Unity and diversity of executive functions: Individual differences as a window on cognitive structure
Open accessAbstract
Executive functions (EFs) are high-level cognitive processes, often associated with the frontal lobes, that control lower level processes in the service of goal-directed behavior. They include abilities such as response inhibition, interference control, working memory updating, and set shifting. EFs show a general pattern of shared but distinct functions, a pattern described as "unity and diversity". We review studies of EF unity and diversity at the behavioral and genetic levels, focusing on studies of normal individual differences and what they reveal about the functional organization of these cognitive abilities. In particular, we review evidence that across multiple ages and populations, commonly studied EFs (a) are robustly correlated but separable when measured with latent variables; (b) are not the same as general intelligence or g; (c) are highly heritable at the latent level and seemingly also highly polygenic; and (d) activate both common and specific neural areas and can be linked to individual differences in neural activation, volume, and connectivity. We highlight how considering individual differences at the behavioral and neural levels can add considerable insight to the investigation of the functional organization of the brain, and conclude with some key points about individual differences to consider when interpreting neuropsychological patterns of dissociation.
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There is extensive evidence that EF is a fractionated construct as measured by both informant report and laboratory tasks.
“There is extensive evidence that EF is a fractionated construct both as measured by informant report and laboratory tasks (Friedman & Miyake, 2017; Gioia et al., 2002; Miyake et al., 2000; Teuber, 1972).”
From Data‐driven identification of subtypes of executive function across typical development, attention deficit hyperactivity disorder, and autism spectrum disorders (2020) · cites this paper as Friedman & Miyake, 2017
Section 2.2 reports extensive evidence that laboratory EF tasks cluster into separable but correlated factors, supporting a fractionated construct. The passages found do not establish the same pattern for EF measured by informant report; Section 3.2 discusses teacher-rated attention problems as a correlate of task-based EFs, not as an informant-report measure of EF structure. Page numbers were not available in our copy. (LLM, conf=0.86)
Experimental — accuracy not yet measuredAcross ADHD meta-analyses, estimates of working memory, inhibitory control, and set shifting deficits rely largely on tasks criticized for suboptimal construct validity and structural organization relative to contemporary cognitive psychology.
“Across ADHD meta-analyses, estimates of deficits in working memory, inhibitory control, and set shifting are based in large part, and in some cases entirely, on data from tasks that have been criticized for suboptimal construct validity (Redick & Lindsey, 2013) and structural organization (Friedman & Miyake, 2017) relative to contemporary advancements in cognitive psychology (Snyder et al., 2015).”
From Executive Functioning Heterogeneity in Pediatric ADHD (2019) · cites this paper as Friedman & Miyake, 2017
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 measuredIn adults, converging research supports the unity-but-diversity view and argues that executive functions have three distinct yet related core dimensions: inhibitory control, working memory, and cognitive flexibility.
“In adults, converging research supports the unity-but-diversity view and argues that EF have three distinct yet related “core” dimensions: inhibitory control WM and cognitive flexibility (Garon et al., 2008; Friedman and Miyake, 2017).”
From Assessment of executive functions in school-aged children: A narrative review (2022) · cites this paper as Friedman and Miyake, 2017
Section 2.2 (page not provided) reports that studies in adults generally find separable but correlated EF factors, supporting the unity-but-diversity view. But it says factor structures vary and the three EFs examined are not a comprehensive set of core dimensions. Section 3.1 also reports that the authors could not extract an inhibition-specific factor in multiple datasets, so the claim overstates how distinctly inhibition separates from the other functions. (LLM, conf=0.86)
Experimental — accuracy not yet measuredThe proposal that unity captures goal maintenance and biasing is a classic conception of cognitive control and frontal lobe function.
“This proposal that unity captures goal maintenance and biasing [29] is in fact a classic conception of CC and frontal lobe function [8, 170, 171].”
From The role of prefrontal cortex in cognitive control and executive function (2022) · cites this paper as [29]
An alternative proposal is that the unity component reflects individual differences in the ability to actively maintain goals and use those goals to bias ongoing processing.
“An alternative proposal is that the unity component reflects individual differences in the ability to actively maintain goals and use those goals to bias ongoing processing [29, 97, 167].”
From The role of prefrontal cortex in cognitive control and executive function (2022) · cites this paper as [29]
Core executive functions are separable but partially overlapping, and demanding cognitive tasks can recruit overlapping domain-general control systems.
“This rationale is consistent with evidence that core executive functions are separable but partially overlapping (Friedman & Miyake, 2017; Miyake et al., 2000) and that demanding cognitive tasks can recruit overlapping domain-general control systems (Duncan, 2010; Fedorenko et al., 2013).”
From The asymmetry of working memory training transfer: A systematic review and meta-analysis (2026) · cites this paper as Friedman & Miyake, 2017
In Friedman and Miyake's (2017) model of inhibition, complex span and updating tasks are described as measuring closely related constructs.
“Though in Friedman and Miyake's (2017) model of inhibition, complex span and updating tasks are described as measuring closely related constructs”
From Which “working memory” are we talking about? Complex span tasks versus N-back (2025) · cites this paper as Friedman and Miyake's (2017)
The inconsistency in results could arise from task impurities where non-executive processes influence performance on EF tasks in addition to the specific EF of interest.
“The inconsistency in results could arise from task impurities where in addition to the specific EF of interest targeted, non‐executive processes could influence performance on EF tasks (Friedman & Miyake, 2017).”
From A plausible role of imagination in pretend play, counterfactual reasoning, and executive functions (2023) · cites this paper as Friedman & Miyake, 2017
The EF battery was designed to comprehensively assess response inhibition, working memory, task control, and cognitive flexibility.
“The battery was designed to comprehensively assess the aforementioned different domains of EF including response inhibition, working memory, task control, and cognitive flexibility (Friedman & Miyake, 2017; Nigg, 2005; Pennington, 1997; Pennington & Ozonoff, 1996).”
From Heterogeneity of executive function revealed by a functional random forest approach across ADHD and ASD (2020) · cites this paper as Friedman & Miyake, 2017
A small body of work dedicated to EF has revealed some information about EF relationships across tasks and within cognitive domains.
“A small body of work dedicated to EF has revealed some information about EF relationships across tasks and within cognitive domains (Friedman & Miyake, 2017).”
From Heterogeneity of executive function revealed by a functional random forest approach across ADHD and ASD (2020) · cites this paper as Friedman & Miyake, 2017
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“Cognitive and clinical scientists have developed modern performance tests of executive function that are based on models of executive function from the cognitive literature (‘cognitively informed’) 39,140 .”
Neuroanatomical Correlates of the Unity and Diversity Model of Executive Function in Young Adults
Smolker, H. R., Friedman, N. P., Hewitt, J. K., & Banich, M. T. (2018) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2018.00283 · Cited by 42 · see citing works
Self-citationMüller, S. M., Wegmann, E., García Arias, M., Bernabéu Brotóns, E., Marchena Giráldez, C., & Brand, M. (2021) · Comprehensive Psychiatry · doi:10.1016/j.comppsych.2021.152228 · Cited by 42 · see citing works
Inhibitory Control in Autism Spectrum Disorders: Meta-analyses on Indirect and Direct Measures
Tonizzi, I., Giofrè, D., & Usai, M. C. (2022) · Journal of Autism and Developmental Disorders · doi:10.1007/s10803-021-05353-6 · Cited by 39 · see citing works
A transdiagnostic approach to neurodiversity in a representative population sample: The N+ 4 model
Apperly, I. A., Lee, R., van der Kleij, S. W., & Devine, R. T. (2024) · JCPP Advances · doi:10.1002/jcv2.12219 · Cited by 37 · see citing works
Concordance of teacher-rated and performance-based measures of executive functioning in preschoolers
Tamm, L., & Peugh, J. (2019) · Child Neuropsychology · doi:10.1080/09297049.2018.1484085 · Cited by 35 · see citing works
Smith, D. M., Perez, D. C., Porter, A., Dworetsky, A., & Gratton, C. (2021) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2020.12.004 · Cited by 31 · see citing works
Hatoum, A. S., Morrison, C. L., Mitchell, E. C., Lam, M., Benca-Bachman, C. E., Reineberg, A. E., Palmer, R. H. C., Evans, L. M., Keller, M. C., & Friedman, N. P. (2019) · doi:10.1101/674515 · Cited by 115 · see citing works
Self-citationNo relation of need for cognition to basic executive functions.
Gärtner, A., Grass, J., Wolff, M., Goschke, T., Strobel, A., & Strobel, A. (2021) · Journal of Personality · doi:10.1111/jopy.12639 · Cited by 26 · see citing works
The relation between children’s aerobic fitness and executive functions: A systematic review
Van Waelvelde, H., Vanden Wyngaert, K., Mariën, T., Baeyens, D., & Calders, P. (2020) · Infant and Child Development · doi:10.1002/icd.2163 · Cited by 28 · see citing works
Executive control in bilingual aphasia: a systematic review
Mooijman, S., Schoonen, R., Roelofs, A., & Ruiter, M. B. (2022) · Bilingualism: Language and Cognition · doi:10.1017/s136672892100047x · Cited by 26 · see citing works
Gustavson, D. E., Franz, C. E., Panizzon, M. S., Reynolds, C. A., Xian, H., Jacobson, K. C., Toomey, R., Lyons, M. J., & Kremen, W. S. (2019) · Clinical Psychological Science · doi:10.1177/2167702618805075 · Cited by 22 · see citing works
The development of cognitive flexibility and its implications for mental health disorders
Tong, K., Fu, X., Hoo, N. P., Kean Mun, L., Vassiliu, C., Langley, C., Sahakian, B. J., & Leong, V. (2024) · Psychological Medicine · doi:10.1017/s0033291724001508 · Cited by 23 · see citing works
Developmental profile of executive functioning in school-age children from Northeast Brazil.
Guerra, A., Hazin, I., Guerra, Y., Roulin, J.-L., Le Gall, D., & Roy, A. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.596075 · Cited by 19 · see citing works
Assessing executive functions in Brazilian children: A critical review of available tools.
Guerra, A., Hazin, I., Siebra, C., Rezende, M., Silvestre, I., Le Gall, D., & Roy, A. (2022) · Applied Neuropsychology: Child · doi:10.1080/21622965.2020.1775598 · Cited by 16 · see citing works
Gade, M., & Paelecke, M. (2019) · Scientific Reports · doi:10.1038/s41598-019-45836-2 · Cited by 14 · see citing works
A plausible role of imagination in pretend play, counterfactual reasoning, and executive functions
Francis, G. A., & Gibson, J. L. (2023) · British Journal of Psychology · doi:10.1111/bjop.12650 · Cited by 13 · see citing works
“The inconsistency in results could arise from task impurities where in addition to the specific EF of interest targeted, non-executive processes could influence performance on EF tasks (Friedman & Miyake, 2017).”
BackgroundWhich “working memory” are we talking about? Complex span tasks versus N-back
Burgoyne, A. P., Frank, D. J., & Macnamara, B. N. (2025) · Psychonomic Bulletin & Review · doi:10.3758/s13423-024-02622-0 · Cited by 12 · see citing works
Poulton, A., Chen, L. P. E., Dali, G., Fox, M., & Hester, R. (2022) · Journal of Medical Internet Research · doi:10.2196/32922 · Cited by 11 · see citing works
Valentin, L. S. S. (2017) · Open Journal of Medical Psychology · doi:10.4236/ojmp.2017.62013 · Cited by 10 · see citing works
Morrison, C. L., Rhee, S. H., Smolker, H. R., Corley, R. P., Hewitt, J. K., & Friedman, N. P. (2021) · Behavior Genetics · doi:10.1007/s10519-020-10017-9 · Cited by 8 · see citing works
Self-citationDoolub, D., Vibert, N., Botta, F., Razmkon, A., Bouquet, C., Wassouf, I., Millet, B., Harika-Germaneau, G., & Jaafari, N. (2023) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2023.1017206 · Cited by 7 · see citing works
Fütterer, T., Bardach, L., Kuhn, J., Keller, S. D., & Gerjets, P. (2026) · Educational Psychology Review · doi:10.1007/s10648-026-10133-8 · Cited by 17 · see citing works
Singh, L. J., Floyd, R. G., Reynolds, M. R., Pike, N. M., & Huenergarde, M. C. (2025) · Child Neuropsychology · doi:10.1080/09297049.2024.2357376 · Cited by 3 · see citing works
Zhang, T., Su, M., Huo, X., & Zhao, X. (2025) · International Journal of Clinical and Health Psychology · doi:10.1016/j.ijchp.2025.100628 · Cited by 3 · see citing works
The psychometric properties of the varieties of inner speech questionnaire-revised in Hebrew
Sabag, T., Zohar, A. H., Kreiner, H., Lev-Ari, L., & Rabinowitz, D. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.1092223 · Cited by 2 · see citing works
Zhong, L.-A., Chen, K.-Y., Hsieh, M.-J., & Ho, M.-C. (2025) · Acta Psychologica · doi:10.1016/j.actpsy.2025.105499 · Cited by 1 · see citing works
The asymmetry of working memory training transfer: A systematic review and meta-analysis
Fu, J., Zhou, Y., Yuan, M., & Cai, Y. (2026) · Psychonomic Bulletin & Review · doi:10.3758/s13423-026-02994-5
“This rationale is consistent with evidence that core executive functions are separable but partially overlapping (Friedman & Miyake, 2017; Miyake et al., 2000) and that demanding cognitive tasks can recruit overlapping domain-general control systems (Duncan, 2010; Fedorenko et al., 2013).”
A Conceptual Framework to Integrate Research Programs on Self-Regulation in Education
Wortha, F., Gerjets, P., Azevedo, R., Bernacki, M., Brucker, B., Bühler, B., Ehlis, A.-C., Kasneci, E., Miyake, A., Murayama, K., et al. (2026) · Educational Psychology Review · doi:10.1007/s10648-026-10196-7
Self-citation
- Authors
- Friedman, N. P., & Miyake, A.
- Affiliations
- University of Colorado Boulder (US)
- Corresponding author
- Friedman, Naomi P.
- Venue
- Cortex
- Publisher
- Elsevier BV
- Published
- 2017-01
- Volume
- 86
- Pages
- 186-204
- ISSN
- 0010-9452 (ISSN-L)
- PMC
- PMC5104682
- OpenAlex
- W2346240097
- Cited by
- 1,834
- References
- 166
- Citations by year
- 2026: 205 · 2025: 205 · 2024: 230 · 2023: 213 · 2022: 229 · 2021: 243 · 2020: 186 · 2019: 150 · 2018: 124 · 2017: 41 · 2016: 6
- FWCI
- 11.29
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Cortex (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute of Health (MH063207, AG046938)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Social Sciences › Psychology › Clinical Psychology › Historical and Modern Theater Studies
- Keywords
- executive function, unity and diversity, individual differences, response inhibition, interference control, working memory updating, set-shifting, general intelligence, heritability, polygenic architecture, neuronal activation, brain volume, neuronal connectivity, latent variables, frontal lobe
- MeSH terms
- Brain, Cognition, Humans, Individuality, Memory, Short-Term, Neuropsychological Tests, Executive Function
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