly Iii
, C. A.
, 1992
, “Being Different: Relational Demography and Organizational Attachment
,” Adm. Sci. Q.
, 37
(4
), pp. 549
–549
. 89.
Veldman
, J.
, Meeussen
, L.
, Van Laar
, C.
, and Phalet
, K.
, 2017
, “Women (Do Not) Belong Here: Gender-Work Identity Conflict Among Female Police Officers
,” Front. Psychol.
, 8
, p. 130
. 90.
Veelen
, R. V.
, Derks
, B.
, Endedijk
, M. D.
, and Hall
, W. M.
, 2019
, “Double Trouble: How Being Outnumbered and Negatively Stereotyped Threatens Career Outcomes of Women in STEM Social Identity Threat Among Women in
,” Front. Psychol.
, 10
, pp. 1
–18
. 91.
Bloodhart
, B.
, Balgopal
, M. M.
, Casper
, A. M. A.
, Sample McMeeking
, L. B.
, and Fischer
, E. V.
, 2020
, “Outperforming Yet Undervalued: Undergraduate Women in STEM
,” PLoS One
, 15
(6
), p. e0234685
. 92.
Hardy
, J. H.
, and Gibson
, C.
, 2017
, “Gender Differences in the Measurement of Creative Problem-Solving
,” J. Creat. Behav.
, 51
(2
), pp. 153
–162
. 93.
Mefoh
, P. C.
, Nwoke
, M. B.
, Chukwuorji
, J. B. C.
, and Chijioke
, A. O.
, 2017
, “Effect of Cognitive Style and Gender on Adolescents’ Problem Solving Ability
,” Thinking Skills Creat.
, 25
, pp. 47
–52
. 94.
Proudfoot
, D.
, Kay
, A. C.
, and Koval
, C. Z.
, 2015
, “A Gender Bias in the Attribution of Creativity: Archival and Experimental Evidence for the Perceived Association Between Masculinity and Creative Thinking
,” Psychol. Sci.
, 26
(11
), pp. 1751
–1761
. 95.
Warner
, C.
, 2019
, “The Explosive Rise of the Entrepreneur
,” Forbes2.96.
Riegle-Crumb
, C.
, and Morton
, K.
, 2017
, “Gendered Expectations: Examining How Peers Shape Female Students’ Intent to Pursue STEM Fields
,” Front. Psychol.
, 8
, p. 329
. 97.
Stoet
, G.
, and Geary
, D. C.
, 2018
, “The Gender-Equality Paradox in Science, Technology, Engineering, and Mathematics Education
,” Psychol. Sci.
, 29
(4
), pp. 581
–593
. 98.
Grunspan
, D. Z.
, Eddy
, S. L.
, Brownell
, S. E.
, Wiggins
, B. L.
, Crowe
, A. J.
, Goodreau
, S. M.
, and Rosenfeld
, C. S.
, 2016
, “Males Under-Estimate Academic Performance of Their Female Peers in Undergraduate Biology Classrooms
,” PLoS One
, 11
(2
), p. e0148405
. 99.
Rainey
, K.
, Dancy
, M.
, Mickelson
, R.
, Stearns
, E.
, and Moller
, S.
, 2018
, “Race and Gender Differences in How Sense of Belonging Influences Decisions to Major in STEM
,” Int. J. STEM Educ.
, 5
(1
), p. 10
. 100.
Murphy
, M. C.
, Steele
, C. M.
, and Gross
, J. J.
, 2007
, “Signaling Threat: How Situational Cues Affect Women in Math, Science, and Engineering Settings
,” Psychol. Sci.
, 18
(10
), pp. 879
–885
. 101.
Toh
, C. A.
, and Miller
, S. R.
, 2016
, “Creativity in Design Teams: The Influence of Personality Traits and Risk Attitudes on Creative Concept Selection
,” Res. Eng. Des.
, 27
(1
), pp. 73
–89
. 102.
Miller
, S.
, and Toh
, C.
, 2009
, “Milk Frother Design Task.
”103.
Christiaans
, H. H. C. M.
, 2002
, “Creativity as a Design Criterion
,” Creat. Res. J.
, 14
(1
), pp. 41
–54
. 104.
Kudrowitz
, B. M.
, and Wallace
, D.
, 2013
, “Assessing the Quality of Ideas From Prolific, Early-Stage Product Ideation
,” J. Eng. Des.
, 24
(2
), pp. 120
–139
. 105.
Shah
, J. J.
, Millsap
, R. E.
, Woodward
, J.
, and Smith
, S. M.
, 2012
, “Applied Tests of Design Skills—Part 1: Divergent Thinking
,” ASME J. Mech. Des.
, 134
(2
), p. 021005
. 106.
Amabile
, T. M.
, 1983
, “The Social Psychology of Creativity: A Componential Conceptualization
,” J. Pers. Soc. Psychol.
, 45
(2
), pp. 357
–376
. 107.
Nelson
, B. A.
, Wilson
, J. O.
, Rosen
, D.
, and Yen
, J.
, 2009
, “Refined Metrics for Measuring Ideation Effectiveness
,” Des. Stud.
, 30
(6
), pp. 737
–743
. 108.
Shah
, J. J.
, Vargas-Hernandez
, N.
, and Smith
, S. M.
, 2003
, “Metrics for Measuring Ideation Effectiveness
,” Des. Stud.
, 24
(2
), pp. 111
–134
. 109.
Zheng
, X.
, and Miller
, S. R.
, 2019
, “Should it Stay or Should it go?: A Case Study of Concept Screening in Engineering Design Industry
,” ASME 2019 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference
, Anaheim, CA
, Aug. 18–21
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