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A meta-analysis of procedures to change implicit measures
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Abstract
s| < .30). Most studies focused on producing short-term changes with brief, single-session manipulations. Procedures that associate sets of concepts, invoke goals or motivations, or tax mental resources changed implicit measures the most, whereas procedures that induced threat, affirmation, or specific moods/emotions changed implicit measures the least. Bias tests suggested that implicit effects could be inflated relative to their true population values. Procedures changed explicit measures less consistently and to a smaller degree than implicit measures and generally produced trivial changes in behavior. Finally, changes in implicit measures did not mediate changes in explicit measures or behavior. Our findings suggest that changes in implicit measures are possible, but those changes do not necessarily translate into changes in explicit measures or behavior. (PsycINFO Database Record (c) 2019 APA, all rights reserved).
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“especially given the lack of evidence in the effectiveness of Diversity, Equity, and Inclusion initiatives (DEI; Paluck et al., 2021;Forscher et al., 2019;Lai et al., 2016).”
From The state of evidence for social and emotional learning: A contemporary meta-analysis of universal school-based SEL interventions (2023) · cites this paper as Forscher et al., 2019
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Allen, T. J., Sherman, J. W., Conrey, F. R., et al. (2009) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2009.06.002 · Cited by 52
Birch, C. D., Stewart, S. H., Wiers, R. W. H. J., Klein, R. M., MacLean, A. D., & Berish, M. J. (2007) · Addictive Behaviors · doi:10.1016/j.addbeh.2007.11.004 · Cited by 52
Implicit Attitudes Reflect Associative, Non‐associative, and Non‐attitudinal Processes
Calanchini, J., & Sherman, J. W. (2013) · Social and Personality Psychology Compass · doi:10.1111/spc3.12053 · Cited by 51
Implicit and explicit appraisals of the importance of intrusive thoughts.
Teachman, B., Woody, S., & Magee, J. C. (2006) · Behaviour Research and Therapy · doi:10.1016/j.brat.2005.05.005 · Cited by 50
Castelli, L., & Tomelleri, S. (2007) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2007.04.006 · Cited by 50
Experimental Test of Escape Theory: Accessibility to Implicit Suicidal Mind
Tang, J., Wu, S., & Miao, D. (2013) · Suicide and Life-Threatening Behavior · doi:10.1111/sltb.12021 · Cited by 49
Joint synthesis of multiple correlated outcomes in networks of interventions
Efthimiou, O., Mavridis, D., Riley, R. D., Cipriani, A., & Salanti, G. (2014) · Biostatistics · doi:10.1093/biostatistics/kxu030 · Cited by 49
Effects of Threat to a Valued Social Identity on Implicit Self-Esteem and Discrimination
Smurda, J., Wittig, M. A., & Gökalp, G. (2006) · Group Processes & Intergroup Relations · doi:10.1177/1368430206062076 · Cited by 48
How to like yourself better, or chocolate less: Changing implicit attitudes with one IAT task
Ebert, I. D., Steffens, M. C., von Stülpnagel, R., & Jelenec, P. (2009) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2009.06.008 · Cited by 48
Effects of written emotional disclosure on implicit self‐esteem and body image
O'Connor, D. B., Hurling, R., Hendrickx, H., Osborne, G., Hall, J., Walklet, E., Whaley, A., & Wood, H. (2010) · British Journal of Health Psychology · doi:10.1348/135910710x523210 · Cited by 47
Hooper, N., Villatte, M., Neofotistou, E., & McHugh, L. (2010) · International Journal of Behavioral Consultation and Therapy · doi:10.1037/h0100910 · Cited by 47
Huntsinger, J. R., Sinclair, S. A., & Clore, G. L. (2009) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2009.01.007 · Cited by 47
Approach and Avoidance of Emotional Faces in Happy and Sad Mood
Vrijsen, J. N., van Oostrom, I., Speckens, A. E. M., Becker, E. S., & Rinck, M. (2012) · Cognitive Therapy and Research · doi:10.1007/s10608-012-9436-9 · Cited by 47
Behavioral Processes in Long-Lag Intervention Studies
Miller, D. T., Dannals, J. E., & Zlatev, J. J. (2017) · Perspectives on Psychological Science · doi:10.1177/1745691616681645 · Cited by 47
Tinkler, J. E. (2013) · Social Science Research · doi:10.1016/j.ssresearch.2013.05.002 · Cited by 46
Noninvasive brain stimulation reduces prejudice scores on an implicit association test.
Gallate, J. E., Wong, C. L., Ellwood, S., Chi, R. P., & Snyder, A. (2011) · Neuropsychology · doi:10.1037/a0021102 · Cited by 46
de Lemus, S., Spears, R., Bukowski, M., et al. (2013) · Social Psychology · doi:10.1027/1864-9335/a000140 · Cited by 46
An Unintentional, Robust, and Replicable Pro-Black Bias in Social Judgment
Axt, J. R., Ebersole, C. R., & Nosek, B. A. (2016) · Social Cognition · doi:10.1521/soco.2016.34.1.1 · Cited by 46
Self-citationReducing Implicit Prejudice by Blurring Intergroup Boundaries
Hall, N. R., Crisp, R. J., & Suen, M.-W. (2009) · Basic and Applied Social Psychology · doi:10.1080/01973530903058474 · Cited by 45
The Role of Self-Involvement in Shifting IAT Effects
Marini, M., Rubichi, S., & Sartori, G. (2012) · Experimental Psychology (formerly Zeitschrift für Experimentelle Psychologie) · doi:10.1027/1618-3169/a000163 · Cited by 45
Attitudinal and Non-Attitudinal Components of IAT Performance
Calanchini, J., Sherman, J. W., Klauer, K. C., & Lai, C. K. (2014) · Personality and Social Psychology Bulletin · doi:10.1177/0146167214540723 · Cited by 45
Self-citationPeters, K. R., & Gawronski, B. (2010) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2010.11.015 · Cited by 44
Self‐power associations: the possession of power impacts women's self‐concepts
Haines, E. L., & Kray, L. J. (2005) · European Journal of Social Psychology · doi:10.1002/ejsp.252 · Cited by 44
Intergroup anxiety effects on implicit racial evaluation and stereotyping.
Amodio, D. M., & Hamilton, H. (2012) · Emotion · doi:10.1037/a0029016 · Cited by 44
The effect of modifying automatic action tendencies on overt avoidance behaviors.
Amir, N., Kuckertz, J. M., & Najmi, S. (2013) · Emotion · doi:10.1037/a0030443 · Cited by 44
Yoshida, E., Peach, J. M., Zanna, M. P., & Spencer, S. J. (2011) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2011.09.013 · Cited by 42
Tinkler, J. E., Li, Y. E., & Mollborn, S. (2007) · Social Psychology Quarterly · doi:10.1177/019027250707000413 · Cited by 42
Rapid Assimilation: Automatically Integrating New Information with Existing Beliefs
Smith, C. T., Ratliff, K. A., & Nosek, B. A. (2012) · Social Cognition · doi:10.1521/soco.2012.30.2.199 · Cited by 40
Self-citation22. The self-concept: new insights from implicit measurement procedures
Schnabel, K., & Asendorpf, J. B. (2010) · Dialnet (Universidad de la Rioja) · Cited by 40
Processing goals moderate the effect of co-occurrence on automatic evaluation
Moran, T., Bar‐Anan, Y., & Nosek, B. A. (2015) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2015.05.009 · Cited by 39
Self-citationCalanchini, J., Gonsalkorale, K., Sherman, J. W., & Klauer, K. C. (2013) · European Journal of Social Psychology · doi:10.1002/ejsp.1941 · Cited by 38
Yogeeswaran, K., Dasgupta, N., Adelman, L., Eccleston, A., & Parker, M. T. (2011) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2011.03.010 · Cited by 38
Reducing Muslim/Arab Stereotypes Through Evaluative Conditioning
French, A. R., Franz, T. M., Phelan, L. L., et al. (2012) · The Journal of Social Psychology · doi:10.1080/00224545.2012.706242 · Cited by 38
Explicit Control of Implicit Responses
Wallaert, M., Ward, A. C., & Mann, T. L. (2010) · Social Psychology · doi:10.1027/1864-9335/a000022 · Cited by 37
Don't ignore the other half: the impact of ingroup identification on implicit measures of prejudice
Sassenberg, K., & Wieber, F. (2005) · European Journal of Social Psychology · doi:10.1002/ejsp.267 · Cited by 37
Bernstein, M. J., Claypool, H. M., Young, S. G., Tuscherer, T., Sacco, D. F., & Brown, C. M. (2013) · Personality and Social Psychology Bulletin · doi:10.1177/0146167213495281 · Cited by 37
Smith, C., de Houwer, J., & Nosek, B. A. (2013) · Personality and Social Psychology Bulletin · doi:10.1177/0146167212472374 · Cited by 37
Self-citationHaynes, A., Kemps, E., & Moffitt, R. L. (2015) · Appetite · doi:10.1016/j.appet.2015.02.039 · Cited by 36
Rydell, R. J., Hamilton, D. L., & Devos, T. (2010) · Social Cognition · doi:10.1521/soco.2010.28.2.161 · Cited by 36
The effect of Obama saliency on individual-level racial bias: Silver bullet or smokescreen?
Lybarger, J. E., & Monteith, M. J. (2010) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2010.12.001 · Cited by 35
Anderson, A. J., Ahmad, A. S., King, E. B., Lindsey, A., Feyre, R., Ragone, S., & Kim, S. (2015) · Journal of Applied Social Psychology · doi:10.1111/jasp.12317 · Cited by 35
Stieger, S., Göritz, A., Hergovich, A., & Voracek, M. (2011) · Psychological Reports · doi:10.2466/03.09.22.28.pr0.109.4.219-230 · Cited by 34
Priming Effects of Violence on Infrahumanization
Delgado, N., Pérez, A. R., Vaes, J., Leyens, J., & Betancor, V. (2009) · Group Processes & Intergroup Relations · doi:10.1177/1368430209344607 · Cited by 34
The Power of the Unsaid: The Influence of Nonverbal Cues on Implicit Attitudes
Castelli, L., Carraro, L., Pavan, G., MURELLI, E., & CARRARO, A. (2012) · Journal of Applied Social Psychology · doi:10.1111/j.1559-1816.2012.00903.x · Cited by 34
Prevention of Intention Invention in the Affect Misattribution Procedure
Gawronski, B., & Ye, Y. (2015) · Social Psychological and Personality Science · doi:10.1177/1948550614543029 · Cited by 32
Macy, J. T., Chassin, L., Presson, C. C., & Sherman, J. W. (2014) · Journal of Behavioral Medicine · doi:10.1007/s10865-014-9585-2 · Cited by 31
Evaluating the effects of eating disorder memoirs on readers' eating attitudes and behaviors
Thomas, J. J., Judge, A. M., Brownell, K. D., & Vartanian, L. R. (2006) · International Journal of Eating Disorders · doi:10.1002/eat.20239 · Cited by 31
Affect in the aftermath: How goal pursuit influences implicit evaluations
Moore, S. G., Ferguson, M. J., & Chartrand, T. L. (2011) · Cognition & Emotion · doi:10.1080/02699931.2010.538598 · Cited by 31
Failures to change stimulus evaluations by means of subliminal approach and avoidance training.
Dessel, P. V., Houwer, J. D., Roets, A., & Gast, A. (2015) · Journal of Personality and Social Psychology · doi:10.1037/pspa0000039 · Cited by 31
Intergroup Threat Increases Implicit Stereotyping
Gonsalkorale, K., Carlisle, K. L., & von Hippel, W. (2007) · Redalyc (Universidad Autónoma del Estado de México) · Cited by 30
Goodall, C. E., & Slater, M. D. (2010) · Communication Research · doi:10.1177/0093650210374011 · Cited by 30
Salient egalitarian norms moderate activation of out-group approach and avoidance
Wyer, N. A. (2010) · Group Processes & Intergroup Relations · doi:10.1177/1368430209347326 · Cited by 30
When bias is implicit, how might we think about repairing harm?
Banaji, M. R., Bhaskar, R., & Brownstein, M. (2015) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2015.08.017 · Cited by 29
Aggressive shooting behavior: How working memory and threat influence shoot decisions
Kleider, H. M., & Parrott, D. J. (2008) · Journal of Research in Personality · doi:10.1016/j.jrp.2008.12.007 · Cited by 29
Glock, S., Müller, B. C. N., & Krolak-Schwerdt, S. (2013) · British Journal of Health Psychology · doi:10.1111/bjhp.12023 · Cited by 28
Woud, M. L., Hutschemaekers, M. H. M., Rinck, M., & Becker, E. S. (2015) · Journal of Behavior Therapy and Experimental Psychiatry · doi:10.1016/j.jbtep.2015.03.001 · Cited by 27
The Impact of Loyalty and Equality on Implicit Ingroup Favoritism
Zogmaister, C., Arcuri, L., Castelli, L., & Smith, E. R. (2008) · Group Processes & Intergroup Relations · doi:10.1177/1368430208095402 · Cited by 27
Effects of Biggest Loser Exercise Depictions on Exercise-Related Attitudes
Berry, T. R., McLeod, N. C., Pankratow, M. R., & Walker, J. (2012) · American Journal of Health Behavior · doi:10.5993/ajhb.37.1.11 · Cited by 27
Martijn, C., Sheeran, P., Wesseldijk, L. W., Merrick, H., Webb, T. L., Roefs, A., & Jansen, A. T. M. (2012) · Health Psychology · doi:10.1037/a0028592 · Cited by 27
Not all implicit measures of attitudes are created equal: Evidence from an embodiment perspective
Foroni, F., & Semin, G. R. (2011) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2011.08.015 · Cited by 27
Cheung, R. M., Noel, S., & Hardin, C. D. (2011) · Social Cognition · doi:10.1521/soco.2011.29.3.255 · Cited by 26
Prejudice reduction in white students: Comparing three conceptual approaches.
Blincoe, S., & Harris, M. J. (2009) · Journal of Diversity in Higher Education · doi:10.1037/a0017851 · Cited by 25
“That's So Gay!” Priming the General Negative Usage of the Word Gay Increases Implicit Anti-Gay Bias
Nicolás, G., & Skinner, A. L. (2012) · The Journal of Social Psychology · doi:10.1080/00224545.2012.661803 · Cited by 23
McGrane, J. A., & White, F. A. (2007) · Asian Journal Of Social Psychology · doi:10.1111/j.1467-839x.2007.00228.x · Cited by 22
Cadinu, M., Galdi, S., & Maass, A. (2013) · European Journal of Social Psychology · doi:10.1002/ejsp.1957 · Cited by 21
Skorek, M., & Dunham, Y. C. (2012) · Sex Roles · doi:10.1007/s11199-012-0124-8 · Cited by 21
Huntsinger, J. R., & Smith, C. T. (2009) · Personality and Social Psychology Bulletin · doi:10.1177/0146167208327000 · Cited by 21
Dermody, N., Jones, M. K., & Cumming, S. (2013) · Current Psychology · doi:10.1007/s12144-013-9182-5 · Cited by 20
Alcohol-related cues promote automatic racial bias
Stepanova, E. V., Bartholow, B. D., Saults, J. S., & Friedman, R. (2012) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2012.02.006 · Cited by 20
A Newspaper’s Effect on the Strength of Automatic Associations in Memory
Arendt, F. (2012) · Journal of Media Psychology Theories Methods and Applications · doi:10.1027/1864-1105/a000057 · Cited by 20
Forging links with the self to combat implicit bias
Woodcock, A., & Monteith, M. J. (2012) · Group Processes & Intergroup Relations · doi:10.1177/1368430212459776 · Cited by 20
Manipulating the role of cognitive control while taking the implicit association test
Siegel, E. F., Dougherty, M. R. P., & Huber, D. E. (2012) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2012.04.011 · Cited by 19
The Effect of Mortality Salience on Implicit Bias
Bradley, K. I., Kennison, S., Burke, A. L., & Chaney, J. (2012) · Death Studies · doi:10.1080/07481187.2011.605987 · Cited by 19
Legault, L., & Green‐Demers, I. (2011) · Motivation and Emotion · doi:10.1007/s11031-011-9242-9 · Cited by 19
Loading working memory enhances affective priming
Rotteveel, M., & Phaf, R. H. (2004) · Psychonomic Bulletin & Review · doi:10.3758/bf03196578 · Cited by 19
On Malleable and Immalleable Subtypes
Hugenberg, K., Blusiewicz, R. L., & Sacco, D. F. (2010) · Social Psychology · doi:10.1027/1864-9335/a000018 · Cited by 19
Wong, C. L., Harris, J. A., & Gallate, J. E. (2011) · Social Neuroscience · doi:10.1080/17470919.2011.582145 · Cited by 18
Prejudice Reduction in University Programs for Older Adults
Castillo, J. L., Cámara, C. P., & Eguizábal, J. A. J. (2011) · Educational Gerontology · doi:10.1080/03601271003608811 · Cited by 18
Farrar, S. T., Stopa, L. L., & Turner, H. M. (2014) · Journal of Behavior Therapy and Experimental Psychiatry · doi:10.1016/j.jbtep.2014.07.011 · Cited by 18
Intranasal oxytocin enhances positive self-attribution in healthy men
Colonnello, V., & Heinrichs, M. (2014) · Journal of Psychosomatic Research · doi:10.1016/j.jpsychores.2014.06.016 · Cited by 17
Flagged first, then by citations
2 of the 464 references couldn’t be matched to a known paper.
Research works printed but not linked: 42
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- Galinsky AD (1999). Perspective-taking: Debiasing social thought. Unpublished dissertation. * Contains data used in the meta-analysis.
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- Hetts JJ (1999). Self-evaluations under fire: Implicit self-regard and explicit self-esteem in the face of failure. Unpublished dissertation. * Contains data used in the meta-analysis.
- Janis IB (2009). Approach/avoidance training to reduce health risk behaviors. Unpublished dissertation. * Contains data used in the meta-analysis.
- Lambert AE (2011). On attentional control and the elderly driving stereotype. Unpublished dissertation. * Contains data used in the meta-analysis.
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- Matheus CC (2010). Assessing interventions for reducing gender-based occupational stereotypes: A multi-method study comparing the implicit association test to indirect and explicit measures of stereotypes, and an examination of sex roles and entity versus incremental lay theories of social perception. Unpublished dissertation. * Contains data used in the meta-analysis.
- Mellott DS (2003). Measuring implicit attitudes and stereotypes: Increasing internal consistency reveals the convergent validity of IAT and priming measures. Unpublished dissertation. * Contains data used in the meta-analysis.
- Mendoza SA (2010). Planning Careful Responses to Racial Cues: The Effects of Implementation Intentions on Intergroup Bias. Unpublished dissertation. * Contains data used in the meta-analysis.
- Miramontez DR (2010). Examining implicit acculturation and bicultural identity integration. Unpublished dissertation. * Contains data used in the meta-analysis.
- Perugini M, Richetin J, & Zogmaister C (2010). Prediction of behavior In Gawronski B & Payne BK (Eds.), Handbook of implicit social cognition: Measurement, theory, and applications (pp. 255– 277). New York, NY: Guilford.
- Rabbitt SM (2012). The role of stress in parental perceptions of child noncompliance. Unpublished dissertation. * Contains data used in the meta-analysis.
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- Scott-Sheldon LA (2006). Implicit-explicit ambivalent attitudes and health behaviors. Unpublished dissertation. * Contains data used in the meta-analysis.
- Seger CR (2010). Literal intergroup contact: Embodied relational cues and the reduction of intergroup bias. Unpublished dissertation. * Contains data used in the meta-analysis.
- Soderberg CK, & Sherman JW (2011). The hidden costs of multiculturalism: Can celebrating our differences lead to greater discrimination? Unpublished dissertation. * Contains data used in the meta-analysis.
- Spalding LR (1998). The hidden costs of attributional ambiguity: How experiencing discrimination affects implicit self-esteem. Unpublished dissertation. * Contains data used in the meta-analysis.
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Cited by
Sorted by citations
Reducing Prejudice and Discrimination
(2013) · Psychology Press eBooks · doi:10.4324/9781410605634 · Cited by 1,133
Prejudice Reduction: Progress and Challenges
Paluck, E. L., Porat, R., Clark, C. S., & Green, D. P. (2021) · Annual Review of Psychology · doi:10.1146/annurev-psych-071620-030619 · Cited by 686
Cipriano, C., Strambler, M. J., Naples, L. H., Ha, C., Kirk, M., Wood, M., Sehgal, K., Zieher, A. K., Eveleigh, A., McCarthy, M., et al. (2023) · Child Development · doi:10.1111/cdev.13968 · Cited by 636
FitzGerald, C., Martin, A., Berner, D., & Hurst, S. (2019) · BMC Psychology · doi:10.1186/s40359-019-0299-7 · Cited by 477
Gender bias in academia: A lifetime problem that needs solutions
Llorens, A., Tzovara, A., Bellier, L., Bhaya-Grossman, I., Bidet‐Caulet, A., Chang, W. K., Cross, Z. R., Dominguez-Faus, R., Flinker, A., Fonken, Y. M., et al. (2021) · Neuron · doi:10.1016/j.neuron.2021.06.002 · Cited by 427
Metadata
- Authors
- Forscher, P. S., Lai, C. K., Axt, J. R., Ebersole, C. R., Herman, M., Devine, P. G., & Nosek, B. A.
- ORCID
- Venue
- Journal of Personality and Social Psychology
- Published
- 2019-09
- Volume
- 117
- Issue
- 3
- Pages
- 522-559
- ISSN
- 0022-3514 (ISSN-L)
- 1939-1315
- PMC
- PMC6687518
- OpenAlex
- W2779953302
- Cited by
- 700
- References
- 464
- Citations by year
- 2026: 96 · 2025: 86 · 2024: 121 · 2023: 106 · 2022: 98 · 2021: 91 · 2020: 71 · 2019: 19
- FWCI
- 18.10
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Journal of Personality and Social Psychology (publishedVersion, other-oa)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Journal of the Arkansas Academy of Science (submittedVersion, cc-by-nd)
- Funders
- National Institutes of Health (5R01GM111002-02)
- Topics
- Social Sciences › Sociology and Political Science › Social and Intergroup Psychology
- Social Sciences › Psychology › Applied Psychology › Psychological Testing and Assessment
- Social Sciences › Psychology › Social Psychology › Deception detection and forensic psychology
- Keywords
- implicit measures, explicit measures, implicit bias, mood induction, behavior change
- MeSH terms
- Network Meta-Analysis, Humans, Psychological Tests, Psychology, Social, Social Perception
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.
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