Using confirmatory factor analysis to understand executive control in preschool children: I. Latent structure.
Abstract
Although many tasks have been developed recently to study executive control in the preschool years, the constructs that underlie performance on these tasks are poorly understood. In particular, it is unclear whether executive control is composed of multiple, separable cognitive abilities (e.g., inhibition and working memory) or whether it is unitary in nature. A sample of 243 normally developing children between 2.3 and 6 years of age completed a battery of age-appropriate executive control tasks. Confirmatory factor analysis was used to compare multiple models of executive control empirically. A single-factor, general model was sufficient to account for the data. Furthermore, the fit of the unitary model was invariant across subgroups of children divided by socioeconomic status or sex. Girls displayed a higher level of latent executive control than boys, and children of higher and lower socioeconomic status did not differ in level. In typically developing preschool children, tasks conceptualized as indexes of working memory and inhibitory control in fact measured a single cognitive ability, despite surface differences between task characteristics.
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Some preschool factor analytic studies have revealed a single latent variable.
“certain preschool executive function factor analytic studies have revealed a single latent variable”
From Assessing Executive Function in Preschoolers (2012) · cites this paper as Wiebe, Espy & Charak, 2008
Cites
Hu, L., & Bentler, P. M. (1999) · Structural Equation Modeling A Multidisciplinary Journal · doi:10.1080/10705519909540118 · Cited by 108,788 · see citing works
Alternative Ways of Assessing Model Fit
Browne, M. W., & Cudeck, R. (1992) · Sociological Methods & Research · doi:10.1177/0049124192021002005 · Cited by 27,200 · see citing works
Miyake, A., Friedman, N. P., Emerson, M. J., Witzki, A. H., Howerter, A., & Wager, T. D. (2000) · Cognitive Psychology · doi:10.1006/cogp.1999.0734 · Cited by 15,798 · see citing works
The relations among inhibition and interference control functions: A latent-variable analysis.
Friedman, N. P., & Miyake, A. (2004) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.133.1.101 · Cited by 2,309 · see citing works
Kochanska, G., Murray, K. T., & Harlan, E. T. (2000) · Developmental Psychology · doi:10.1037/0012-1649.36.2.220 · Cited by 1,993 · see citing works
Nigg, J. T. (2000) · Psychological Bulletin · doi:10.1037/0033-2909.126.2.220 · Cited by 1,941 · cited 1× · see citing works
“For example, Nigg (2000) distinguished inhibitory control over cognitive processes from inhibitory control over motor responses.”
Developmentally Sensitive Measures of Executive Function in Preschool Children
Carlson, S. M. (2005) · Developmental Neuropsychology · doi:10.1207/s15326942dn2802_3 · Cited by 1,638 · see citing works
A normative‐developmental study of executive function: A window on prefrontal function in children
Welsh, M. C., Pennington, B. F., & Groisser, D. B. (1991) · Developmental Neuropsychology · doi:10.1080/87565649109540483 · Cited by 1,313 · see citing works
Dimensions of executive functioning: evidence from children
Lehto, J. E., Juujärvi, P., Kooistra, L., & Pulkkinen, L. (2003) · British Journal of Developmental Psychology · doi:10.1348/026151003321164627 · Cited by 1,226 · see citing works
Miyake, A., Friedman, N. P., Rettinger, D. A., Shah, P., & Hegarty, M. (2001) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.130.4.621 · Cited by 1,139 · see citing works
NIGG, J. T., & CASEY, B. J. (2005) · Development and Psychopathology · doi:10.1017/s0954579405050376 · Cited by 593 · see citing works
The shape school: Assessing executive function in preschool children
Espy, K. A. (1997) · Developmental Neuropsychology · doi:10.1080/87565649709540690 · Cited by 315 · see citing works
Self-citation
Flagged first, then by citations
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Sorted by citations
Miyake, A., & Friedman, N. P. (2012) · Current Directions in Psychological Science · doi:10.1177/0963721411429458 · Cited by 3,944 · see citing works
The role of prefrontal cortex in cognitive control and executive function
Friedman, N. P., & Robbins, T. W. (2022) · Neuropsychopharmacology · doi:10.1038/s41386-021-01132-0 · Cited by 1,737 · see citing works
Socioeconomic status and the brain: mechanistic insights from human and animal research
Hackman, D. A., Farah, M. J., & Meaney, M. J. (2010) · Nature Reviews Neuroscience · doi:10.1038/nrn2897 · Cited by 1,409 · see citing works
Best, J. R. (2010) · Developmental Review · doi:10.1016/j.dr.2010.08.001 · Cited by 1,078 · see citing works
Executive functions after age 5: Changes and correlates.
Best, J. R., Miller, P. H., & Jones, L. L. (2009) · Developmental Review · doi:10.1016/j.dr.2009.05.002 · Cited by 1,007 · see citing works
Snyder, H. R., Miyake, A., & Hankin, B. L. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.00328 · Cited by 946 · see citing works
The bilingual adaptation: How minds accommodate experience
Bialystok, E. (2017) · Psychological Bulletin · doi:10.1037/bul0000099 · Cited by 906 · see citing works
II. NIH TOOLBOX COGNITION BATTERY (CB): MEASURING EXECUTIVE FUNCTION AND ATTENTION
Zelazo, P. D., Anderson, J. E., Richler, J., Wallner-Allen, K., Beaumont, J. L., & Weintraub, S. (2013) · Monographs of the Society for Research in Child Development · doi:10.1111/mono.12032 · Cited by 823 · see citing works
The structure of executive function in 3-year-olds.
Wiebe, S. A., Sheffield, T., Nelson, J. M., Clark, C. A. C., Chevalier, N., & Espy, K. A. (2011) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2010.08.008 · Cited by 776 · see citing works
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Zelazo, P. D., & Müller, U. (2010) · The Wiley‐Blackwell Handbook of Childhood Cognitive Development · doi:10.1002/9781444325485.ch22 · Cited by 784 · see citing works
Developmental changes in executive functioning.
Lee, K., Bull, R., & Ho, R. M. H. (2013) · Child Development · doi:10.1111/cdev.12096 · Cited by 633 · see citing works
Karr, J. E., Areshenkoff, C. N., Rast, P., Hofer, S. M., Iverson, G. L., & Garcia-Barrera, M. A. (2018) · Psychological Bulletin · doi:10.1037/bul0000160 · Cited by 637 · see citing works
Rethinking Executive Function and Its Development
Doebel, S. (2020) · Perspectives on Psychological Science · doi:10.1177/1745691620904771 · Cited by 517 · see citing works
Tracking executive function across the transition to school: A latent variable approach.
Hughes, C., Ensor, R., Wilson, A., & Graham, A. (2009) · Developmental Neuropsychology · doi:10.1080/87565640903325691 · Cited by 448 · see citing works
Shifting ability predicts math and reading performance in children: a meta-analytical study
Yeniad, N., Malda, M., Mesman, J., van IJzendoorn, M. H., & Pieper, S. (2013) · Learning and Individual Differences · doi:10.1016/j.lindif.2012.10.004 · Cited by 420 · see citing works
Zhou, Q., Chen, S. H., & Main, A. (2012) · Child Development Perspectives · doi:10.1111/j.1750-8606.2011.00176.x · Cited by 397 · see citing works
Longitudinal associations between executive functioning and academic skills across content areas.
Fuhs, M. W., Nesbitt, K. T., Farran, D. C., & Dong, N. (2014) · Developmental Psychology · doi:10.1037/a0036633 · Cited by 376 · see citing works
A unitary executive function predicts intelligence in children
Brydges, C. R., Reid, C. L., Fox, A. M., & Anderson, M. (2012) · Intelligence · doi:10.1016/j.intell.2012.05.006 · Cited by 351 · see citing works
Changes and challenges in 20 years of research into the development of executive functions
Hughes, C. (2011) · Infant and Child Development · doi:10.1002/icd.736 · Cited by 347 · see citing works
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The development of executive functions and early mathematics: A dynamic relationship
Van der Ven, S. H. G., Kroesbergen, E. H., Boom, J., & Leseman, P. P. M. (2012) · British Journal of Educational Psychology · doi:10.1111/j.2044-8279.2011.02035.x · Cited by 295 · see citing works
Assessing Executive Function in Preschoolers
Anderson, P. J., & Reidy, N. (2012) · Neuropsychology Review · doi:10.1007/s11065-012-9220-3 · Cited by 293 · see citing works
Willoughby, M. T., The Family Life Project Investigators, Blair, C. B., Wirth, R. J., & Greenberg, M. (2010) · Psychological Assessment · doi:10.1037/a0018708 · Cited by 280 · see citing works
Developmental science and executive function
Blair, C. (2016) · Current Directions in Psychological Science · doi:10.1177/0963721415622634 · Cited by 271 · see citing works
Executive control training from middle childhood to adolescence
Karbach, J., & Unger, K. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.00390 · Cited by 269 · see citing works
(2020) · Handbook of Clinical Neurology · doi:10.1016/b978-0-444-64150-2.00020-4 · Cited by 223 · see citing works
Allan, N. P., & Lonigan, C. J. (2011) · Developmental Psychology · doi:10.1037/a0023748 · Cited by 208 · see citing works
Scionti, N., Cavallero, M., Zogmaister, C., & Marzocchi, G. M. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.02812 · Cited by 193 · see citing works
Roebers, C. M., Cimeli, P., Röthlisberger, M., & Neuenschwander, R. (2012) · Metacognition and Learning · doi:10.1007/s11409-012-9089-9 · Cited by 183 · see citing works
Bull, R., Espy, K. A., Wiebe, S. A., Sheffield, T. D., & Nelson, J. M. (2011) · Developmental Science · doi:10.1111/j.1467-7687.2010.01012.x · Cited by 176 · see citing works
Self-citationvan der Ven, S. H. G., Kroesbergen, E. H., Boom, J., & Leseman, P. P. M. (2013) · British Journal of Developmental Psychology · doi:10.1111/j.2044-835x.2012.02079.x · Cited by 149 · see citing works
Developmental Differences in the Structure of Executive Function in Middle Childhood and Adolescence
Xu, F., Han, Y., Sabbagh, M. A., Wang, T., Ren, X., & Li, C. (2013) · PLoS ONE · doi:10.1371/journal.pone.0077770 · Cited by 128 · see citing works
Measuring executive function in early childhood: A case for formative measurement.
Willoughby, M. T., The Family Life Project Investigators, & Blair, C. B. (2016) · Psychological Assessment · doi:10.1037/pas0000152 · Cited by 120 · see citing works
Executive Function Among Preschool Children: Unitary Versus Distinct Abilities
Lerner, M. D., & Lonigan, C. J. (2014) · Journal of Psychopathology and Behavioral Assessment · doi:10.1007/s10862-014-9424-3 · Cited by 110 · see citing works
Willoughby, M. T., Wirth, R. J., & Blair, C. B. (2011) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2010.04.007 · Cited by 102 · see citing works
“N IH -PA Author M anuscript N IH -PA Author M anuscript N IH -PA Author M anuscript early childhood (Miyake et al, 2000; Wiebe et al, 2008).”
BackgroundClarifying Inhibitory Control: Diversity and Development of Attentional Inhibition
Howard, S. J., Johnson, J., & Pascual-Leone, J. (2014) · Cognitive Development · doi:10.1016/j.cogdev.2014.03.001 · Cited by 96 · see citing works
Executive function in children born preterm: Risk factors and implications for outcome
Taylor, H. G., & Clark, C. A. C. (2016) · Seminars in Perinatology · doi:10.1053/j.semperi.2016.09.004 · Cited by 101 · see citing works
Chevalier, N., Sheffield, T. D., Nelson, J. M., Clark, C. A. C., Wiebe, S. A., & Espy, K. A. (2012) · Developmental Neuropsychology · doi:10.1080/87565641.2011.632458 · Cited by 87 · see citing works
Self-citationSasser, T. R., Bierman, K. L., Heinrichs, B., & Nix, R. L. (2017) · Psychological Science · doi:10.1177/0956797617711640 · Cited by 89 · see citing works
Developmental transformations in the structure of executive functions
Hartung, J., Engelhardt, L. E., Thibodeaux, M. L., Harden, K. P., & Tucker-Drob, E. M. (2020) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2019.104681 · Cited by 78 · see citing works
Qualitative change in executive control during childhood and adulthood
Chevalier, N., Huber, K. L., Wiebe, S. A., & Espy, K. A. (2013) · Cognition · doi:10.1016/j.cognition.2013.02.012 · Cited by 73 · see citing works
Self-citationA framework for executive function in the late elementary years.
Cirino, P. T., Ahmed, Y., Miciak, J., Taylor, W. P., Gerst, E. H., & Barnes, M. A. (2018) · Neuropsychology · doi:10.1037/neu0000427 · Cited by 71 · see citing works
Stucke, N. J., & Doebel, S. (2024) · Psychological Bulletin · doi:10.1037/bul0000445 · Cited by 69 · see citing works
Molfese, V. J., Molfese, P. J., Molfese, D. L., Rudasill, K. M., Armstrong, N., & Starkey, G. (2010) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2010.03.004 · Cited by 60 · see citing works
Lowe, J., Erickson, S. J., MacLean, P., Duvall, S. W., Ohls, R. K., & Duncan, A. F. (2014) · Early Human Development · doi:10.1016/j.earlhumdev.2014.07.009 · Cited by 48 · see citing works
Faja, S., Dawson, G., Sullivan, K., Meltzoff, A. N., Estes, A., & Bernier, R. (2016) · Autism Research · doi:10.1002/aur.1608 · Cited by 47 · see citing works
Structure, measurement, and development of preschool executive function
Nelson, J. M., James, T. D., Chevalier, N., Clark, C. A. C., & Espy, K. A. (2016) · Executive function in preschool-age children: Integrating measurement, neurodevelopment, and translational research. · doi:10.1037/14797-004 · Cited by 39 · see citing works
Self-citationCassidy, A. R. (2016) · Child Neuropsychology · doi:10.1080/09297049.2014.994484 · Cited by 37 · see citing works
The Relation between Electronic Game Play and Executive Function among Preschoolers
Yang, X., Wang, Z., Qiu, X., & Zhu, L. (2020) · Journal of Child and Family Studies · doi:10.1007/s10826-020-01754-w · Cited by 23 · see citing works
Dilworth-Bart, J. E., Poehlmann-Tynan, J. A., Taub, A., Liesen, C. A., & Bolt, D. (2018) · Early Childhood Research Quarterly · doi:10.1016/j.ecresq.2017.09.007 · Cited by 23 · see citing works
- Authors
- Wiebe, S. A., Espy, K. A., & Charak, D.
- Affiliations
- University of Nebraska–Lincoln (US)
- Southern Illinois University Carbondale (US)
- Venue
- Developmental Psychology
- Published
- 2008-03
- Volume
- 44
- Issue
- 2
- Pages
- 575-587
- ISSN
- 0012-1649 (ISSN-L)
- 1939-0599
- OpenAlex
- W2109462020
- Semantic Scholar
- ac76b2a74bba89b91729d59a47a336a003d9859c
- Cited by
- 829
- References
- 12
- Citations by year
- 2026: 41 · 2025: 39 · 2024: 43 · 2023: 52 · 2022: 66 · 2021: 55 · 2020: 56 · 2019: 59 · 2018: 55 · 2017: 46 · 2016: 52 · 2015: 50 · 2014: 59 · 2013: 51 · 2012: 33
- FWCI
- 27.59
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Developmental Psychology (publishedVersion)
- PubMed (publishedVersion)
- Lincoln (University of Nebraska) (submittedVersion)
- Funders
- National Institutes of Health (R01 MH065668; R01 DA014661; R01 HD050309; 5P01 HD038051)
- Topics
- Social Sciences › Psychology › Neuropsychology and Physiological Psychology › Developmental and Educational Neuropsychology
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Social Sciences › Psychology › Developmental and Educational Psychology › Child and Animal Learning Development
- Keywords
- executive function, preschool children, latent structure, inhibition, working memory, socioeconomic status, sex differences, typically developing children, cognitive ability
- MeSH terms
- Attention, Child, Child, Preschool, Female, Humans, Inhibition, Psychological, Male, Memory, Short-Term, Neuropsychological Tests, Problem Solving, Reference Values, Socioeconomic Factors, Models, Statistical, Personal Construct Theory
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