Abstract

Human subjects are often used in design theory and methods studies to understand how designers behave and link behaviors with design outcomes. We highlight that much of our past work and resultant knowledge in design theory and methodology (DTM) has used data from samples composed mainly of White men. We argue, therefore, that the tools, methods, and practices conceived through research intended for universal use may not be as generalizable as intended. We support this assertion through a quantitative assessment of past DTM literature. We definitively demonstrate a historic lack of diversity in human-subjects research in DTM through a critical review of 109 published works. Our findings suggest that age, gender, and race/ethnic background are underreported. This work is a call to action for researchers to reflect on who are the beneficiaries of design theory and methods research, how participant background might impact the findings, and what strategies can be employed to fulfill our promise of a more equitable design community and impact.

References

1.
Benitez
,
M.
,
2011
, “Resituating Culture Centers within a Social Justice Framework: Is There Room for Examining Whiteness?”
Culture Centers in Higher Education: Perspectives on Identity, Theory, and Practice
, 1st ed.,
L.D.
Patton
, ed.,
Routledge
,
New York
, pp.
119
134
.
2.
Mejia
,
J. A.
,
Revelo
,
R. A.
,
Villanueva
,
I.
, and
Mejia
,
J.
,
2018
, “
Critical Theoretical Frameworks in Engineering Education: An Anti-Deficit and Liberative Approach
,”
Educ. Sci.
,
8
(
4
), p.
158
.
3.
Blosser
,
E.
,
2020
, “
An Examination of Black Women’s Experiences in Undergraduate Engineering on a Primarily White Campus: Considering Institutional Strategies for Change
,”
J. Eng. Educ.
,
109
(
1
), pp.
52
71
.
4.
Intemann
,
K.
,
2009
, “
Why Diversity Matters: Understanding and Applying the Diversity Component of the National Science Foundation’s Broader Impacts Criterion
,”
Soc. Epistemol.
,
23
(
3–4
), pp.
249
266
.
5.
Mays
,
D. C.
,
2022
, “
How Diversity Makes Better Engineering Teams How Diversity Makes Better Engineering Teams How Diversity Makes Better Engineering Teams
,”
J. AWWA
,
114
(
7
), pp.
62
67
.
6.
Woolley
,
A. W.
,
Chabris
,
C. F.
,
Pentland
,
A.
,
Hashmi
,
N.
, and
Malone
,
T. W.
,
2010
, “
Evidence for a Collective Intelligence Factor in the Performance of Human Groups
,”
Science (1979)
,
330
(
6004
), pp.
686
688
.
7.
Page
,
S.
,
2008
,
The Difference: How the Power of Diversity Creates Better Groups, Firms, Schools, and Societies-New Edition
,
Princeton University Press
,
Princeton, NJ
.
8.
Anderson
,
E.
,
2015
, “
The White Space
,”
Sociol. Race Ethnicity
,
1
(
1
), pp.
10
21
.
9.
Tsui
,
A. S.
,
Egan
,
T. D.
, and
O'Reilly
,
C. A.
III
,
1992
, “
Being Different: Relational Demography and Organizational Attachment
,”
Adm. Sci. Q.
,
37
(
4
), p.
549
.
10.
Eastman
,
M. G.
,
Miles
,
M. L.
, and
Yerrick
,
R.
,
2019
, “
Exploring the White and Male Culture: Investigating Individual Perspectives of Equity and Privilege in Engineering Education
,”
J. Eng. Educ.
,
108
(
4
), pp.
459
480
.
11.
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
.
12.
Cross
,
K. J.
,
Mendenhall
,
R.
,
Clancy
,
K. B. H.
,
Imoukhuede
,
P.
, and
Amos
,
J.
,
2021
, “
The Pieces of Me: The Double Bind of Race and Gender In Engineering
,”
J. Women Minor Sci. Eng.
,
27
(
3
), pp.
79
105
.
13.
Chesler
,
N. C.
,
Barabino
,
G.
,
Bhatia
,
S. N.
, and
Richards-Kortum
,
R.
,
2010
, “
The Pipeline Still Leaks and More Than You Think: A Status Report on Gender Diversity in Biomedical Engineering
,”
Ann. Biomed. Eng.
,
38
(
5
), pp.
1928
1935
.
14.
Sharpe
,
D.
, and
Poets
,
S.
,
2017
, “
Canadian Psychology Department Participant Pools: Closing for the Season?
,”
Can. Psychol.
,
58
(
2
), pp.
168
177
.
15.
Lupton
,
D. L.
,
2019
, “
The External Validity of College Student Subject Pools in Experimental Research: A Cross-Sample Comparison of Treatment Effect Heterogeneity
,”
Pol. Anal.
,
27
(
1
), pp.
90
97
.
16.
Peng
,
A.
,
Menold
,
J.
, and
Miller
,
S. R.
,
2022
, “
Crossing Cultural Borders: A Case Study of Conceptual Design Outcomes of U.S. and Moroccan Student Samples
,”
ASME J. Mech. Des.
,
144
(
3
), p.
032301
.
17.
Carberry
,
A. R.
,
Baker
,
D.R.
,
Dori
,
Y.J.
,
Mevarech
,
Z.R.
, and
Baker
,
D.R.
,
2018
,
Cognition, Metacognition, and Culture in STEM Education. Innovations in Science Education and Technology
, Vol.
24
,
Springer, Cham
,
Cham, Switzerland
, pp.
217
239
.
18.
Bennett
,
M. J.
, and
Hammer
,
M.
,
2017
, “A Developmental Model of Intercultural Sensitivity,”
The International Encyclopedia of Intercultural Communication
, Vol.
1
,
Y.Y.
Kim
, and
K.L.
McKay-Semmler
, eds.,
John Wiley & Sons
,
Hoboken, NJ
.
19.
Jansson
,
D. G.
, and
Smith
,
S. M.
,
1991
, “
Design Fixation
,”
Des. Stud.
,
12
(
1
), pp.
3
11
.
20.
Viswanathan
,
V.
, and
Linsey
,
J.
,
2011
, “
Design Fixation in Physical Modeling: An Investigation on the Role of Sunk Cost
,”
Proceedings of the ASME Design Engineering Technical Conference
,
Washington, DC
,
Aug. 28–31
, Vol. 9, pp.
119
130
.
21.
Neroni
,
M. A.
,
Vasconcelos
,
L. A.
, and
Crilly
,
N.
,
2017
, “
Computer-Based ‘Mental Set’ Tasks: An Alternative Approach to Studying Design Fixation
,”
ASME J. Mech. Des.
,
139
(
7
), p.
071102
.
22.
Leahy
,
K.
,
Daly
,
S. R.
,
McKilligan
,
S.
, and
Seifert
,
C. M.
,
2020
, “
Design Fixation From Initial Examples: Provided Versus Self-Generated Ideas
,”
ASME J. Mech. Des.
,
142
(
10
), p.
101402
.
23.
Jia
,
M.
,
Jiang
,
S.
,
Hu
,
J.
, and
Qi
,
J.
,
2023
, “
Toward Understanding Sources and Influences of Design Fixation: A Focus on Example Stimuli and Background of Novice Designers
,”
ASME J. Mech. Des.
,
145
(
5
), p.
051402
.
24.
Koronis
,
G.
,
Chia
,
P. Z.
,
Siang
,
J. K. K.
,
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
.
25.
Mirabito
,
Y.
, and
Goucher-Lambert
,
K.
,
2022
, “
Factors Impacting Highly Innovative Designs: Idea Fluency, Timing, and Order
,”
ASME J. Mech. Des.
,
144
(
1
), p.
011401
.
26.
Zheng
,
X.
,
Ritter
,
S. C.
, and
Miller
,
S. R.
,
2018
, “
How Concept Selection Tools Impact the Development of Creative Ideas in Engineering Design Education
,”
ASME J. Mech. Des.
,
140
(
5
), p.
052002
.
27.
Zheng
,
X.
, and
Miller
,
S. R.
,
2021
, “
Out in the Field Versus Inside in the Lab: A Comparison of Design Professionals’ Concept Screening Practices (DETC2019-97564)
,”
ASME J. Mech. Des.
,
143
(
4
), p.
041401
.
28.
Deo
,
S.
,
Blej
,
A.
,
Kirjavainen
,
S.
, and
Holtta-Otto
,
K.
,
2021
, “
Idea Generation Mechanisms: Comparing the Influence of Classification, Combination, Building on Others, and Stimulation Mechanisms on Ideation Effectiveness
,”
ASME J. Mech. Des.
,
143
(12), p.
121403
.
29.
Olteteanu
,
A. M.
, and
Shu
,
L. H.
,
2018
, “
Object Reorientation and Creative Performance
,”
ASME J. Mech. Des.
,
140
(
3
), p.
031102
.
30.
Daly
,
S. R.
,
Seifert
,
C. M.
,
Yilmaz
,
S.
, and
Gonzalez
,
R.
,
2016
, “
Comparing Ideation Techniques for Beginning Designers
,”
ASME J. Mech. Des.
,
138
(
10
), p.
101108
.
31.
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
.
32.
Mccomb
,
C.
,
Lapp
,
S.
,
Jablokow
,
K.
, and
Mccomb
,
C.
,
2019
, “
KABOOM: An Agent-Based Model for Simulating Cognitive Style in Team Problem Solving
,”
Des. Sci.
,
5
(
13
), pp.
1
32
.
33.
McComb
,
C.
,
Cagan
,
J.
, and
Kotovsky
,
K.
,
2015
, “
Lifting the Veil: Drawing Insights About Design Teams From a Cognitively-Inspired Computational Model
,”
Des. Stud.
,
40
(
1
), pp.
119
142
.
34.
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
.
35.
Camburn
,
B.
,
Dunlap
,
B.
,
Gurjar
,
T.
,
Hamon
,
C.
,
Green
,
M.
,
Jensen
,
D.
,
Crawford
,
R.
,
Otto
,
K.
, and
Wood
,
K.
,
2015
, “
A Systematic Method for Design Prototyping
,”
ASME J. Mech. Des.
,
137
(
8
), pp.
81102
81103
.
36.
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
.
37.
Rodríguez-Calero
,
I.
,
Daly
,
S. R.
,
Burleson
,
G.
, and
Sienko
,
K. H.
,
2023
, “
Prototyping Strategies to Engage Stakeholders During Early Stages of Design: A Study Across Three Design Domains
,”
ASME J. Mech. Des.
,
145
(
4
), p.
041413
.
38.
Nelson
,
J.
, and
Menold
,
J.
,
2021
, “
Between Worlds: Exploring the Links Between the Tangible and Intangible Costs of Prototypes
,”
ASME J. Mech. Des.
,
143
(
3
), p.
031402
.
39.
Menold
,
J.
,
Jablokow
,
K.
, and
Simpson
,
T.
,
2019
, “
The Prototype for X Framework: Assessing Impact on Self-Reported Prototyping Behavior of Student Designers
,”
ASME J. Mech. Des.
,
141
(
4
), p.
042001
.
40.
Liedtka
,
J.
,
2011
, “
Learning to Use Design Thinking Tools for Successful Innovation
,”
Strateg. Leadersh.
,
39
(
5
), pp.
13
19
.
41.
Yilmaz
,
S.
,
Daly
,
S. R.
,
Seifert
,
C. M.
, and
Gonzalez
,
R.
,
2016
, “
Evidence-Based Design Heuristics for Idea Generation
,”
Des. Stud.
,
46
(
1
), pp.
95
124
.
42.
National Academy of Sciences, National Academy of Engineering, and Institute of Medicine
,
2010
,
Expanding Underrepresented Minority Participation: America's Science and Technology Talent at the Crossroads
,
National Academies Press
,
Washington, DC
, pp.
1
269
.
43.
National Center for Science and Engineering Statistics
,
2001
,
Science and Engineering Degrees, by Race/Ethnicity of Recipients: 1990–98
.
44.
Cox
,
T. H.
, and
Blake
,
S.
,
1991
, “
Managing Cultural Diversity: Implications for Organizational Competitiveness
,”
Acad. Manage. Perspect.
,
5
(
3
), pp.
45
56
.
45.
Berdahl
,
J. L.
,
1996
, “
Gender and Leadership in Work Groups: Six Alternative Models
,”
Leadersh. Q.
,
7
(
1
), pp.
21
40
.
46.
Babaria
,
P.
,
Abedin
,
S.
,
Berg
,
D.
, and
Nunez-Smith
,
M.
,
2012
, “
‘I’m Too Used to It’: A Longitudinal Qualitative Study of Third Year Female Medical Students’ Experiences of Gendered Encounters in Medical Education
,”
Soc. Sci. Med.
,
74
(
7
), pp.
1013
1020
.
47.
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
), pp.
101105
.
48.
Concannon
,
J. P.
, and
Barrow
,
L. H.
,
2009
, “
A Cross-Sectional Study of Engineering Students’ Self-Efficacy by Gender, Ethnicity, Year, and Transfer Status
,”
J. Sci. Educ. Technol.
,
18
(
2
), pp.
163
172
.
49.
Schmader
,
T.
,
Johns
,
M.
, and
Forbes
,
C.
,
2008
, “
An Integrated Process Model of Stereotype Threat Effects on Performance
,”
Psychol. Rev.
,
115
(
2
), pp.
336
356
.
50.
Logel
,
C. R.
,
Walton
,
G. M.
,
Spencer
,
S. J.
,
Peach
,
J.
, and
Mark
,
Z. P.
,
2012
, “
Unleashing Latent Ability: Implications of Stereotype Threat for College Admissions
,”
Educ. Psychol.
,
47
(
1
), pp.
42
50
.
51.
Bassett-Jones
,
N.
,
2005
, “
The Paradox of Diversity Management, Creativity and Innovation
,”
Creat. Innov. Manag.
,
14
(
2
), pp.
169
175
.
52.
Pawley
,
A. L.
,
2017
, “
Shifting the ‘Default’: The Case for Making Diversity the Expected Condition for Engineering Education and Making Whiteness and Maleness Visible
,”
J. Eng. Educ.
,
106
(
4
), pp.
531
533
.
53.
Hankerson
,
D.
,
Marshall
,
A. R.
,
Booker
,
J.
,
El Mimouni
,
H.
,
Walker
,
I.
, and
Rode
,
J. A.
,
2016
, “
Does Technology Have Race?
Conference on Human Factors in Computing Systems – Proceedings
,
San Jose, CA
,
May 7–12
, pp.
473
485
.
54.
Rode
,
J. A.
,
2011
, “
Reflexivity in Digital Anthropology
,”
Conference on Human Factors in Computing Systems – Proceedings
,
Vancouver, BC
,
May 7–12
, pp.
123
132
.
55.
Lee
,
W.
,
2015
, “How Tech's Lack of Diversity Leads to Racist Software,” SFGate. https://www.sfgate.com/business/article/How-tech-s-lack-of-diversity-leads-to-racist-6398224.php, Accessed December 14, 2023.
56.
Holmes
,
A. G. D.
,
2020
, “
Researcher Positionality – A Consideration of Its Influence and Place in Qualitative Research – A New Researcher Guide.
,”
Shanlax Int. J. Educ.
,
8
(
4
), pp.
1
10
.
57.
NSF – National Science Foundation
. “Diversity and STEM: Women, Minorities, and Persons With Disabilities 2023 | NSF – National Science Foundation.” https://ncses.nsf.gov/pubs/nsf23315/report/science-and-engineering-degrees-earned#degrees-earned-by-women-in-broad-s-e-fields, Accessed December 11, 2023.
58.
Zelenski
,
J. M.
,
Rusting
,
C. L.
, and
Larsen
,
R. J.
,
2000
, “
Consistency in the Time of Experiment Participation and Personality Correlates: A Methodological Note
,”
Pers. Individ. Diff.
,
34
(
4
), pp.
547
558
.
59.
Bourke
,
B.
,
2016
, “
Meaning and Implications of Being Labelled a Predominantly White Institution
,”
College & University
,
91
(
3
), p.
12
.
60.
Rutgers Graduate School of Education Center for MSIs
,
2023
,
List of Minority Serving Institutions
.
61.
MSI Data Project
,
2023
,
DATA | MSI Data Project
.
62.
Simpson
,
J. C.
,
2001
, “
Segregated by Subject: Racial Differences in the Factors Influencing Academic Major Between European Americans, Asian Americans, and African, Hispanic, and Native Americans
,”
J. Higher Educ.
,
72
(
1
), pp.
63
100
.
63.
Humphreys
,
S.
, and
Freeland
,
R.
,
1992
,
Retention in Engineering: A Study of Freshman Cohorts
,
Regents of the University of California
,
Berkeley, CA
.
64.
Crenshaw
,
K.
,
2013
, “Demarginalizing the Intersection of Race and Sex: A Black Feminist Critique of Antidiscrimination Doctrine, Feminist Theory and Antiracist Politics,”
Feminist Legal Theories
,
K.
Maschke
, ed.,
Routledge
,
New York
, pp.
23
51
.
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