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Effect of Secondary Education on Cognitive and Non-cognitive Skills

Author

Listed:
  • Ollikainen, Jani-Petteri

    (LABORE Labour Institute for Economic Research)

  • Pekkarinen, Tuomas

    (VATT, Helsinki)

  • Uusitalo, Roope

    (University of Helsinki)

  • Virtanen, Hanna

    (ETLA - The Research Institute of the Finnish Economy)

Abstract

We exploit admission cutoffs to secondary schools to study the effects of general academically oriented, versus vocational secondary schooling on cognitive and non-cognitive skills using a regression discontinuity design. We measure these skills using the Finnish Defence Forces Basic Skills Test that due to compulsory military service covers the vast majority of Finnish men and is a strong predictor of later labor market success. We find that large differences in average skills across students that differ in their schooling when entering military service are due to selection rather than causal effects of secondary schooling on either cognitive or non-cognitive skills.

Suggested Citation

  • Ollikainen, Jani-Petteri & Pekkarinen, Tuomas & Uusitalo, Roope & Virtanen, Hanna, 2022. "Effect of Secondary Education on Cognitive and Non-cognitive Skills," IZA Discussion Papers 15318, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp15318
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    1. Anderson, Michael L., 2008. "Multiple Inference and Gender Differences in the Effects of Early Intervention: A Reevaluation of the Abecedarian, Perry Preschool, and Early Training Projects," Journal of the American Statistical Association, American Statistical Association, vol. 103(484), pages 1481-1495.
    2. Hansen, Karsten T. & Heckman, James J. & Mullen, K.J.Kathleen J., 2004. "The effect of schooling and ability on achievement test scores," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 39-98.
    3. Erik Grönqvist & Björn Öckert & Jonas Vlachos, 2017. "The Intergenerational Transmission of Cognitive and Noncognitive Abilities," Journal of Human Resources, University of Wisconsin Press, vol. 52(4), pages 887-918.
    4. Thomas Cornelissen & Christian Dustmann & Anna Raute & Uta Schönberg, 2018. "Who Benefits from Universal Child Care? Estimating Marginal Returns to Early Child Care Attendance," Journal of Political Economy, University of Chicago Press, vol. 126(6), pages 2356-2409.
    5. Eric A. Hanushek & Guido Schwerdt & Ludger Woessmann & Lei Zhang, 2017. "General Education, Vocational Education, and Labor-Market Outcomes over the Lifecycle," Journal of Human Resources, University of Wisconsin Press, vol. 52(1), pages 48-87.
    6. Atı̇la Abdulkadı̇roğlu & Joshua D. Angrist & Yusuke Narita & Parag Pathak, 2022. "Breaking Ties: Regression Discontinuity Design Meets Market Design," Econometrica, Econometric Society, vol. 90(1), pages 117-151, January.
    7. Sebastian Calonico & Matias D. Cattaneo & Rocio Titiunik, 2014. "Robust Nonparametric Confidence Intervals for Regression‐Discontinuity Designs," Econometrica, Econometric Society, vol. 82, pages 2295-2326, November.
    8. Lex Borghans & Angela Lee Duckworth & James J. Heckman & Bas ter Weel, 2008. "The Economics and Psychology of Personality Traits," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    9. Matias D. Cattaneo & Michael Jansson & Xinwei Ma, 2020. "Simple Local Polynomial Density Estimators," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 115(531), pages 1449-1455, July.
    10. 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.
    11. Gordon B. Dahl & Dan-Olof Rooth & Anders Stenberg, 2023. "High School Majors and Future Earnings," American Economic Journal: Applied Economics, American Economic Association, vol. 15(1), pages 351-382, January.
    12. Per-Anders Edin & Peter Fredriksson & Martin Nybom & Björn Öckert, 2022. "The Rising Return to Noncognitive Skill," American Economic Journal: Applied Economics, American Economic Association, vol. 14(2), pages 78-100, April.
    13. 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.
    14. James J. Heckman & Jora Stixrud & Sergio Urzua, 2006. "The Effects of Cognitive and Noncognitive Abilities on Labor Market Outcomes and Social Behavior," Journal of Labor Economics, University of Chicago Press, vol. 24(3), pages 411-482, July.
    15. Almlund, Mathilde & Duckworth, Angela Lee & Heckman, James & Kautz, Tim, 2011. "Personality Psychology and Economics," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 4, chapter 0, pages 1-181, Elsevier.
    16. Magnus Carlsson & Gordon B. Dahl & Björn Öckert & Dan-Olof Rooth, 2015. "The Effect of Schooling on Cognitive Skills," The Review of Economics and Statistics, MIT Press, vol. 97(3), pages 533-547, July.
    17. Cunha, Flavio & Heckman, James J. & Lochner, Lance, 2006. "Interpreting the Evidence on Life Cycle Skill Formation," Handbook of the Economics of Education, in: Erik Hanushek & F. Welch (ed.), Handbook of the Economics of Education, edition 1, volume 1, chapter 12, pages 697-812, Elsevier.
    18. Kelly Bedard & Elizabeth Dhuey, 2006. "The Persistence of Early Childhood Maturity: International Evidence of Long-Run Age Effects," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(4), pages 1437-1472.
    19. Claire Crawford & Lorraine Dearden & Costas Meghir, 2007. "When You Are Born Matters: The Imapct of Date of Birth on Child Cognitive Outcomes in England," CEE Discussion Papers 0093, Centre for the Economics of Education, LSE.
    20. A. D. Roy, 1951. "Some Thoughts On The Distribution Of Earnings," Oxford Economic Papers, Oxford University Press, vol. 3(2), pages 135-146.
    21. Thomas Cornelissen & Christian Dustmann, 2019. "Early School Exposure, Test Scores, and Noncognitive Outcomes," American Economic Journal: Economic Policy, American Economic Association, vol. 11(2), pages 35-63, May.
    22. Anders Bohlmark & Matthew J. Lindquist, 2006. "Life-Cycle Variations in the Association between Current and Lifetime Income: Replication and Extension for Sweden," Journal of Labor Economics, University of Chicago Press, vol. 24(4), pages 879-900, October.
    23. Elizabeth Cascio & Diane Whitmore Schanzenbach, 2013. "The Impacts of Expanding Access to High-Quality Preschool Education," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 44(2 (Fall)), pages 127-192.
    24. Sari Pekkala Kerr & Tuomas Pekkarinen & Roope Uusitalo, 2013. "School Tracking and Development of Cognitive Skills," Journal of Labor Economics, University of Chicago Press, vol. 31(3), pages 577-602.
    25. Datta Gupta, Nabanita & Simonsen, Marianne, 2010. "Non-cognitive child outcomes and universal high quality child care," Journal of Public Economics, Elsevier, vol. 94(1-2), pages 30-43, February.
    26. Stefanie Schurer, 2017. "Does education strengthen the life skills of adolescents?," IZA World of Labor, Institute of Labor Economics (IZA), pages 366-366, June.
    27. Mikko Silliman & Hanna Virtanen, 2022. "Labor Market Returns to Vocational Secondary Education," American Economic Journal: Applied Economics, American Economic Association, vol. 14(1), pages 197-224, January.
    28. Margherita Fort & Andrea Ichino & Giulio Zanella, 2020. "Cognitive and Noncognitive Costs of Day Care at Age 0–2 for Children in Advantaged Families," Journal of Political Economy, University of Chicago Press, vol. 128(1), pages 158-205.
    29. Datar, Ashlesha, 2006. "Does delaying kindergarten entrance give children a head start?," Economics of Education Review, Elsevier, vol. 25(1), pages 43-62, February.
    30. Huttunen, Kristiina & Pekkarinen, Tuomas & Uusitalo, Roope & Virtanen, Hanna, 2023. "Lost boys? Secondary education and crime," Journal of Public Economics, Elsevier, vol. 218(C).
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    Cited by:

    1. Giorgio Brunello & Piero Esposito & Lorenzo Rocco & Sergio Scicchitano, "undated". "Do Classical Studies Open your Mind?," "Marco Fanno" Working Papers 0312, Dipartimento di Scienze Economiche "Marco Fanno".
    2. Lorenzo Cappellari & Daniele Checchi & Marco Ovidi, 2022. "The effects of schooling on cognitive skills: evidence from education expansions," DISCE - Working Papers del Dipartimento di Economia e Finanza def122, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).

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    More about this item

    Keywords

    secondary schooling; regression discontinuity; non-cognitive skills;
    All these keywords.

    JEL classification:

    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education

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