The DOI matches its Crossref record; 42 of the 42 references it cites were found in a registry or an index.
Implicit Attitude Measures: Consistency, Stability, and Convergent Validity
Open accessAbstract
In recent years, several techniques have been developed to measure implicit social cognition. Despite their increased use, little attention has been devoted to their reliability and validity. This article undertakes a direct assessment of the interitem consistency, stability, and convergent validity of some implicit attitude measures. Attitudes toward blacks and whites were measured on four separate occasions, each 2 weeks apart, using three relatively implicit measures (response-window evaluative priming, the Implicit Association Test, and the response-window Implicit Association Test) and one explicit measure (Modern Racism Scale). After correcting for interitem inconsistency with latent variable analyses, we found that (a) stability indices improved and (b) implicit measures were substantially correlated with each other, forming a single latent factor. The psychometric properties of response-latency implicit measures have greater integrity than recently suggested.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“many indirect measures suffer from low reliability, the only exception being the IAT and the AMP (Gawronski & De Houwer 2014, Greenwald & Lai 2020). Thus, for indirect mea- sures with low reliability, discrepancies with direct measures may be driven by differences in their reliability rather than by lack of awareness (Cunningham et al. 2001).”
From Unawareness of Attitudes, Their Environmental Causes, and Their Behavioral Effects (2025) · cites this paper as Cunningham et al. 2001
In the citing paper
“The IAT is a dual-categorization task that has good psychometric properties (Cunningham, Preacher, & Banaji, 2001; Hofmann et al., 2005) and is linked to basic neural and affective processes relevant to implicit race bias (Cunningham, Raye, & Johnson, 2004; Phelps et al., 2000).”
From Long-term reduction in implicit race bias: A prejudice habit-breaking intervention (2012) · cites this paper as Cunningham, Preacher, & Banaji, 2001
Citations
Cites
Coefficient Alpha and the Internal Structure of Tests
Cronbach, L. J. (1951) · Psychometrika · doi:10.1007/bf02310555 · Cited by 43,931
Alternative Ways of Assessing Model Fit
Browne, M. W., & Cudeck, R. (1992) · Sociological Methods & Research · doi:10.1177/0049124192021002005 · Cited by 27,200
Comparative fit indexes in structural models.
Bentler, P. M. (1990) · Psychological Bulletin · doi:10.1037/0033-2909.107.2.238 · Cited by 25,266
Significance tests and goodness of fit in the analysis of covariance structures.
Bentler, P. M., & Bonett, D. G. (1980) · Psychological Bulletin · doi:10.1037/0033-2909.88.3.588 · Cited by 20,015
Structural Equations with Latent Variables
Bollen, K. A. (1989) · Wiley series in probability and statistics · doi:10.1002/9781118619179 · Cited by 17,944
Structural Equations with Latent Variables.
Clogg, C. C., & Bollen, K. A. (1991) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2072165 · Cited by 17,475
Telling more than we can know: Verbal reports on mental processes.
Nisbett, R. E., & Wilson, T. D. (1977) · Psychological Review · doi:10.1037/0033-295x.84.3.231 · Cited by 11,317 · cited 1×
“The use of such measures necessarily assumes that individuals have both the ability and the motivation to report attitudes and beliefs accurately, assumptions that do not stand up to scrutiny (Greenwald & Banaji, 1995; Nisbett & Wilson, 1977).”
BackgroundPower analysis and determination of sample size for covariance structure modeling.
MacCallum, R. C., Browne, M. W., & Sugawara, H. M. (1996) · Psychological Methods · doi:10.1037/1082-989x.1.2.130 · Cited by 10,418
Measuring individual differences in implicit cognition: the implicit association test
Greenwald, A. G., McGhee, D. E., & Schwartz, J. L. K. (1998) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.74.6.1464 · Cited by 9,210
LISREL 7 : user's reference guide
Jöreskog, K. G., & Sörbom, D. (1989) · Medical Entomology and Zoology · Cited by 6,783
Research works printed but not linked: 2
- Blair I.V., Cognitive social psychology: On the future of social cognition
- Kawakami K., Dovidio J.F. (in press). Implicit stereotyping: How reliable is it? Personality and Social Psychology Bulletin.
Cited by
Sorted by citations
Items 901–973 of 973
Nelsen, M. D. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197685648.003.0007
Nelsen, M. D. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197685648.002.0003
Nelsen, M. D. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197685648.003.0003
Nelsen, M. D. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197685648.003.0001
Nelsen, M. D. (2023) · Oxford University Press eBooks · doi:10.1093/oso/9780197685648.005.0001
Sosyal Psikolojide Kalıpyargılar ve Önyargılar
Aktan, T. (2023) · Akademisyen Kitabevi eBooks · doi:10.37609/akya.2777
METHODOLOGICAL CORRECTNESS OF RESEARCH IN MEASURING IMPLICIT ATTITUDES: A SYSTEMATIC REVIEW
Guberinić, M. (2023) · ГОДИШЊАК ЗА ПСИХОЛОГИЈУ · doi:10.46630/gpsi.20.2023.08
Tanesini, A. (2021) · Oxford University Press eBooks · doi:10.1093/oso/9780198858836.002.0003
Tanesini, A. (2021) · Oxford University Press eBooks · doi:10.1093/oso/9780198858836.002.0004
Alaukik, A., Kvam, P. D., & Smith, C. (2024) · doi:10.31234/osf.io/5j3sx
Assessing the unfamiliar: the case of cultured meat
Bekker, G. A. (2024) · doi:10.18174/673131
Borg, E. (2024) · Oxford University Press eBooks · doi:10.1093/9780198929031.003.0004
Borg, E. (2024) · Oxford University Press eBooks · doi:10.1093/9780198929031.003.0010
Reframing Empirical Evidence of Irrationality
Borg, E. (2024) · Oxford University Press eBooks · doi:10.1093/9780198929031.003.0008
Mid-ground Accounts of Action Understanding
Borg, E. (2024) · Oxford University Press eBooks · doi:10.1093/9780198929031.003.0012
Borg, E. (2024) · Oxford University Press eBooks · doi:10.1093/9780198929031.003.0006
Objections to Behaviour-reading Accounts
Borg, E. (2024) · Oxford University Press eBooks · doi:10.1093/9780198929031.003.0011
Rejecting Empirical Evidence of Systematic Irrationality
Borg, E. (2024) · Oxford University Press eBooks · doi:10.1093/9780198929031.003.0007
Heuristics as Unthinking Processes?
Borg, E. (2024) · Oxford University Press eBooks · doi:10.1093/9780198929031.003.0005
Borg, E. (2024) · Oxford University Press eBooks · doi:10.1093/9780198929031.003.0001
CP’s Account of Action Understanding and the Deflationary Challenge
Borg, E. (2024) · Oxford University Press eBooks · doi:10.1093/9780198929031.003.0009
Common-sense Psychology Vindicated
Borg, E. (2024) · Oxford University Press eBooks · doi:10.1093/9780198929031.003.0013
Do We Do What We Do for the Reasons We Have?
Borg, E. (2024) · Oxford University Press eBooks · doi:10.1093/9780198929031.003.0002
Two Challenges to Common-sense Psychology
Borg, E. (2024) · Oxford University Press eBooks · doi:10.1093/9780198929031.003.0003
Record, J. M., & Thompson, A. E. (2024) · Sexuality and Disability · doi:10.1007/s11195-024-09879-2
Challenges of Research on Implicit Bias
Krosnick, J. A., Stark, T., & Scott, A. L. (2024) · Cambridge University Press eBooks · doi:10.1017/9781108885492.017
Explicit Prejudice; Alive and Well?
Krosnick, J. A., Stark, T., & Scott, A. L. (2024) · Cambridge University Press eBooks · doi:10.1017/9781108885492.035
Mo, C. H., & Bonilla, T. (2024) · Cambridge University Press eBooks · doi:10.1017/9781108885492.016
Listening to Measurement Error: Lessons from the Implicit Association Test
Blanton, H., & Jaccard, J. J. (2024) · Cambridge University Press eBooks · doi:10.1017/9781108885492.020
Taking Stock of Explicit and Implicit Prejudice
Stark, T., Krosnick, J. A., & Scott, A. L. (2024) · Cambridge University Press eBooks · doi:10.1017/9781108885492.002
Improving Measurement and Theorizing About Implicit Bias
Krosnick, J. A., Stark, T., & Scott, A. L. (2024) · Cambridge University Press eBooks · doi:10.1017/9781108885492.023
Do Measures of Implicit Bias Predict Cognition and Behavior?
Krosnick, J. A., Stark, T., & Scott, A. L. (2024) · Cambridge University Press eBooks · doi:10.1017/9781108885492.010
What is Implicit Bias and (How) Can We Measure It?
Krosnick, J. A., Stark, T., & Scott, A. L. (2024) · Cambridge University Press eBooks · doi:10.1017/9781108885492.004
Abah, T. (2020) · University of North Texas Digital Library (University of North Texas) · doi:10.12794/metadc1707305
Ngo, T. K. T., Paramita, W., & Nguyen, T. H. (2025) · Cogent Business & Management · doi:10.1080/23311975.2025.2462270
Influence of Attachment Style and Secure Priming on Implicit Altruistic Attitude
Zheng, X., Li, J., Ke, R., Yao, W., Deng, J., Li, X., Wang, X., & Cao, R. (2024) · The American Journal of Psychology · doi:10.5406/19398298.137.3.03
Harvesting implicit group attitudes and beliefs from a demonstration websitePreprint
Nosek, B. A., Banaji, M. R., & Greenwald, A. G. (2016) · doi:10.31234/osf.io/fe8yr_v1
Self-citation(At least) two factors moderate the relationship between implicit and explicit attitudesPreprint
Nosek, B. A., & Banaji, M. R. (2016) · doi:10.31234/osf.io/fv6bw_v1
Self-citationA Unified Theory of Implicit Attitudes, Stereotypes, Self-Esteem, and Self-ConceptPreprint
Greenwald, A. G., Banaji, M. R., Rudman, L. A., Farnham, S. D., Nosek, B. A., & Mellott, D. S. (2016) · doi:10.31234/osf.io/xgswc_v1
Self-citationHealth of the Implicit Association Test at Age 3Preprint
Greenwald, A. G., & Nosek, B. A. (2016) · doi:10.31234/osf.io/sv8bv_v1
Avila-Quintero, V. J., Malison, K. A., Wilkerson, M. J., Flores, J. M., Taylor, J. H., Landeros‐Weisenberger, A., Bloch, M. H., & Tobón, A. L. (2025) · Child and Adolescent Mental Health · doi:10.1111/camh.70001
Wei, S., Ma, B., Song, M., Yao, Y., & Meng, N. (2025) · Information Technology and Management · doi:10.1007/s10799-025-00452-7
Student ratings of instruction and student motivation: is there a connection?
Feit, C. R. (2014) · K-State Research Exchange (Kansas State University)
Kim, J. (2013) · Scholarship at UWindsor (University of Windsor)
An examination of implicit attitudes toward Native American sports mascots
Burke, A. L. (2006) · SHAREOK (University of Oklahoma; Oklahoma State University; Central Oklahoma University)
Elbers, D. (2005) · SUNScholar (Stellenbosch University)
Additional file 3 of The structure of human motivation
Pincus, J. D. (2024) · Figshare · doi:10.6084/m9.figshare.26623603
Additional file 6 of The structure of human motivation
Pincus, J. D. (2024) · Figshare · doi:10.6084/m9.figshare.26623615
Additional file 1 of The structure of human motivation
Pincus, J. D. (2024) · Figshare · doi:10.6084/m9.figshare.26623597
Young, Y., Korinek, K., Zimmer, Z., & Toan, T. K. (2021) · Figshare · doi:10.6084/m9.figshare.14175872
Additional file 2 of The structure of human motivation
Pincus, J. D. (2024) · Figshare · doi:10.6084/m9.figshare.26623600
Additional file 4 of The structure of human motivation
Pincus, J. D. (2024) · Figshare · doi:10.6084/m9.figshare.26623606
Additional file 5 of The structure of human motivation
Pincus, J. D. (2024) · Figshare · doi:10.6084/m9.figshare.26623612
Hegner, S. M., Schilling, L., Beldad, A., Durmaz, E., & Hirschfeld, G. (2025) · SAGE Open · doi:10.1177/21582440251405569
Bakır, A. E., & Doğan, T. (2026) · Current Psychology · doi:10.1007/s12144-025-08694-y
Hidden Bias: Social Service Professionals’ Attitudes toward Physical Disability
Owen, A., & Friedman, C. (2026) · Social Work · doi:10.1093/sw/swag006
Anti-Obesity Bias Among Surgeons and Association With Clinical Decision Making
Burdette, E. R., Soelling, S. J., Flores, M. N., Pelletier, A. J., Bartz, D., Smink, D. S., & Johnson, N. R. (2026) · Journal of surgical education · doi:10.1016/j.jsurg.2026.103907
Mayoral, J. C. A., Sánchez, F. M. R., Sánchez, Á. M. Ú., & Ferrándiz, D. Á. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1818238
Kapoor, V., Dhar, D., Kapur, V., Raj, A., & Jain, T. (2025) · OSF Preprints (OSF Preprints)
Juniarni, L., Kanathasan, J. S., & Nallappan, D. (2025) · Journal of Medical Internet Research · doi:10.2196/77293
Laukenmann, R., & Calanchini, J. (2026) · Social Cognition · doi:10.1521/soco.2026.44.4.426
Wei, Y., Li, Y., Li, J., Zhang, L., & Wang, E. N. (2026) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2026.103816
Manzoor, S. F., Yaqub, R. M. S., Kamran, M., & Javed, H. M. U. (2026) · Journal of Business and Social Review in Emerging Economies · doi:10.26710/jbsee.v12i3.4019
van Lankveld, J., Pat-El, R., Hebenstreit, H., & Grauvogl, A. (2026) · Journal of Sex Research · doi:10.1080/00224499.2026.2738713
A Formal Mathematical Examination of Egalitarianism in the Implicit Association Test (IAT)
Wilson, L., Laukenmann, R., & Calanchini, J. (2026) · Social Cognition · doi:10.1521/soco.2026.44.5.555
Altering explicit and implicit racial prejudice towards African American males
Glover, V. A. (2020) · Digital Scholarship - UNLV (University of Nevada Reno) · doi:10.34917/2044551
Developing the function acquisition speed test for homonegativity
Cartwright, A. (2013) · Maynooth University ePrints and eTheses Archive (Maynooth University)
Marquardson, J. (2015) · UA Campus Repository (The University of Arizona)
Bays, A. (2014) · VCU Scholars Compass (Virginia Commonwealth University) · doi:10.25772/p53v-2y11
Physicians’ Implicit and Explicit Attitudes About Race by MD Race, Ethnicity, and Gender
Sabin, J. A., Nosek, B. A., Greenwald, A. G., & Rivara, F. P. (2009) · Journal of Health Care for the Poor and Underserved · doi:10.1353/hpu.0.0185 · Cited by 472
Metadata
- Authors
- Cunningham, W. A., Preacher, K. J., & Banaji, M. R.
- Affiliations
- Yale University (US)
- The Ohio State University (US)
- Corresponding author
- Cunningham, William A.
- Venue
- Psychological Science
- Publisher
- SAGE Publications
- Published
- 2001-03
- Volume
- 12
- Issue
- 2
- Pages
- 163-170
- ISSN
- 0956-7976 (ISSN-L)
- 1467-9280
- OpenAlex
- W2098098526
- Cited by
- 968
- References
- 40
- Citations by year
- 2026: 14 · 2025: 18 · 2024: 53 · 2023: 62 · 2022: 33 · 2021: 56 · 2020: 42 · 2019: 30 · 2018: 36 · 2017: 51 · 2016: 64 · 2015: 41 · 2014: 39 · 2013: 47 · 2012: 36
- FWCI
- 113.92
- Type
- journal article
- Language
- en
- Open access
- green
- hdl.handle.net
- Locations
- Psychological Science (publishedVersion)
- PubMed (publishedVersion)
- KU ScholarWorks (University of Kansas) (submittedVersion, other-oa)
- Funders
- National Institute of Mental Health (MH-57672, R01MH057672)
- Topics
- Social Sciences › Sociology and Political Science › Social and Intergroup Psychology
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Social Sciences › Sociology and Political Science › Racial and Ethnic Identity Research
- Keywords
- implicit attitudes, reliability statistics, convergent validity, test-retest stability, Implicit Association Test, affective priming, racial attitudes, latent factor structure, response latency
- MeSH terms
- Adult, Attitude, Factor Analysis, Statistical, Female, Humans, Male, Personality Tests, Prejudice, Projective Techniques, Psychometrics, Semantic Differential, Reproducibility of Results
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review