Measuring executive function in early childhood: A case for formative measurement.
Open accessAbstract
This study tested whether individual executive function (EF) tasks were better characterized as formative or reflective indicators of the latent construct of EF. EF data that were collected as part of the Family Life Project (FLP), a prospective longitudinal study of families who were recruited at the birth of a new child (N = 1,292), when children were 3, 4, and 5 years old. Vanishing tetrad tests were used to test the relative fit of models in which EF tasks were used as either formative or reflective indicators of the latent construct of EF in the prediction of intellectual ability (at Age 3), attention-deficit hyperactivity disorder symptoms (at Ages 3 to 5 years), and academic achievement (at kindergarten). Results consistently indicated that EF tasks were better represented as formative indicators of the latent construct of EF. Next, individual tasks were combined to form an overall measure of EF ability in ways generally consistent with formative (i.e., creating a composite mean score) and reflective (i.e., creating an EF factor score) measurement. The test-retest reliability and developmental trajectories of EF differed substantially, depending on which overall measure of EF ability was used. In general, the across-time stability of EF was markedly higher when represented as a factor score versus composite score. Results are discussed with respect to the ways in which the statistical representation of EF tasks can exert a large impact on inferences regarding the developmental causes, course, and consequences of EF.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
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 most cases, most variance in a single test comes from processes other than the executive function of interest, and multiple tests per construct are critical for isolating EF-specific performance.
“In most cases, the majority of variance in any single test is attributable to processes other than the executive function of interest; multiple tests per construct are critical to isolating EF-specific performance (Willoughby et al., 2016).”
From Executive Functioning Heterogeneity in Pediatric ADHD (2019) · cites this paper as Willoughby et al., 2016
The Discussion (page unavailable) says that, under the paper’s formative-measurement perspective, adding tasks does not necessarily improve measurement—contrary to the claim that multiple tests are critical for isolating EF-specific performance. Current Conceptualizations (page unavailable) also says weak correlations between EF tasks may be characteristic of EF itself, rather than evidence that individual tests chiefly measure other processes. (LLM, conf=0.86)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measuredPsychometric support for cognitive science executive function tests includes replicated evidence that they contribute significantly and uniquely to latent estimates of global and specific executive functions.
“psychometric support for tests from the cognitive sciences designed specifically to measure executive functioning abilities (Snyder et al., 2015) includes replicated evidence that these tests contribute significantly and uniquely to latent estimates of global and specific executive functions (Miyake et al., 2000; St. Clair-Thompson & Gathercole, 2006; Willoughby & Blair, 2016).”
From Executive functioning rating scales: Ecologically valid or construct invalid? (2020) · cites this paper as Willoughby & Blair, 2016
The Results (Vanishing Tetrad Tests; page unavailable) report that individual tasks contributed to a latent measure of overall executive function across several models. But only subsets contributed uniquely in the formative models, and the paper does not establish the claimed contributions to latent estimates of specific executive functions. (LLM, conf=0.86)
Experimental — accuracy not yet measuredBetween the ages of 3 and 5, a unitary factor model is commonly observed in early childhood.
“Indeed, between the ages of 3 and 5, a unitary factor model is commonly observed in early childhood (Brydges et al., 2012; Willoughby et al., 2016).”
From Assessment of executive functions in school-aged children: A narrative review (2022) · cites this paper as Willoughby et al., 2016
The Current Conceptualizations section says factor-analytic techniques are routinely used to represent individual differences in executive function, and the Results report factor scores at ages 3, 4, and 5. The paper does not establish that a unitary factor model is commonly observed to fit children across those ages; its Discussion instead questions what factor scores imply about development. Page numbers are unavailable in our copy. (LLM, conf=0.78)
Experimental — accuracy not yet measuredPsychometric research has demonstrated that tests from the cognitive sciences can provide significant and unique insights into latent estimates of global and specific executive functioning abilities.
“Psychometric research has demonstrated that tests from the cognitive sciences can provide significant and unique insights into latent estimates of global and specific executive functioning abilities (Miyake et al., 2000; Willoughby et al., 2016).”
From Assessment of executive functions in school-aged children: A narrative review (2022) · cites this paper as Willoughby et al., 2016
The Results (Vanishing Tetrad Tests; page not available in our copy) report that two of five individual EF tasks uniquely contributed to a latent EF construct, supporting the point about distinct contributions to an overall estimate. The paper does not demonstrate unique contributions to separate latent estimates of specific EF abilities; its analyses concern an overall EF construct in young children. (LLM, conf=0.86)
Experimental — accuracy not yet measuredAcross meta-analyses using traditional neuropsychological executive function tests for children with ADHD, 33%-50% of cases exhibited executive function deficits, including 30%-37% with impaired working memory and 21%-46% with impaired inhibitory control.
“across meta-analyses using traditional neuropsychological executive function tests for children with ADHD, 33%-50% of cases exhibited executive function deficits (30%-37% impaired working memory, 21%-46% impaired inhibitory control).90,144–149”
From Executive function deficits in attention-deficit/hyperactivity disorder and autism spectrum disorder (2024) · cites this paper as [147]
Split into 2 atoms — 0 confirmed, 0 partially supported, 0 disputed, 0 misattributed, 2 unverifiable. Expand the claim to see per-atom verdicts.
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
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
Two Structural Equation Models: LISREL and PLS Applied to Consumer Exit-Voice Theory
Fornell, C., & Bookstein, F. L. (1982) · Journal of Marketing Research · doi:10.2307/3151718 · Cited by 4,516 · see citing works
Conventional wisdom on measurement: A structural equation perspective.
Bollen, K., & Lennox, R. (1991) · Psychological Bulletin · doi:10.1037/0033-2909.110.2.305 · Cited by 3,618 · see citing works
The attention system of the human brain: 20 years after
Petersen, S. E., & Posner, M. I. (2012) · Annual Review of Neuroscience · doi:10.1146/annurev-neuro-062111-150525 · Cited by 3,439 · see citing works
Bollen, K. A., & Curran, P. J. (2005) · Wiley series in probability and statistics · doi:10.1002/0471746096 · Cited by 1,731 · see citing works
Multi-task connectivity reveals flexible hubs for adaptive task control
Cole, M. W., Reynolds, J. R., Power, J. D., Repovs, G., Anticevic, A., & Braver, T. S. (2013) · Nature Neuroscience · doi:10.1038/nn.3470 · Cited by 1,704 · see citing works
MACKENZIE, S. B., Podsakoff, P. M., & Jarvis, C. B. (2005) · Journal of Applied Psychology · doi:10.1037/0021-9010.90.4.710 · Cited by 1,685 · see citing works
The theoretical status of latent variables.
Borsboom, D., Mellenbergh, G. J., & van Heerden, J. (2003) · Psychological Review · doi:10.1037/0033-295x.110.2.203 · Cited by 1,566 · see citing works
Advancing formative measurement models
Diamantopoulos, A., Riefler, P., & Zeugner‐Roth, K. P. (2008) · Journal of Business Research · doi:10.1016/j.jbusres.2008.01.009 · Cited by 1,469 · see citing works
Toplak, M. E., West, R. F., & Stanovich, K. E. (2013) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.12001 · Cited by 1,381 · see citing works
Formative versus reflective measurement models: Two applications of formative measurement
Coltman, T. R., Devinney, T. M., Midgley, D. F., & Venaik, S. (2008) · Journal of Business Research · doi:10.1016/j.jbusres.2008.01.013 · Cited by 1,369 · see citing works
Widaman, K., Ferrer, E., & Conger, R. (2010) · Child Development Perspectives · doi:10.1111/j.1750-8606.2009.00110.x · Cited by 900 · see citing works
Wiebe, S. A., Espy, K. A., & Charak, D. (2008) · Developmental Psychology · doi:10.1037/0012-1649.44.2.575 · Cited by 829 · see citing works
The use of causal indicators in covariance structure models: Some practical issues.
MacCallum, R. C., & Browne, M. W. (1993) · Psychological Bulletin · doi:10.1037/0033-2909.114.3.533 · Cited by 805 · see citing works
Activities and Programs That Improve Children’s Executive Functions
Diamond, A. (2012) · Current Directions in Psychological Science · doi:10.1177/0963721412453722 · Cited by 750 · see citing works
A unified framework for inhibitory control
Munakata, Y., Herd, S. A., Chatham, C. H., Depue, B. E., Banich, M. T., & O’Reilly, R. C. (2011) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2011.07.011 · Cited by 699 · see citing works
Three Cs in measurement models: Causal indicators, composite indicators, and covariates.
Bollen, K. A., & Bauldry, S. (2011) · Psychological Methods · doi:10.1037/a0024448 · Cited by 535 · see citing works
(2001) · Cited by 506 · see citing works
The Fallacy of Formative Measurement
Edwards, J. R. (2011) · Organizational Research Methods · doi:10.1177/1094428110378369 · Cited by 495 · see citing works
Reconsidering formative measurement.
Howell, R. D., Breivik, E., & Wilcox, J. B. (2007) · Psychological Methods · doi:10.1037/1082-989x.12.2.205 · Cited by 434 · see citing works
Multiple indicators: Internal consistency or no necessary relationship?
Bollen, K. A. (1984) · Quality & Quantity · doi:10.1007/bf00227593 · Cited by 375 · see citing works
Executive function in early childhood: Longitudinal measurement invariance and developmental change.
Willoughby, M. T., Family Life Project Investigators, Wirth, R. J., & Blair, C. (2011) · Psychological Assessment · doi:10.1037/a0025779 · Cited by 368 · see citing works
Self-citationA tetrad test for causal indicators.
Bollen, K. A., & Ting, K. (2000) · Psychological Methods · doi:10.1037/1082-989x.5.1.3 · Cited by 330 · see citing works
Employing Nominal Variables, Induced Variables, and Block Variables in Path Analyses
Heise, D. R. (1972) · Sociological Methods & Research · doi:10.1177/004912417200100201 · Cited by 322 · see citing works
Willoughby, M. T., The Family Life Project Investigators, Blair, C., Wirth, R. J., & Greenberg, M. T. (2011) · Psychological Assessment · doi:10.1037/a0025361 · Cited by 313 · see citing works
Self-citationWilloughby, 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
Self-citationComparing correlated but nonoverlapping correlations.
Raghunathan, T. E., Rosenthal, R., & Rubin, D. B. (1996) · Psychological Methods · doi:10.1037/1082-989x.1.2.178 · Cited by 262 · see citing works
Questions about formative measurement
Wilcox, J. B., Howell, R. D., & Breivik, E. (2008) · Journal of Business Research · doi:10.1016/j.jbusres.2008.01.010 · Cited by 246 · see citing works
A bidirectional model of executive functions and self-regulation
Blair, C., & Ursache, A. (2011) · Dialnet (Universidad de la Rioja) · Cited by 225 · see citing works
Self-citationRock, D. A., & Pollack, J. M. (2002) · National Center for Education Statistics · Cited by 192 · see citing works
Formative indicators: Introduction to the special issue
Diamantopoulos, A. (2008) · Journal of Business Research · doi:10.1016/j.jbusres.2008.01.008 · Cited by 172 · see citing works
Bollen, K. A. (2007) · Psychological Methods · doi:10.1037/1082-989x.12.2.219 · Cited by 164 · see citing works
A matched filter hypothesis for cognitive control
Chrysikou, E. G., Weber, M. J., & Thompson‐Schill, S. L. (2013) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2013.10.021 · Cited by 150 · see citing works
I. POVERTY, RURALITY, PARENTING, AND RISK: AN INTRODUCTION
Vernon‐Feagans, L., & Cox, M. J. (2013) · Monographs of the Society for Research in Child Development · doi:10.1111/mono.12047 · Cited by 135 · see citing works
Bollen, K. A., & Ting, K. (1993) · Sociological Methodology · doi:10.2307/271009 · Cited by 124 · see citing works
Test-retest reliability of a new executive function battery for use in early childhood
Willoughby, M. T., & Blair, C. (2011) · Child Neuropsychology · doi:10.1080/09297049.2011.554390 · Cited by 107 · see citing works
Self-citationIs formative measurement really measurement? Reply to Bollen (2007) and Bagozzi (2007).
Howell, R. D., Breivik, E., & Wilcox, J. B. (2007) · Psychological Methods · doi:10.1037/1082-989x.12.2.238 · Cited by 94 · see citing works
Reliability and stability of executive functioning in older adults.
Ettenhofer, M. L., Hambrick, D. Z., & Abeles, N. (2006) · Neuropsychology · doi:10.1037/0894-4105.20.5.607 · Cited by 76 · see citing works
Executive Functions: Formative Versus Reflective Measurement
Willoughby, M. T., Holochwost, S. J., Blanton, Z. E., & Blair, C. (2014) · Measurement Interdisciplinary Research and Perspectives · doi:10.1080/15366367.2014.929453 · Cited by 71 · see citing works
Self-citationWilloughby, M. T., Family Life Project Investigators, Pek, J., & Blair, C. B. (2013) · Psychological Assessment · doi:10.1037/a0031747 · Cited by 70 · see citing works
Self-citationDiamantopoulos, A., & Papadopoulos, N. G. (2009) · Journal of International Business Studies · doi:10.1057/jibs.2009.37 · Cited by 70 · see citing works
Hipp, J. R., & Bollen, K. A. (2003) · Sociological Methodology · doi:10.1111/j.0081-1750.2003.00133.x · Cited by 70 · see citing works
Measurement in the Social Sciences: Theories and Strategies.
Alwin, D. F., & Blalock, H. M. (1976) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2064144 · Cited by 56 · see citing works
Conducting Tetrad Tests of Model Fit and Contrasts of Tetrad-Nested Models: A New SAS Macro
Hipp, J. R., Bauer, D. J., & Bollen, K. A. (2005) · Structural Equation Modeling A Multidisciplinary Journal · doi:10.1207/s15328007sem1201_4 · Cited by 44 · see citing works
Bootstrapping a Test Statistic for Vanishing Tetrads
Bollen, K. A., & Ting, K. (1998) · Sociological Methods & Research · doi:10.1177/0049124198027001002 · Cited by 37 · see citing works
Bollen, K. A., Lennox, R. D., & Dahly, D. L. (2009) · Statistics in Medicine · doi:10.1002/sim.3560 · Cited by 33 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- Espy K Clark C Chevalier N Nelson J Sheffield T Garza J Wiebe S (In Press) The changing nature of executive control in preschool Monographs of the Society for Research in Child Development
Cited by
Sorted by citations
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
Executive Functioning Heterogeneity in Pediatric ADHD
Kofler, M. J., Irwin, L. N., Soto, E. F., Groves, N. B., Harmon, S. L., & Sarver, D. E. (2019) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-018-0438-2 · Cited by 288 · see citing works
Individual Differences in First Language Acquisition
Kidd, E., & Donnelly, S. (2019) · Annual Review of Linguistics · doi:10.1146/annurev-linguistics-011619-030326 · Cited by 128 · see citing works
Executive Function Buffers the Association between Early Math and Later Academic Skills
Ribner, A., Willoughby, M. T., & Blair, C. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.00869 · Cited by 127 · see citing works
Self-citationWolf, S., & McCoy, D. C. (2019) · Developmental Science · doi:10.1111/desc.12800 · Cited by 129 · see citing works
Executive functioning rating scales: Ecologically valid or construct invalid?
Soto, E. F., Kofler, M. J., Singh, L. J., Wells, E. L., Irwin, L. N., Groves, N. B., & Miller, C. E. (2020) · Neuropsychology · doi:10.1037/neu0000681 · Cited by 115 · see citing works
“…to measure executive functioning abilities (Snyder et al., 2015) includes replicated evidence that these tests contribute significantly and uniquely to latent estimates of global and specific executive functions (Miyake et al., 2000; St. Clair-Thompson & Gathercole, 2006; Willoughby & Blair, 2016).”
BackgroundSkibbe, L. E., Montroy, J. J., Bowles, R. P., & Morrison, F. J. (2018) · Early Childhood Research Quarterly · doi:10.1016/j.ecresq.2018.02.005 · Cited by 120 · see citing works
Executive Functioning and Emotion Regulation in Children with and without ADHD
Groves, N. B., Wells, E. L., Soto, E. F., Marsh, C. L., Jaisle, E. M., Harvey, T. K., & Kofler, M. J. (2022) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-021-00883-0 · Cited by 110 · see citing works
Willoughby, M. T., Magnus, B. E., Vernon‐Feagans, L., Blair, C., & Family Life Project Investigators (2016) · Journal of Learning Disabilities · doi:10.1177/0022219415619754 · Cited by 111 · see citing works
Self-citationWoodward, L. J., Lu, Z., Morris, A. R., & Healey, D. M. (2016) · The Clinical Neuropsychologist · doi:10.1080/13854046.2016.1251614 · Cited by 105 · see citing works
Lipsey, M. W., Nesbitt, K. T., Farran, D. C., Dong, N., Fuhs, M. W., & Wilson, S. J. (2017) · Journal of Educational Psychology · doi:10.1037/edu0000203 · Cited by 87 · see citing works
An Examination of Relations Among Working Memory, ADHD Symptoms, and Emotion Regulation
Groves, N. B., Kofler, M. J., Wells, E. L., Day, T. N., & Chan, E. S. M. (2020) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-019-00612-8 · Cited by 75 · see citing works
Hudson, K. N., Ballou, H. M., & Willoughby, M. T. (2020) · Developmental Science · doi:10.1111/desc.13071 · Cited by 83 · see citing works
Self-citationMeasurement models for studying child executive functioning: Questioning the status quo.
Camerota, M., Willoughby, M. T., & Blair, C. (2020) · Developmental Psychology · doi:10.1037/dev0001127 · Cited by 69 · see citing works
Self-citationCamerota, M., Willoughby, M. T., Kuhn, L., & Blair, C. (2016) · Child Neuropsychology · doi:10.1080/09297049.2016.1247795 · Cited by 66 · see citing works
Self-citationTesting the association between physical activity and executive function skills in early childhood
Willoughby, M. T., Wylie, A. C., & Catellier, D. (2018) · Early Childhood Research Quarterly · doi:10.1016/j.ecresq.2018.03.004 · Cited by 61 · see citing works
Self-citationMeasuring executive function skills in young children in Kenya: Associations with school readiness
Willoughby, M. T., Piper, B., Oyanga, A., & King, K. M. (2019) · Developmental Science · doi:10.1111/desc.12818 · Cited by 59 · see citing works
Self-citationAssessment of executive functions in school-aged children: A narrative review
Souissi, S., Chamari, K., & Bellaj, T. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.991699 · Cited by 56 · see citing works
Traverso, L., Viterbori, P., & Usai, M. C. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.02053 · Cited by 60 · see citing works
Willoughby, M. T., Kuhn, L., Blair, C., Samek, A. S., & List, J. A. (2016) · Child Neuropsychology · doi:10.1080/09297049.2016.1205009 · Cited by 54 · see citing works
Self-citationWhich ‘Working’ Components of Working Memory aren’t Working in Youth with ADHD?
Fosco, W. D., Kofler, M. J., Groves, N. B., Chan, E. S. M., & Raiker, J. S. (2020) · Journal of Abnormal Child Psychology · doi:10.1007/s10802-020-00621-y · Cited by 55 · see citing works
Donnelly, S., & Kidd, E. (2020) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2019.104781 · Cited by 47 · see citing works
Hendry, A. J., & Holmboe, K. (2021) · Infancy · doi:10.1111/infa.12431 · Cited by 44 · see citing works
Starting Early: The Benefits of Attending Early Childhood Education Programs at Age 3
Ansari, A., Pianta, R. C., Whittaker, J. V., Vitiello, V. E., & Ruzek, E. A. (2019) · American Educational Research Journal · doi:10.3102/0002831218817737 · Cited by 50 · see citing works
Traverso, L., Fontana, M., Usai, M. C., & Passolunghi, M. C. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.00660 · Cited by 44 · see citing works
Neuro-Empowerment of Executive Functions in the Workplace: The Reason Why
Balconi, M., Angioletti, L., & Crivelli, D. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.01519 · Cited by 44 · see citing works
Executive function deficits in attention-deficit/hyperactivity disorder and autism spectrum disorder
Kofler, M. J., Soto, E. F., Singh, L. J., Harmon, S. L., Jaisle, E. M., Smith, J. N., Feeney, K. E., & Musser, E. D. (2024) · Nature Reviews Psychology · doi:10.1038/s44159-024-00350-9 · Cited by 51 · see citing works
“Together with latent estimation that models both unique and shared variance across the executive function components 39,43,56,147 , these methodological refinements are expected to substantially increase the specificity and sensitivity of the scores produced by these modern cognitively informed…”
Kälin, S., & Roebers, C. M. (2021) · Journal of Cognition and Development · doi:10.1080/15248372.2020.1862120 · Cited by 44 · see citing works
Baker‐Henningham, H., Bowers, M., Francis, T., Vera‐Hernández, M., & Walker, S. P. (2021) · The Lancet Global Health · doi:10.1016/s2214-109x(21)00002-4 · Cited by 41 · see citing works
Measuring executive function skills in young children in Kenya
Willoughby, M. T., Piper, B., Kwayumba, D., & McCune, M. (2018) · Child Neuropsychology · doi:10.1080/09297049.2018.1486395 · Cited by 44 · see citing works
Self-citationSpeed and accuracy on the Hearts and Flowers task interact to predict child outcomes.
Camerota, M., Willoughby, M. T., & Blair, C. (2019) · Psychological Assessment · doi:10.1037/pas0000725 · Cited by 39 · see citing works
Self-citationIrwin, L. N., Soto, E. F., Chan, E. S. M., Miller, C. E., Carrington-Forde, S., Groves, N. B., & Kofler, M. J. (2021) · Child Neuropsychology · doi:10.1080/09297049.2020.1866521 · Cited by 39 · see citing works
Nguyen, T., Duncan, R. J., & Bailey, D. H. (2019) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2019.04.002 · Cited by 32 · see citing works
A dimensional risk approach to assessing early adversity in a national sample
Wolf, S., & Suntheimer, N. M. (2019) · Journal of Applied Developmental Psychology · doi:10.1016/j.appdev.2019.03.004 · Cited by 32 · see citing works
The Domain‐Specificity of Domain‐Generality: Attention, Executive Function, and Academic Skills
Wilkey, E. D. (2023) · Mind Brain and Education · doi:10.1111/mbe.12373 · Cited by 30 · see citing works
Yangüez, M., Bediou, B., Chanal, J. P., & Bavelier, D. (2023) · Psychological Review · doi:10.1037/rev0000434 · Cited by 27 · see citing works
Zhang, Z., Yu, Q., Chen, Y., Zou, L., Ludyga, S., Mavilidi, M. F., Lubans, D. R., Li, J., Hillman, C. H., Wang, J., et al. (2025) · Educational Psychology Review · doi:10.1007/s10648-025-10049-9 · Cited by 29 · see citing works
Willoughby, M. T., Blair, C. B., Kuhn, L. J., & Magnus, B. E. (2018) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2018.01.003 · Cited by 32 · see citing works
Self-citationPlay it safe or play to learn: mindsets and behavioral self-regulation in kindergarten
Compagnoni, M., Karlen, Y., & Merki, K. M. (2019) · Metacognition and Learning · doi:10.1007/s11409-019-09190-y · Cited by 29 · see citing works
Escolano-Pérez, E., Nivela, M. L. H., Blanco-Villaseñor, Á., & Anguera, M. T. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.02031 · Cited by 27 · see citing works
Longitudinal development of executive function from infancy to late childhood
Broomell, A. P. R., & Bell, M. A. (2022) · Cognitive Development · doi:10.1016/j.cogdev.2022.101229 · Cited by 30 · see citing works
Magnus, B. E., Willoughby, M. T., Blair, C., & Kuhn, L. (2017) · Assessment · doi:10.1177/1073191117740953 · Cited by 25 · see citing works
Self-citationFay‐Stammbach, T., & Hawes, D. J. (2018) · Child Neuropsychology · doi:10.1080/09297049.2018.1530344 · Cited by 26 · see citing works
Johnstone, S. J., Parrish, L., Jiang, H., Zhang, D., Williams, V., & Sun, L. (2021) · Biological Psychology · doi:10.1016/j.biopsycho.2021.108080 · Cited by 23 · see citing works
The Educare intervention: Outcomes at age 3
Yazejian, N., Bryant, D., Kuhn, L., Burchinal, M. A., Horm, D. M., Hans, S. L., File, N. K., & Jackson, B. (2020) · Early Childhood Research Quarterly · doi:10.1016/j.ecresq.2020.05.008 · Cited by 21 · see citing works
Williams, K. E., & Bentley, L. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.708514 · Cited by 22 · see citing works
Traverso, L., Viterbori, P., Malagoli, C., & Usai, M. C. (2020) · Cognitive Development · doi:10.1016/j.cogdev.2020.100909 · Cited by 31 · see citing works
The contribution of inhibitory control to early literacy skills in 4‐ to 5‐year‐old children
Traverso, L., Viterbori, P., Gandolfi, E., Zanobini, M., & Usai, M. C. (2022) · Early Childhood Research Quarterly · doi:10.1016/j.ecresq.2021.11.010 · Cited by 20 · see citing works
Roebers, C. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.923615 · Cited by 19 · see citing works
Traverso, L., Tonizzi, I., Usai, M. C., & Viterbori, P. (2020) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2020.105014 · Cited by 20 · see citing works
Clinchard, C., Casas, B. R., & Kim‐Spoon, J. (2024) · Development and Psychopathology · doi:10.1017/s0954579424001457 · Cited by 19 · see citing works
COMMENTARY ON THE CHANGING NATURE OF EXECUTIVE CONTROL IN PRESCHOOL
Willoughby, M. T. (2016) · Monographs of the Society for Research in Child Development · doi:10.1111/mono.12276 · Cited by 18 · see citing works
Self-citationCurrent Issues in the Conceptualization and Measurement of Executive Function Skills
Willoughby, M. T., & Hudson, K. N. (2021) · Oxford University Press eBooks · doi:10.1093/oso/9780198863564.003.0002 · Cited by 19 · see citing works
Self-citationWilloughby, M. T., Wylie, A. C., & Blair, C. (2019) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-019-00559-w · Cited by 15 · see citing works
Self-citationWilloughby, M. T., Hong, Y., Hudson, K. N., & Wylie, A. C. (2020) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2019.104779 · Cited by 16 · see citing works
Self-citationExamining an Executive Function Battery for Use with Preschool Children with Disabilities
Kuhn, L., Willoughby, M. T., Blair, C., & McKinnon, R. D. (2017) · Journal of Autism and Developmental Disorders · doi:10.1007/s10803-017-3177-2 · Cited by 16 · see citing works
Self-citationSinging to the self: Children’s private speech, private song, and executive functioning
Thibodeaux, J., Bock, A., Hutchison, L. A., & Winsler, A. (2019) · Cognitive Development · doi:10.1016/j.cogdev.2019.04.005 · Cited by 18 · see citing works
Short, S. J., Willoughby, M. T., Camerota, M., Stephens, R. L., Steiner, R. J., Styner, M. A., & Gilmore, J. H. (2019) · Brain Structure and Function · doi:10.1007/s00429-019-01955-0 · Cited by 15 · see citing works
Self-citationStephens, R. L., Elsayed, H. E., Reznick, J. S., Crais, E. R., & Watson, L. R. (2020) · Journal of Attention Disorders · doi:10.1177/1087054720945019 · Cited by 15 · see citing works
Testing the Efficacy of the Red-Light Purple-Light Games in Preprimary Classrooms in Kenya
Willoughby, M. T., Piper, B., King, K. M., Nduku, T., Henny, C., & Zimmermann, S. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.633049 · Cited by 13 · see citing works
Self-citationChan, S. W. Y., & Rao, N. (2022) · Reading and Writing · doi:10.1007/s11145-022-10285-3 · Cited by 13 · see citing works
Ryan, N. C., Parent, S., Chaput‐Langlois, S., Rioux, C., Jacques, S., Simard, C., Tremblay, R. E., Séguin, J. R., & Zelazo, P. D. (2023) · Cognitive Development · doi:10.1016/j.cogdev.2023.101365 · Cited by 15 · see citing works
Blanco-Villaseñor, Á., & Escolano-Pérez, E. (2017) · Anales de Psicología · doi:10.6018/analesps.33.3.271021 · Cited by 13 · see citing works
Dryer, A., Zhang, X., England-Mason, G., Atkinson, L. R., & González, A. (2022) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2022.105933 · Cited by 12 · see citing works
Chan, E. S. M., Barroso, C., Groves, N. B., Marsh, C. L., Black, K., Jaisle, E. M., & Kofler, M. J. (2023) · Research in Developmental Disabilities · doi:10.1016/j.ridd.2023.104568 · Cited by 11 · see citing works
Cumming, M. M., Poling, D. V., Qiu, Y., Pham, A. V., Daunic, A. P., Corbett, N., & Smith, S. W. (2021) · Assessment · doi:10.1177/10731911211032289 · Cited by 10 · see citing works
A unified framework of parental socialization of executive function development
Hanlin, P., & Zhou, Q. (2024) · Developmental Review · doi:10.1016/j.dr.2024.101149 · Cited by 9 · see citing works
Individual differences in first language acquisition and their theoretical implications
Kidd, E., Bidgood, A., Donnelly, S., Durrant, S., Peter, M., & Rowland, C. F. (2020) · Trends in language acquisition research · doi:10.1075/tilar.27.09kid · Cited by 10 · see citing works
Fontana, M., Usai, M. C., Pellizzoni, S., & Passolunghi, M. C. (2021) · Brain Sciences · doi:10.3390/brainsci11050636 · Cited by 10 · see citing works
Berbekova, A., Köck, F., Assaf, A. G., & Josiassen, A. (2024) · Journal of Hospitality & Tourism Research · doi:10.1177/10963480241258510 · Cited by 9 · see citing works
de Water, E., Krueger, A. M., Lindgren, C. W., Fuglestad, A. J., Rockhold, M. N., Sandness, K. E., Eckerle, J. K., Fink, B. A., Boys, C. J., & Wozniak, J. R. (2020) · Child Neuropsychology · doi:10.1080/09297049.2020.1798372 · Cited by 9 · see citing works
Hudson, K. N., & Willoughby, M. T. (2021) · Assessment · doi:10.1177/10731911211003967 · Cited by 9 · see citing works
Self-citationFan, L., Lu, M., Qi, X., & Jie, X. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19158962 · Cited by 9 · see citing works
Framing decision-making: the role of executive functions, cognitive bias and reward
Rovelli, K., & Allegretta, R. A. (2023) · Neuropsychological Trends · doi:10.7358/neur-2023-033-rove · Cited by 9 · see citing works
Hinten, A. E., Scarf, D., & Imuta, K. (2025) · Developmental Science · doi:10.1111/desc.70069 · Cited by 8 · see citing works
Harmon, S. L., Kistner, J. A., & Kofler, M. J. (2020) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-020-00661-4 · Cited by 9 · see citing works
Lauth-Lebens, M., & Lauth, G. W. (2020) · Lernen und Lernstörungen · doi:10.1024/2235-0977/a000284 · Cited by 7 · see citing works
Mateus, D. M. C., LoCasale‐Crouch, J., & Turnbull, K. L. P. (2023) · Prevention Science · doi:10.1007/s11121-022-01480-3 · Cited by 7 · see citing works
Dutemple, E., Brokl, C., & Poulin‐Dubois, D. (2024) · Frontiers in Developmental Psychology · doi:10.3389/fdpys.2024.1332358 · Cited by 7 · see citing works
Berni, M., Scatigna, S., Igliozzi, R., Mazzotti, S., Calderoni, S., Martinelli, A., Tancredi, R., Guzzetta, A., & Pecini, C. (2025) · Neuropsychology Review · doi:10.1007/s11065-025-09683-5 · Cited by 6 · see citing works
Marsh, C. L., Harmon, S. L., Cho, S., Chan, E. S. M., Gaye, F., DeGeorge, L., Black, K. E., Irwin, L. N., & Kofler, M. J. (2023) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-023-01152-y · Cited by 6 · see citing works
Escolano-Pérez, E. (2020) · Sustainability · doi:10.3390/su122410529 · Cited by 6 · see citing works
Marsh, C. L., Groves, N. B., Mehra, L. M., Black, K. E., Irwin Harper, L. N., Meyer, A., & Kofler, M. J. (2023) · Child Neuropsychology · doi:10.1080/09297049.2023.2166029 · Cited by 5 · see citing works
“…was selected because (a) such methods have been shown to provide higher construct stability relative to confirmatory/reflective approaches (Willoughby et al., 2016); and (b) estimating executive functioning at the construct-level rather than measure-level was expected to maximize…”
MethodEF Touch – Testbatterie zur Erfassung der exekutiven Funktionen bei 3- bis 5- Jährigen
Ulitzka, B., Heinze, H., Daseking, M., Karbach, J., Gawrilow, C., & Koerner, J. K. A. (2023) · Diagnostica · doi:10.1026/0012-1924/a000314 · Cited by 5 · see citing works
Segura, I. A., Cogo‐Moreira, H., Nouri, A., Miranda, M. C., & Pompéia, S. (2023) · Journal of Cognition and Development · doi:10.1080/15248372.2023.2245471 · Cited by 5 · see citing works
Investigating weight constraint methods for causal-formative indicator modeling
Li, R., & Wang, L. (2024) · Behavior Research Methods · doi:10.3758/s13428-024-02365-9 · Cited by 4 · see citing works
Toor, H. K., & Hanif, R. (2022) · Early Child Development and Care · doi:10.1080/03004430.2022.2066090 · Cited by 4 · see citing works
Kakihara, M., Wang, X., Iwasaki, S., Soshi, T., Yamashita, M., & Sekiyama, K. (2024) · Psychology of Music · doi:10.1177/03057356241248086 · Cited by 5 · see citing works
Carriedo, N., Rodríguez‐Villagra, O. A., Moriano, J. A., Montoro, P. R., & Iglesias-Sarmiento, V. (2025) · PLoS ONE · doi:10.1371/journal.pone.0316347 · Cited by 7 · see citing works
Zhang, T., Zhao, X., Yeo, B. T. T., Huo, X., Eickhoff, S. B., & Ji, C. (2026) · Schizophrenia Bulletin · doi:10.1093/schbul/sbaf218 · Cited by 4 · 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
La validation de contenu d’un outil d’observation des fonctions exécutives selon la méthode Delphi
Duval, S., Couttet, J., & Montminy, N. (2023) · Mesure et évaluation en éducation · doi:10.7202/1111097ar · Cited by 5 · see citing works
Meyer, C., Lindenmuth, M., Clinchard, C., Deater-Deckard, K. D., Casas, B. R., & Kim‐Spoon, J. (2025) · Scientific Reports · doi:10.1038/s41598-025-11579-6 · Cited by 2 · see citing works
Cai, Y., Holmes, J., & Gathercole, S. E. (2025) · Journal of Attention Disorders · doi:10.1177/10870547251376776 · Cited by 2 · see citing works
The Economics of Scaling Early Childhood Programs: Lessons from the Chicago School
List, J. A. (2025) · Journal of Political Economy · doi:10.1086/739436 · Cited by 2 · see citing works
GenomicSEM Modelling of Diverse Executive Function GWAS Improves Gene Discovery
Perry, L. C., Chevalier, N., & Michelle Luciano, A. (2025) · Behavior Genetics · doi:10.1007/s10519-025-10214-4 · Cited by 2 · see citing works
Balconi, M., & Salati, E. (2020) · Studi e ricerche · doi:10.7359/954-2020-bal3 · Cited by 2 · see citing works
Hoseini, F. S., Alimoradi, K., & Jamshidi, F. (2022) · Counselling and Psychotherapy Research · doi:10.1002/capr.12518 · Cited by 2 · see citing works
The Data Generation Mechanism: Relationship Between Constructs and Their Indicators
Damasceno, R., Faiad, C., Baptista, M. N., & Cardoso, H. F. (2023) · Psicologia Teoria e Pesquisa · doi:10.1590/0102.3772e39nspe08.en · Cited by 2 · see citing works
The Role of Executive Functions (EFs) in the Reading Skills of Children With ADHD and Dyslexia
Fiorentzi, K., & Antoniou, A.-S. G. (2023) · Advances in psychology, mental health, and behavioral studies (APMHBS) book series · doi:10.4018/979-8-3693-0644-4.ch019 · Cited by 1 · see citing works
- Authors
- Willoughby, M. T., The Family Life Project Investigators, & Blair, C. B.
- Affiliations
- University of North Carolina at Chapel Hill (US)
- New York University (US)
- Venue
- Psychological Assessment
- Published
- 2016-03
- Volume
- 28
- Issue
- 3
- Pages
- 319-330
- ISSN
- 1040-3590 (ISSN-L)
- 1939-134X
- PMC
- PMC4695318
- OpenAlex
- W1621723705
- Cited by
- 120
- References
- 45
- Citations by year
- 2026: 6 · 2025: 10 · 2024: 8 · 2023: 14 · 2022: 10 · 2021: 15 · 2020: 23 · 2019: 12 · 2018: 10 · 2017: 7 · 2016: 5
- FWCI
- 13.30
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Locations
- Psychological Assessment (publishedVersion, other-oa)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute of Child Health and Human Development (R01 HD51502 and P01 HD39667)
- Institute of Educational Sciences (R324A120033)
- Topics
- Social Sciences › Psychology › Neuropsychology and Physiological Psychology › Developmental and Educational Neuropsychology
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Keywords
- executive function, formative measurement, reflective indicators, early childhood, Family Life Project, ADHD symptoms, intellectual ability, academic performance, test-retest reliability, developmental trajectories, composite score, factor scores
- MeSH terms
- Age Factors, Child Development, Child, Preschool, Female, Humans, Longitudinal Studies, Male, Neuropsychological Tests, Prospective Studies, Reproducibility of Results, Executive Function
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