Predictors of early growth in academic achievement: the head-toes-knees-shoulders task

Megan M McClelland, Claire E Cameron, Robert Duncan, Ryan P Bowles, Alan C Acock, Alicia Miao, Megan E Pratt, Megan M McClelland, Claire E Cameron, Robert Duncan, Ryan P Bowles, Alan C Acock, Alicia Miao, Megan E Pratt

Abstract

Children's behavioral self-regulation and executive function (EF; including attentional or cognitive flexibility, working memory, and inhibitory control) are strong predictors of academic achievement. The present study examined the psychometric properties of a measure of behavioral self-regulation called the Head-Toes-Knees-Shoulders (HTKS) by assessing construct validity, including relations to EF measures, and predictive validity to academic achievement growth between prekindergarten and kindergarten. In the fall and spring of prekindergarten and kindergarten, 208 children (51% enrolled in Head Start) were assessed on the HTKS, measures of cognitive flexibility, working memory (WM), and inhibitory control, and measures of emergent literacy, mathematics, and vocabulary. For construct validity, the HTKS was significantly related to cognitive flexibility, working memory, and inhibitory control in prekindergarten and kindergarten. For predictive validity in prekindergarten, a random effects model indicated that the HTKS significantly predicted growth in mathematics, whereas a cognitive flexibility task significantly predicted growth in mathematics and vocabulary. In kindergarten, the HTKS was the only measure to significantly predict growth in all academic outcomes. An alternative conservative analytical approach, a fixed effects analysis (FEA) model, also indicated that growth in both the HTKS and measures of EF significantly predicted growth in mathematics over four time points between prekindergarten and kindergarten. Results demonstrate that the HTKS involves cognitive flexibility, working memory, and inhibitory control, and is substantively implicated in early achievement, with the strongest relations found for growth in achievement during kindergarten and associations with emergent mathematics.

Keywords: academic achievement; early childhood; executive function; measurement; self-regulation.

References

    1. Acock A. C. (2012). What to do about missing values, in Data Analysis and Research Publication. APA Handbook of Research Methods in Psychology, Vol. 3, eds Cooper H., Camic P. M., Long D. L., Panter A. T., Rindskopf D., She K. J. (Washington, DC: American Psychological Association; ), 27–50
    1. Allison P. D. (2009). Fixed Effects Regression Models. Thousand Oaks, CA: Sage
    1. Barkley B. A. (1997). Behavioral inhibition, sustained attention, and executive functions: constructing a unifying theory of ADHD. Psychol. Bull. 121, 65–94 10.1037/0033-2909.121.1.65
    1. Baumeister R. F., Vohs K. D. (2004). Handbook of Self-Regulation: Research, Theory, and Applications. New York, NY: Guilford
    1. Berwid O. G., Curko Kera E. A., Marks D. J., Santra A., Bender H. A., Halperin J. M. (2005). Sustained attention and response inhibition in young children at risk for Attention Deficit/Hyperactivity Disorder. J. Child Psychol. Psychiatry 46, 1219–1229 10.1111/j.1469-7610.2005.00417.x
    1. Best J. R., Miller P. H. (2010). A developmental perspective on executive function. Child Dev. 81, 1641–1660 10.1111/j.1467-8624.2010.01499.x
    1. Best J. R., Miller P. H., Jones L. L. (2009). Executive functions after age 5: changes and correlates. Dev. Rev. 29, 180–200 10.1016/j.dr.2009.05.002
    1. Bierman K. L., Nix R. L., Greenberg M. T., Blair C., Domitrovich C. E. (2008). Executive functions and school readiness intervention: impact, moderation, and mediation in the Head Start REDI program. Dev. Psychopathol. 20, 821–843 10.1017/S0954579408000394
    1. Blair C. (2003). Behavioral inhibition and behavioral activation in young children: relations with self-regulation and adaptation to preschool in children attending Head Start. Dev. Psychobiol. 42, 301–311 10.1002/dev.10103
    1. Blair C., Diamond A. (2008). Biological processes in prevention and intervention: the promotion of self-regulation as a means of preventing school failure. Dev. Psychopathol. 20, 899–911 10.1017/S0954579408000436
    1. Blair C., Raver C. C. (2012). Individual development and evolution: experiential canalization of self-regulation. Dev. Psychol. 48, 647–657 10.1037/a0026472
    1. Blair C., Razza R. P. (2007). Relating effortful control, executive function, and false belief understanding to emerging math and literacy ability in kindergarten. Child Dev. 78, 647–663 10.1111/j.1467-8624.2007.01019.x
    1. Bronson M. B. (2000). Self-regulation in Early Childhood: Nature and Nurture. New York, NY: The Guilford Press
    1. Bull R., Espy K. A., Wiebe S. A., Sheffield T. D., Nelson J. M. (2011). Using confirmatory factor analysis to understand executive control in preschool children: sources of variation in emergent mathematic achievement. Dev. Sci. 14, 679–692 10.1111/j.1467-7687.2010.01012.x
    1. Bull R., Lee K. (2014). Executive functioning and mathematics achievement. Child Dev. Perspect. 8, 36–41 10.1111/cdep.12059
    1. Bull R., Scerif G. (2001). Executive functioning as a predictor of children's mathematics ability: inhibition, switching, and working memory. Dev. Neuropsychol. 19, 273–293 10.1207/S15326942DN1903_3
    1. Cameron Ponitz C. E., McClelland M. M., Jewkes A. M., Connor C. M., Farris C. L., Morrison F. J. (2008). Touch your toes! Developing a direct measure of behavioral regulation in early childhood. Early Child. Res. Q. 23, 141–158 10.1016/j.ecresq.2007.01.004
    1. Cameron Ponitz C. E., McClelland M. M., Matthews J. M., Morrison F. J. (2009). A structured observation of behavioral self-regulation and its contribution to kindergarten outcomes. Dev. Psychol. 45, 605–619 10.1037/a0015365
    1. Carlson S. M. (2005). Developmentally sensitive measures of executive function in preschool children. Dev. Neuropsychol. 28, 595–616 10.1207/s15326942dn2802_3
    1. Carlson S. M., Moses L. J. (2001). Individual differences in inhibitory control and children's theory of mind. Child Dev. 72, 1032–1053 10.1111/1467-8624.00333
    1. Caughy M. O., Mills B., Owen M. T., Hurst J. R. (2014). Emergent self regulation skills among very young ethnic minority children: a confirmatory factor model. J. Exp. Child Psychol. 116, 839–855 10.1016/j.jecp.2013.07.017
    1. Cepeda N., Munakata Y. (2007). Why do children perseverate when they seem to know better: graded working memory, or directed inhibition? Psychon. Bull. Rev. 14, 1058–1065 10.3758/BF03193091
    1. Clark T., Linzer D. (2012). Should I use fixed or random effects? Working Paper. Available onlie at:
    1. Deák G. O. (2003). The development of cognitive flexibility and language abilities, in Advances in Child Development and Behavior, Vol. 31, ed Kail R. (San Diego: Academic Press; ), 271–327
    1. Diamond A. (2002). Normal development of prefrontal cortex from birth to young adulthood: cognitive functions, anatomy, and biochemistry, in Principles of Frontal Lobe Function, eds Stuss D. T., Knight R. T. (London: Oxford University Press; ), 466–503 10.1093/acprof:oso/9780195134971.003.0029
    1. Diamond A. (2010). The evidence base for improving school outcomes by addressing the whole child and by addressing skills and attitudes, not just content. Early Educ. Dev. 21, 780–793 10.1080/10409289.2010.514522
    1. Diamond A., Kirkham N., Amso D. (2002). Conditions under which young children can hold two rules in mind and inhibit a prepotent response. Dev. Psychol. 38, 352–362 10.1037/0012-1649.38.3.352
    1. Diamond A., Lee K. (2011). Interventions shown to aid executive function development in children 4 to 12 years old. Science 333, 959–964 10.1126/science.1204529
    1. Dowsett S. M., Livesey D. J. (2000). The development of inhibitory control in preschool children: effects of “Executive Skills” training. Dev. Psychobiol. 36, 161–174 10.1002/(SICI)1098-2302(200003)36:2<161::AID-DEV7>;2-0
    1. Duckworth A. L., Tsukayama E., May H. (2010). Establishing causality using longitudinal hierarchical linear modeling: an illustration predicting achievement from self-control. Soc. Psychol. Pers. Sci. 1, 311–317 10.1177/1948550609359707
    1. Duncan G. J., Dowsett C. J., Claessens A., Magnuson K., Huston A. C., Klebanov P., et al. (2007). School readiness and later achievement. Dev. Psychol. 43, 1428–1446 10.1037/0012-1649.43.6.1428
    1. Eisenberg N., Duckworth A. L., Spinrad T. L., Valiente C. (2014). Conscientiousness: origins in childhood? Dev. Psychol. 50, 1331–1349 10.1037/a0030977
    1. Fuhs M. W., Day J. D. (2011). Verbal ability and executive functioning development in preschoolers at Head Start. Dev. Psychol. 47, 404–416 10.1037/a0021065
    1. Gathercole S. E., Pickering S. J. (2000). Working memory deficits in children with low achievements in the national curriculum at 7 years of age. Br. J. Educ. Psychol. 70, 177–194 10.1348/000709900158047
    1. Geldhof G. J., Little T. D., Colombo J. (2010). Self-regulation across the lifespan, in The Handbook of Life-Span Development, Vol. 2. Social and Emotional Development, eds Lamb M. E., Freund A. (Vol. eds Lerner R. M.) (Hoboken, NJ: Wiley; ), 116–157
    1. Gerstadt C. L., Hong Y. J., Diamond A. (1994). The relationship between cognition and action: performance of children -7 years old on a stroop- like day-night test. Cognition 53, 129–153 10.1016/0010-0277(94)90068-X
    1. Hindman A. H., Skibbe L. E., Miller A., Zimmerman M. (2010). Ecological contexts and early learning: contributions of child, family, and classroom factors during Head Start, to literacy and mathematics growth through first grade. Early Child. Res. Q. 25, 235–250 10.1016/j.ecresq.2009.11.003
    1. Hongwanishkul D., Happaney K. R., Lee W. S. C., Zelazo P. D. (2005). Assessment of hot and cool executive function in young children: age-related changes and individual differences. Dev. Neuropsychol. 28, 617–644 10.1207/s15326942dn2802_4
    1. Hughes C., Graham A. (2002). Measuring executive functions in childhood: problems and solutions? Child Adolesc. Ment. Health 7, 131–142 10.1111/1475-3588.00024
    1. Kail R. V. (2003). Information processing and memory, in Crosscurrents in Contemporary Psychology, eds Bornstein M. H., Davidson L., Keyes C. L. M., Moore K. A. (Mahwah, NJ: Lawrence Erlbaum; ), 269–279
    1. Kochanska G., Murray K., Jacques T. Y., Koenig A. L., Vandegeest K. A. (1996). Inhibitory control in young children and its role in emerging internalization. Child Dev. 67, 490–507 10.2307/1131828
    1. Lan X., Legare C. H., Cameron Ponitz C., Li S., Morrison F. J. (2011). Investigating the links between the subcomponents of executive function and academic achievement: a cross-cultural analysis of Chinese and American preschoolers. J. Exp. Child Psychol. 108, 677–692 10.1016/j.jecp.2010.11.001
    1. Landis J. R., Koch G. G. (1977). The measurement of observer agreement for categorical data. Biometrics 33, 159–174 10.2307/2529310
    1. Li-Grining C. P., Votruba-Drzal E., Maldonado-Carreño C., Haas K. (2010). Children's early approaches to learning and academic trajectories through fifth grade. Dev. Psychol. 46, 1062–1077 10.1037/a0020066
    1. Mather N., Woodcock R. W. (2001). Examiner's Manual. Woodcock-Johnson III Tests of Achievement. Itasca, IL: Riverside Publishing
    1. McCabe L. A., Cunnington M., Brooks-Gunn J. (2004). The development of self-regulation in young children: individual characteristics and environmental contexts, in Handbook of Self-regulation: Research, Theory, and Applications, eds Baumeister R. F., Vohs K. D. (New York, NY: Guilford Press; ), 340–356
    1. McClelland M. M., Acock A. C., Morrison F. J. (2006). The impact of kindergarten learning-related skills on academic trajectories at the end of elementary school. Early Child. Res. Q. 21, 471–490 10.1016/j.ecresq.2006.09.003
    1. McClelland M. M., Acock A. C., Piccinin A., Rhea S. A., Stallings M. C. (2013). Relations between preschool attention span-persistence and age 25 educational outcomes. Early Childh. Res. Q. 28, 314–324 10.1016/j.ecresq.2012.07.008
    1. McClelland M. M., Cameron C. E. (2012). Self-Regulation in early childhood: improving conceptual clarity and developing ecologically valid measures. Child Dev. Perspect. 6, 136–142 10.1111/j.1750-8606.2011.00191.x
    1. McClelland M. M., Cameron C. E., Connor C. M., Farris C. L., Jewkes A. M., Morrison F. J. (2007a). Links between behavioral regulation and preschoolers' literacy, vocabulary and math skills. Dev. Psychol. 43, 947–959 10.1037/0012-1649.43.4.947
    1. McClelland M. M., Cameron C. E., Wanless S. B., Murray A. (2007b). Executive function, behavioral self-regulation, and social-emotional competence: links to school readiness, in Contemporary Perspectives on Social Learning in Early Childhood Education, eds Saracho O. N., Spodek B. (Charlotte, NC: Information Age; ), 83–107
    1. McClelland M. M., Cameron Ponitz C., Messersmith E., Tominey S. (2010). Self-regulation: the integration of cognition and emotion, in Handbook of Life-Span Human Development, Vol. 1. Cognition, Biology And Methods, ed Overton W. F. (Editor-in-chief: Lerner R. M.) (Hoboken, NJ: Wiley and Sons; ), 509–553
    1. McClelland M. M., Geldhof G. J., Cameron C. E., Wanless S. B. (in press). Development and self-regulation, in Theory and Method. Vol. 1. Handbook of Child Psychology and Developmental Science, 7th Edn, eds Overton W. F., Molenaar P. C. M. (Editor-in-Chief: Lerner Richard M.) (Hoboken, NJ: Wiley; ).
    1. McClelland M. M., Wanless S. B. (2012). Growing up with assets and risks: the importance of self-regulation for academic achievement. Res. Hum. Dev. 9, 278–297 10.1080/15427609.2012.729907
    1. McGrew K. S., Woodcock R. W. (2001). Technical Manual. Woodcock-Johnson III. Itasca, IL: Riverside Publishing
    1. Miyake A. U., Friedman N. P., Emerson M. J., Witzki A. H., Howerter A. (2000). The unity and diversity of executive functions and their contributions to complex ‘frontal lobe’ tasks: a latent variable analysis. Cogn. Psychol. 41, 49–100 10.1006/cogp.1999.0734
    1. Moffitt T. E., Arseneault L., Belsky D., Dickson N., Hancox R. J., Harrington H., et al. (2011). A gradient of childhood self-control predicts health, wealth, and public safety. Proc. Natl. Acad. Sci. U.S.A. 108, 2693–2698 10.1073/pnas.1010076108
    1. Morrison F. J., Grammer J. K. (in press). Conceptual clutter and measurement nayhem: proposals for cross disciplinary integration in conceptualizing and measuring executive function, in Executive Function in Preschool Age Children: Integrating Measurement, Neurodevelopment and Translational Research, eds Griffin J., McCardle P., Freund L. (Washington, DC: American Psychological Association; ).
    1. Morrison F. J., Ponitz C. C., McClelland M. M. (2010). Self-regulation and academic achievement in the transition to school, in Child development at the Intersection of Emotion and Cognition, eds Calkins S. D., Bell M. (Washington, DC: American Psychological Association; ), 203–224
    1. Müller U., Dick A. S., Gela K., Overton W. F., Zelazo P. D. (2006). The role of negative priming in preschoolers' flexible rule use on the Dimensional Change Card Sort Task. Child Dev. 77, 395–412 10.1111/j.1467-8624.2006.00878.x
    1. Muñoz-Sandoval A. F., Woodcock R. W., McGrew K. S., Mather N. (2005a). Bateria III Woodcock- Muñoz: Pruebas de Aprovechamiento. Itasca, IL: Riverside Publishing
    1. Muñoz-Sandoval A. F., Woodcock R. W., McGrew K. S., Mather N. (2005b). Bateria III Woodcock-Muñoz: Pruebas de Habilidades Cognitivas. Itasca, IL: Riverside Publishing
    1. Murrah W. M., 3rd. (2010). Comparing Self-Regulatory and Early Academic Skills as Predictors of Later Math, Reading, and Science Elementary School Achievement. 72 dissertation/thesis, ProQuest Information and Learning.
    1. Paris S. G. (2005). Reinterpreting the development of reading skills. Read. Res. Q. 40, 184–202 10.1598/RRQ.40.2.3
    1. Raver C. C., Jones S. M., Li-Grining C., Zhai F., Bub K., Pressler K. (2011). CSRP's impact on low-income preschoolers' preacademic skills: self-regulation as a mediating mechanism. Child Dev. 82, 362–378 10.1111/j.1467-8624.2010.01561.x
    1. Rennie D. A. C., Bull R., Diamond A. (2004). Executive functioning in preschoolers: reducing the inhibitory demands of the dimensional change card sort task. Dev. Neuropsychol. 26, 423–443 10.1207/s15326942dn2601_4
    1. Rimm-Kaufman S. E., Curby T. W., Grimm K. J., Nathanson L., Brock L. (2009). The contribution of children's self-regulation and classroom quality to children's adaptive behaviors in the kindergarten classroom. Dev. Psychol. 45, 958–972 10.1037/a0015861
    1. Rothbart M. K., Posner M. I. (2005). Genes and experience in the development of executive attention and effortful control. New Dir. Child Adolesc. Dev. 109, 101–108 10.1002/cd.142
    1. Rueda M. R., Rothbart M. K., McCandliss B. D., Saccomanno L., Posner M. I. (2005). Training, maturation, and genetic influences on the development of executive attention. Proc. Natl. Acad. Sci. U.S.A. 102, 14931–14936 10.1073/pnas.0506897102
    1. StataCorp. (2013). Stata Statistical Software: Release 13. College Station, TX: StataCorp LP
    1. Steiner P. M., Cook T. D., Shadish W. R., Clark M. H. (2010). The importance of covariate selection in controlling for bias in observational studies. Psychol.Methods 15, 250–267 10.1037/a0018719
    1. Stipek D., Newton S., Chudgar A. (2010). Learning-related behaviors and literacy achievement in elementary school-aged children. Early Child. Res. Q. 25, 385–395 10.1016/j.ecresq.2009.12.001
    1. Strommen E. A. (1973). Verbal self-regulation in a children's game: impulsive errors on “Simon says”. Child Dev. 44, 849–853 10.2307/1127737
    1. Tominey S. L., McClelland M. M. (2011). Red light, purple light: findings from a randomized trial using circle time games to improve behavioral self-regulation in preschool. Early Educ. Dev. 22, 489–519 10.1080/10409289.2011.574258
    1. Turner K. A., Lipsey M. W., Farran D. C., Dong N., Wilson S. J., Fuhs M. W., et al. (2012). Academically relevant measures of self-regulation: Development and validation of assessments for preschool children, in Paper Presented at the Society for Research on Educational Effectiveness (Washington, DC: ).
    1. Ursache A., Blair C., Raver C. C. (2012). The promotion of self-regulation as a means of enhancing school readiness and early achievement in children at risk for school failure. Child Dev. Perspect. 6, 122–128 10.1111/j.1750-8606.2011.00209.x
    1. von Suchodoletz A., Gestsdottir S., Wanless S. B., McClelland M. M., Birgisdottir F., Gunzenhauser C., et al. (2013). Behavioral self-regulation and relations to emergent academic skills among children in Germany and Iceland. Early Childh. Res. Q. 28, 62–73 10.1016/j.ecresq.2012.05.003
    1. von Suchodoletz A., Trommsdorff G., Heikamp T., Wieber F., Gollwitzer P. M. (2009). Transition to school: the role of kindergarten children's behavior regulation. Learn. Individ. Differ. 19, 561–566 10.1016/j.lindif.2009.07.006
    1. Wanless S. B., McClelland M. M., Acock A. C., Cameron Ponitz C., Son S. H., Lan X., et al. (2011a). Measuring behavioral regulation in four societies. Psychol. Assess. 23, 364–378 10.1037/a0021768
    1. Wanless S. B., McClelland M. M., Lan X., Son S. H., Cameron C. E., Morrison F. J., et al. (2013). Gender differences in behavioral regulation in four societies: the United States, Taiwan, South Korea, and China. Early Childh. Res. Q. 28, 621–633 10.1016/j.ecresq.2013.04.002
    1. Wanless S. B., McClelland M. M., Tominey S. L., Acock A. C. (2011b). The influence of demographic risk factors on children's behavioral regulation in prekindergarten and kindergarten. Early Educ. Dev. 22, 461–488 10.1080/10409289.2011.536132
    1. Weiland C., Yoshikawa H. (2013). Impacts of a prekindergarten program on children's mathematics, language, literacy, executive function, and emotional skills. Child Dev. 84, 2112–2130 10.1111/cdev.12099
    1. Welsh J. A., Nix R. L., Blair C., Bierman K. L., Nelson K. E. (2010). The development of cognitive skills and gains in academic school readiness for children from low-income families. J. Educ. Psychol. 102, 43–53 10.1037/a0016738
    1. Wiebe S. A., Espy K. A., Charak D. (2008). Using confirmatory factor analysis to understand executive control in preschool children: I. Latent structure. Dev. Psychol. 44, 575–587 10.1037/0012-1649.44.2.575
    1. Willoughby M. T., Blair C. B., Wirth R. J., Greenberg M. (2012a). The measurement of executive function at age 5: psychometric properties and relationship to academic achievement. Psychol. Assess. 24, 226–239 10.1037/a0025361
    1. Willoughby M. T., Kupersmidt J. B., Voegler-Lee M. E. (2012b). Is preschool executive function causally related to academic achievement? Child Neuropsychol. 18, 79–91 10.1080/09297049.2011.578572
    1. Woodcock R. W., McGrew K. S., Mather N. (2001a). Woodcock-Johnson III Tests of Achievement. Itasca, IL: Riverside Publishing Company
    1. Woodcock R. W., McGrew K. S., Mather N. (2001b). Woodcock-Johnson III Tests of Cognitive Abilities. Itasca, IL: Riverside Publishing
    1. Woodcock R. W., Muñoz-Sandoval A. F. (1993). An IRT approach to cross-language test equating and interpretation. Eur. J. Psychol. Meas. 32, 233–241
    1. Zelazo P. D. (2006). The Dimensional Change Card Sort (DCCS): a method for assessing executive function in children. Nat. Protoc. 1, 297–301 10.1038/nprot.2006.46
    1. Zelazo P. D., Cunningham W. A. (2007). Executive function: mechanisms underlying emotion regulation, in Handbook of Emotion Regulation, ed Gross J. (New York, NY: Guilford Press; ), 135–158
    1. Zelazo P. D., Müller U. (2002). Executive function in typical and atypical development, in Blackwell Handbook of Childhood Cognitive Development, ed Goswami U. (Malden, MA: Blackwell Publishing; ), 445–469
    1. Zimmerman B. J. (2000). Attaining self-regulation: a social cognitive perspective, in Handbook of Self-regulation, eds Boekaerts M., Pintrich P. R., Ziedner M. (San Diego: CA: Academic Press; ), 13–39

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