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A systematic review and meta-analysis of effects of early life non-cognitive skills on academic, psychosocial, cognitive and health outcomes

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  • Lisa G. Smithers

    (University of Adelaide
    University of Adelaide)

  • Alyssa C. P. Sawyer

    (University of Adelaide
    University of Adelaide)

  • Catherine R. Chittleborough

    (University of Adelaide
    University of Adelaide)

  • Neil M. Davies

    (University of Bristol
    University of Bristol)

  • George Davey Smith

    (University of Bristol
    University of Bristol)

  • John W. Lynch

    (University of Adelaide
    University of Adelaide
    University of Bristol)

Abstract

Success in school and the labour market relies on more than high intelligence. Associations between ‘non-cognitive’ skills in childhood, such as attention, self-regulation and perseverance, and later outcomes have been widely investigated. In a systematic review of this literature, we screened 9,553 publications, reviewed 554 eligible publications and interpreted results from 222 better-quality publications. Better-quality publications comprised randomized experimental and quasi-experimental intervention studies (EQIs) and observational studies that made reasonable attempts to control confounding. For academic achievement outcomes, there were 26 EQI publications but only 14 were available for meta-analysis, with effects ranging from 0.16 to 0.37 s.d. However, within subdomains, effects were heterogeneous. The 95% prediction interval for literacy was consistent with negative, null and positive effects (−0.13 to 0.79). Similarly, heterogeneous findings were observed for psychosocial, cognitive and language, and health outcomes. Funnel plots of EQIs and observational studies showed asymmetric distributions and potential for small study bias. There is some evidence that non-cognitive skills associate with improved outcomes. However, there is potential for small study and publication bias that may overestimate true effects, and the heterogeneity of effect estimates spanned negative, null and positive effects. The quality of evidence from EQIs underpinning this field is lower than optimal and more than one-third of observational studies made little or no attempt to control confounding. Interventions designed to develop children’s non-cognitive skills could potentially improve outcomes. The interdisciplinary researchers interested in these skills should take a more strategic and rigorous approach to determine which interventions are most effective.

Suggested Citation

  • Lisa G. Smithers & Alyssa C. P. Sawyer & Catherine R. Chittleborough & Neil M. Davies & George Davey Smith & John W. Lynch, 2018. "A systematic review and meta-analysis of effects of early life non-cognitive skills on academic, psychosocial, cognitive and health outcomes," Nature Human Behaviour, Nature, vol. 2(11), pages 867-880, November.
  • Handle: RePEc:nat:nathum:v:2:y:2018:i:11:d:10.1038_s41562-018-0461-x
    DOI: 10.1038/s41562-018-0461-x
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    Cited by:

    1. Carlos J. Gil-Hernández & Mar C. Espadafor, 2024. "An Elephant in the Classroom: Teacher Bias by Student SES or Ability Measurement Bias?," Econometrics Working Papers Archive 2024_05, Universita' degli Studi di Firenze, Dipartimento di Statistica, Informatica, Applicazioni "G. Parenti".
    2. McGue, Matt & Anderson, Elise L. & Willoughby, Emily & Giannelis, Alexandros & Iacono, William G. & Lee, James J., 2022. "Not by g alone: The benefits of a college education among individuals with low levels of general cognitive ability," Intelligence, Elsevier, vol. 92(C).
    3. Erik Christopher Simmons & Matthew Sanders, 2022. "Building sustainable communities for sustainable development: An evidence‐based behavior change intervention to reduce plastic waste and destructive fishing in Southeast Asia," Sustainable Development, John Wiley & Sons, Ltd., vol. 30(5), pages 1018-1029, October.
    4. Kung, Claryn S.J. & Pudney, Stephen E. & Shields, Michael A., 2022. "Economic gradients in loneliness, social isolation and social support: Evidence from the UK Biobank," Social Science & Medicine, Elsevier, vol. 306(C).
    5. Ajayi,Kehinde & Das,Smita & Delavallade,Clara Anne & Ketema,Tigist Assefa & Rouanet,Lea Marie, 2022. "Gender Differences in Socio-Emotional Skills and Economic Outcomes : New Evidencefrom 17 African Countries," Policy Research Working Paper Series 10197, The World Bank.
    6. Xuesong Zhai & Xiaoyan Chu & Minjuan Wang & Chin-Chung Tsai & Jyh-Chong Liang & Jonathan Michael Spector, 2024. "A systematic review of Stimulated Recall (SR) in educational research from 2012 to 2022," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-14, December.
    7. Marcenaro-Gutierrez, O.D. & Lopez-Agudo, L.A. & Henriques, C.O., 2021. "Are soft skills conditioned by conflicting factors? A multiobjective programming approach to explore the trade-offs," Economic Analysis and Policy, Elsevier, vol. 72(C), pages 18-40.
    8. Turner, Alex J. & Fichera, Eleonora & Sutton, Matt, 2022. "Estimating the late-life effects of social and emotional skills in childhood using midlife mediators," Social Science & Medicine, Elsevier, vol. 292(C).

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