IDEAS home Printed from https://ideas.repec.org/a/eee/ecolet/v236y2024ics0165176524000818.html
   My bibliography  Save this article

Shorter can be better: Balancing length and predictive power when measuring noncognitive skills to predict academic outcomes

Author

Listed:
  • Feng, Shuaizhang
  • Gan, Yu
  • Han, Yujie
  • Kautz, Tim

Abstract

We develop shorter versions of a Big Five survey designed to measure students’ noncognitive skills and predict students’ later academic outcomes. We find that measures with fewer items can better predict students’ outcomes, suggesting that using shorter versions of a Big Five Inventory may be cost-effective in large-scale social surveys.

Suggested Citation

  • Feng, Shuaizhang & Gan, Yu & Han, Yujie & Kautz, Tim, 2024. "Shorter can be better: Balancing length and predictive power when measuring noncognitive skills to predict academic outcomes," Economics Letters, Elsevier, vol. 236(C).
    • Handle: RePEc:eee:ecolet:v:236:y:2024:i:c:s0165176524000818
    DOI: 10.1016/j.econlet.2024.111598
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0165176524000818
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.econlet.2024.111598?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Tim Kautz & James J. Heckman & Ron Diris & Bas ter Weel & Lex Borghans, 2014. "Fostering and Measuring Skills: Improving Cognitive and Non-cognitive Skills to Promote Lifetime Success," OECD Education Working Papers 110, OECD Publishing.
    2. Flavio Cunha & James J. Heckman & Susanne M. Schennach, 2010. "Estimating the Technology of Cognitive and Noncognitive Skill Formation," Econometrica, Econometric Society, vol. 78(3), pages 883-931, May.
    3. James Heckman & Rodrigo Pinto & Peter Savelyev, 2013. "Understanding the Mechanisms through Which an Influential Early Childhood Program Boosted Adult Outcomes," American Economic Review, American Economic Association, vol. 103(6), pages 2052-2086, October.
    4. Jorge Luis Garcia & Frederik Bennhoff & Duncan Ermini Leaf & James J. Heckman, 2021. "The Dynastic Benefits of Early Childhood Education," Working Papers 2021-033, Human Capital and Economic Opportunity Working Group.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Fabian Kosse & Thomas Deckers & Pia Pinger & Hannah Schildberg-Hörisch & Armin Falk, 2020. "The Formation of Prosociality: Causal Evidence on the Role of Social Environment," Journal of Political Economy, University of Chicago Press, vol. 128(2), pages 434-467.
    2. Thérèse McDonnell, 2016. "Non-cognitive development in infancy: the influence of maternal employment and the mediating role of childcare," Working Papers 201606, Geary Institute, University College Dublin.
    3. Breitkopf, Laura & Chowdhury, Shyamal K. & Priyam, Shambhavi & Schildberg-Hörisch, Hannah & Sutter, Matthias, 2020. "Do economic preferences of children predict behavior?," DICE Discussion Papers 342, Heinrich Heine University Düsseldorf, Düsseldorf Institute for Competition Economics (DICE).
    4. Doyle, Orla & Harmon, Colm & Heckman, James J. & Logue, Caitriona & Moon, Seong Hyeok, 2017. "Early skill formation and the efficiency of parental investment: A randomized controlled trial of home visiting," Labour Economics, Elsevier, vol. 45(C), pages 40-58.
    5. Ghazala Azmat & Katja Maria Kaufmann & Yasemin Özdemir, 2023. "Socioemotional Development During Adolescence: Evidence from a Large Macro Shock," SciencePo Working papers hal-04350544, HAL.
    6. Nicholas W Papageorge & Kevin Thom, 2020. "Genes, Education, and Labor Market Outcomes: Evidence from the Health and Retirement Study," Journal of the European Economic Association, European Economic Association, vol. 18(3), pages 1351-1399.
    7. Heckman, James J. & Galaty, Bridget & Tian, Haihan, 2023. "The Economic Approach to Personality, Character and Virtue," IZA Discussion Papers 16133, Institute of Labor Economics (IZA).
    8. Jens Dietrichson & Ida Lykke Kristiansen & Bjørn A. Viinholt, 2020. "Universal Preschool Programs And Long‐Term Child Outcomes: A Systematic Review," Journal of Economic Surveys, Wiley Blackwell, vol. 34(5), pages 1007-1043, December.
    9. Lordan, Grace & McGuire, Alistair, 2019. "Widening the High School Curriculum to Include Soft Skill Training: Impacts on Health, Behaviour, Emotional Wellbeing and Occupational Aspirations," IZA Discussion Papers 12439, Institute of Labor Economics (IZA).
    10. Jorge Luis García & James J. Heckman, 2023. "Parenting Promotes Social Mobility Within and Across Generations," Annual Review of Economics, Annual Reviews, vol. 15(1), pages 349-388, September.
    11. Attanasio, Orazio & Blundell, Richard & Conti, Gabriella & Mason, Giacomo, 2020. "Inequality in socio-emotional skills: A cross-cohort comparison," Journal of Public Economics, Elsevier, vol. 191(C).
    12. Ghazala Azmat & Katja Maria Kaufmann & Yasemin Özdemir, 2022. "Gender Differences in Adolescents' Socioemotional Development and their Later Economic Consequences," SciencePo Working papers Main hal-03918118, HAL.
    13. Caro, Juan Carlos, 2020. "Child development and obesity prevention: evidence from the Chilean School Meals Program," MPRA Paper 98865, University Library of Munich, Germany.
    14. La Ferrara, Eliana & Carlana, Michela & Pinotti, Paolo, 2017. "Goals and Gaps: Educational Careers of Immigrant Children," CEPR Discussion Papers 12538, C.E.P.R. Discussion Papers.
    15. van Huizen, Thomas & Plantenga, Janneke, 2018. "Do children benefit from universal early childhood education and care? A meta-analysis of evidence from natural experiments," Economics of Education Review, Elsevier, vol. 66(C), pages 206-222.
    16. Bubonya, Melisa & Cobb-Clark, Deborah A., 2021. "Pathways of Disadvantage: Unpacking the Intergenerational Correlation in Welfare," Economics of Education Review, Elsevier, vol. 80(C).
    17. Francesconi, Marco & Heckman, James J, 2015. "Symposium on Child Development and Parental Investment: Introduction," Economics Discussion Papers 16868, University of Essex, Department of Economics.
    18. Laura Schmitz, 2022. "Heterogeneous Effects of After-School Care on Child Development," Discussion Papers of DIW Berlin 2006, DIW Berlin, German Institute for Economic Research.
    19. Gertler,Paul J. & Heckman,James J. & Pinto,Rodrigo Ribeiro Antunes & Chang-Lopez,Susan M. & Grantham-Mcgregor,Sally & Vermeersch,Christel M. J. & Walker,Susan & Wright,Amika S., 2021. "Effect of the Jamaica Early Childhood Stimulation Intervention on Labor Market Outcomes at Age 31," Policy Research Working Paper Series 9787, The World Bank.
    20. Dinarte Diaz,Lelys Ileana & Egana-delSol,Pablo & Martinez A.,Claudia, 2022. "Socioemotional Skills Development in Highly Violent Contexts : Measurements and Impacts," Policy Research Working Paper Series 9957, The World Bank.

    More about this item

    Keywords

    Abbreviated surveys; Big Five; Predictive power; Noncognitive skills; Personality traits;
    All these keywords.

    JEL classification:

    • C83 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Survey Methods; Sampling Methods
    • I20 - Health, Education, and Welfare - - Education - - - General

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:ecolet:v:236:y:2024:i:c:s0165176524000818. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/ecolet .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.