Toward a comprehensive understanding of executive cognitive function in implicit racial bias.
Open accessAbstract
Although performance on laboratory-based implicit bias tasks often is interpreted strictly in terms of the strength of automatic associations, recent evidence suggests that such tasks are influenced by higher-order cognitive control processes, so-called executive functions (EFs). However, extant work in this area has been limited by failure to account for the unity and diversity of EFs, focus on only a single measure of bias and/or EF, and relatively small sample sizes. The current study sought to comprehensively model the relation between individual differences in EFs and the expression of racial bias in 3 commonly used laboratory measures. Participants (N = 485) completed a battery of EF tasks (Session 1) and 3 racial bias tasks (Session 2), along with numerous individual difference questionnaires. The main findings were as follows: (a) measures of implicit bias were only weakly intercorrelated; (b) EF and estimates of automatic processes both predicted implicit bias and also interacted, such that the relation between automatic processes and bias expression was reduced at higher levels of EF; (c) specific facets of EF were differentially associated with overall task performance and controlled processing estimates across different bias tasks; (d) EF did not moderate associations between implicit and explicit measures of bias; and (e) external, but not internal, motivation to control prejudice depended on EF to reduce bias expression. Findings are discussed in terms of the importance of global and specific EF abilities in determining expression of implicit racial bias.
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When a higher-order common factor is used to model the correlations among response inhibition, working memory updating, and mental set shifting, that common factor almost perfectly predicts the inhibition factor, but there is significant variance in the updating and shifting factors that is not related to the common factor.
“When a higher-order common factor is used to model the correlations among response inhibition, working memory updating, and mental set shifting (see Fig. 3b), that common factor almost perfectly predicts the inhibition factor [37, 38, 157, 158], but there is significant variance in the updating and shifting factors that is not related to the common factor.”
From The role of prefrontal cortex in cognitive control and executive function (2022) · cites this paper as [38]
Split into 2 atoms — 1 confirmed, 1 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.
Experimental — accuracy not yet measuredWhen the correlated factors model is re-parameterized into a bifactor model, there are updating-specific and shifting-specific factors, but there is no evidence for a response inhibition-specific factor.
“Similarly, when the correlated factors model is re-parameterized into a bifactor model (see Fig. 3c), there are updating-specific and shifting-specific factors, but there is no evidence for a response inhibition-specific factor [37, 38, 157].”
From The role of prefrontal cortex in cognitive control and executive function (2022) · cites this paper as [38]
The Results and Discussion, under Preliminary Analyses (page unavailable), report Common EF, Updating-specific, and Shifting-specific factors and no evidence for an Inhibition-specific factor. The Current Study section also explains why inhibition is represented by Common EF. Our copy does not describe this as a re-parameterization of a correlated factors model into a bifactor model. (LLM, conf=0.83)
Experimental — accuracy not yet measuredPsychometric latent variable studies show that unity and diversity of cognitive control is evident across samples and ages, although some studies suggest more unity (higher correlations between factors) in early childhood.
“Since that initial study, this psychometric latent variable approach has been used in a large number of studies to show that unity and diversity of CC is evident across samples and ages (e.g., [34–41]), although there are some studies that suggest more unity (higher correlations between factors) in early childhood [35, 42–44].”
From The role of prefrontal cortex in cognitive control and executive function (2022) · cites this paper as [38]
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Dissociating Automatic Associations: Comparing Two Implicit Measurements of Race Bias
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- Authors
- Ito, T. A., Friedman, N. P., Bartholow, B. D., Correll, J., Loersch, C., Altamirano, L. J., & Miyake, A.
- Affiliations
- University of Colorado Boulder (US)
- University of Missouri (US)
- Venue
- Journal of Personality and Social Psychology
- Published
- 2015-02
- Volume
- 108
- Issue
- 2
- Pages
- 187-218
- ISSN
- 0022-3514 (ISSN-L)
- 1939-1315
- PMC
- PMC4354845
- OpenAlex
- W2158144941
- Cited by
- 159
- References
- 137
- Citations by year
- 2026: 8 · 2025: 8 · 2024: 15 · 2023: 16 · 2022: 11 · 2021: 13 · 2020: 19 · 2019: 22 · 2018: 16 · 2017: 15 · 2016: 11 · 2015: 3 · 2014: 1 · 2013: 1
- FWCI
- 49.76
- 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)
- Funders
- National Science Foundation (BCS 0847872)
- National Institutes of Health (MH063207)
- Topics
- Social Sciences › Sociology and Political Science › Social and Intergroup Psychology
- Social Sciences › Sociology and Political Science › Racial and Ethnic Identity Research
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Keywords
- implicit racial bias, executive function, cognitive control, automatic associations, individual differences, explicit bias, controlled processing, extrinsic motivation
- MeSH terms
- Adolescent, Adult, Association, Dangerous Behavior, Female, Humans, Individuality, Inhibition, Psychological, Internal-External Control, Male, Memory, Short-Term, Models, Psychological, Pattern Recognition, Visual, Surveys and Questionnaires, Saccades, Set, Psychology, Black People, White People, Young Adult, Executive Function, Racism
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 ›
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