IDEAS home Printed from https://ideas.repec.org/a/eee/wdevel/v148y2021ics0305750x21002667.html
   My bibliography  Save this article

What drives social returns to education? A meta-analysis

Author

Listed:
  • Cui, Ying
  • Martins, Pedro S.

Abstract

Education can generate important externalities that contribute towards economic growth and convergence. In this paper, we study such externalities and their drivers by conducting the first meta-analysis of the social returns to education literature. We analyse over 1,000 estimates from 32 journal articles published since 1993, covering 15 countries of different levels of development. Our results indicate that: (1) there is publication bias (but not citation bias) in the literature; (2) spillovers slow down with economic development; (3) tertiary schooling and schooling dispersion increase spillovers; and (4) spillovers are smaller under fixed-effects and IV estimators but larger when measured at the firm level.

Suggested Citation

  • Cui, Ying & Martins, Pedro S., 2021. "What drives social returns to education? A meta-analysis," World Development, Elsevier, vol. 148(C).
  • Handle: RePEc:eee:wdevel:v:148:y:2021:i:c:s0305750x21002667
    DOI: 10.1016/j.worlddev.2021.105651
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0305750X21002667
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.worlddev.2021.105651?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 look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Christopher Wheeler, 2007. "Do localization economies derive from human capital externalities?," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 41(1), pages 31-50, March.
    2. Glewwe, Paul & Maïga, Eugénie & Zheng, Haochi, 2014. "The Contribution of Education to Economic Growth: A Review of the Evidence, with Special Attention and an Application to Sub-Saharan Africa," World Development, Elsevier, vol. 59(C), pages 379-393.
    3. Moretti, Enrico, 2004. "Estimating the social return to higher education: evidence from longitudinal and repeated cross-sectional data," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 175-212.
    4. Pedro Martins & Yong Yang, 2009. "The impact of exporting on firm productivity: a meta-analysis of the learning-by-exporting hypothesis," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 145(3), pages 431-445, October.
    5. Mwangi S. Kimenyi & Germano Mwabu & Damiano Kulundu Manda, 2006. "Human Capital Externalities and Private Returns to Education in Kenya," Eastern Economic Journal, Eastern Economic Association, vol. 32(3), pages 493-513, Summer.
    6. Liu, Zhiqiang, 2007. "The external returns to education: Evidence from Chinese cities," Journal of Urban Economics, Elsevier, vol. 61(3), pages 542-564, May.
    7. Jeremy B. Rudd, 2000. "Empirical evidence on human capital spillovers," Finance and Economics Discussion Series 2000-46, Board of Governors of the Federal Reserve System (U.S.).
    8. Zhiqiang Liu, 2014. "Human capital externalities in cities: evidence from Chinese manufacturing firms," Journal of Economic Geography, Oxford University Press, vol. 14(3), pages 621-649.
    9. Bentsen, Kristian Hedeager & Munch, Jakob R. & Schaur, Georg, 2019. "Education spillovers within the workplace," Economics Letters, Elsevier, vol. 175(C), pages 57-59.
    10. Enrico Moretti, 2004. "Workers' Education, Spillovers, and Productivity: Evidence from Plant-Level Production Functions," American Economic Review, American Economic Association, vol. 94(3), pages 656-690, June.
    11. Sue Duval & Richard Tweedie, 2000. "Trim and Fill: A Simple Funnel-Plot–Based Method of Testing and Adjusting for Publication Bias in Meta-Analysis," Biometrics, The International Biometric Society, vol. 56(2), pages 455-463, June.
    12. Pedro Martins & Jim Jin, 2010. "Firm-level social returns to education," Journal of Population Economics, Springer;European Society for Population Economics, vol. 23(2), pages 539-558, March.
    13. Benos, Nikos & Zotou, Stefania, 2014. "Education and Economic Growth: A Meta-Regression Analysis," World Development, Elsevier, vol. 64(C), pages 669-689.
    14. Barro, Robert J. & Lee, Jong Wha, 2013. "A new data set of educational attainment in the world, 1950–2010," Journal of Development Economics, Elsevier, vol. 104(C), pages 184-198.
    15. Wagner, Alfred, 1891. "Marshall's Principles of Economics," History of Economic Thought Articles, McMaster University Archive for the History of Economic Thought, vol. 5, pages 319-338.
    16. repec:dau:papers:123456789/10593 is not listed on IDEAS
    17. Daniel Heuermann, 2011. "Human Capital Externalities in Western Germany," Spatial Economic Analysis, Taylor & Francis Journals, vol. 6(2), pages 139-165.
    18. Winters, John V., 2014. "STEM graduates, human capital externalities, and wages in the U.S," Regional Science and Urban Economics, Elsevier, vol. 48(C), pages 190-198.
    19. Anna Sokolova & Todd Sorensen, 2021. "Monopsony in Labor Markets: A Meta-Analysis," ILR Review, Cornell University, ILR School, vol. 74(1), pages 27-55, January.
    20. Rauch James E., 1993. "Productivity Gains from Geographic Concentration of Human Capital: Evidence from the Cities," Journal of Urban Economics, Elsevier, vol. 34(3), pages 380-400, November.
    21. Aniela Wirz, 2008. "Private returns to education versus education spill-over effects," Empirical Economics, Springer, vol. 34(2), pages 315-342, March.
    22. Cardoso, Ana Rute & Guimaraes, Paulo & Portugal, Pedro & Reis, Hugo, 2018. "The Returns to Schooling Unveiled," IZA Discussion Papers 11419, Institute of Labor Economics (IZA).
    23. Alberto Dalmazzo & Guido Blasio, 2007. "Production and consumption externalities of human capital: an empirical study for Italy," Journal of Population Economics, Springer;European Society for Population Economics, vol. 20(2), pages 359-382, April.
    24. Stefan P. T. Groot & Henri L. F. Groot, 2020. "Estimating the Skill Bias in Agglomeration Externalities and Social Returns to Education: Evidence from Dutch Matched Worker-Firm Micro-Data," De Economist, Springer, vol. 168(1), pages 53-78, March.
    25. Alberto Dalmazzo & Guido Blasio, 2007. "Social returns to education in Italian local labor markets," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 41(1), pages 51-69, March.
    26. Christophe Muller & Christophe Nordman, 2011. "Within-Firm Human Capital Externalities in Tunisia," Journal of Development Studies, Taylor & Francis Journals, vol. 47(4), pages 657-675.
    27. Susana Iranzo & Giovanni Peri, 2009. "Schooling Externalities, Technology, and Productivity: Theory and Evidence from U.S. States," The Review of Economics and Statistics, MIT Press, vol. 91(2), pages 420-431, May.
    28. Moretti, Enrico, 2004. "Human capital externalities in cities," Handbook of Regional and Urban Economics, in: J. V. Henderson & J. F. Thisse (ed.), Handbook of Regional and Urban Economics, edition 1, volume 4, chapter 51, pages 2243-2291, Elsevier.
    29. Wen Fan & Yuanyuan Ma & Liming Wang, 2015. "Do We Need More Public Investment in Higher Education? Estimating the External Returns to Higher Education in China," Asian Economic Papers, MIT Press, vol. 14(3), pages 88-104, Fall.
    30. Erik Canton, 2009. "Human Capital Externalities and Proximity: Evidence from Repeated Cross-Sectional Data," De Economist, Springer, vol. 157(1), pages 79-105, March.
    31. Bratti, Massimiliano & Leombruni, Roberto, 2014. "Local human capital externalities and wages at the firm level: Evidence from Italian manufacturing," Economics of Education Review, Elsevier, vol. 41(C), pages 161-175.
    32. Losina Purnastuti & Ruhul Salim, 2015. "Externalities and the Social Return to Education in Indonesia," Australian Journal of Labour Economics (AJLE), Bankwest Curtin Economics Centre (BCEC), Curtin Business School, vol. 18(1), pages 53-74.
    33. Antonio Ciccone & Giovanni Peri, 2006. "Identifying Human-Capital Externalities: Theory with Applications," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 73(2), pages 381-412.
    34. Michaud, Pierre-Carl & Vencatachellum, Desire, 2003. "Human Capital Externalities in South Africa," Economic Development and Cultural Change, University of Chicago Press, vol. 51(3), pages 603-628, April.
    35. László Czaller, 2017. "Increasing social returns to human capital: evidence from Hungarian regions," Regional Studies, Taylor & Francis Journals, vol. 51(3), pages 467-477, March.
    36. Kirby, Simon & Riley, Rebecca, 2008. "The external returns to education: UK evidence using repeated cross-sections," Labour Economics, Elsevier, vol. 15(4), pages 619-630, August.
    37. Lourens Broersma & Arjen J. E. Edzes & Jouke Van Dijk, 2016. "Human Capital Externalities: Effects for Low-Educated Workers and Low-Skilled Jobs," Regional Studies, Taylor & Francis Journals, vol. 50(10), pages 1675-1687, October.
    38. Harminder Battu & Clive R. Belfield & Peter J. Sloane, 2003. "Human Capital Spillovers within the Workplace: Evidence for Great Britain," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(5), pages 575-594, December.
    39. Sand, Benjamin M., 2013. "A re-examination of the social returns to education: Evidence from U.S. cities," Labour Economics, Elsevier, vol. 24(C), pages 97-106.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Havranek, Tomas & Kroupova, Katerina & Irsova, Zuzana, 2021. "Student Employment and Education: A Meta-Analysis," CEPR Discussion Papers 16550, C.E.P.R. Discussion Papers.
    2. Elisabete Nogueira & Sofia Gomes & João M. Lopes, 2022. "The Key to Sustainable Economic Development: A Triple Bottom Line Approach," Resources, MDPI, vol. 11(5), pages 1-18, May.
    3. Pan, Zheng & Luo, Yiyang, 2023. "Peers with special needs and students’ noncognitive performance: Evidence from China," Economic Modelling, Elsevier, vol. 125(C).

    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. Bratti, Massimiliano & Leombruni, Roberto, 2014. "Local human capital externalities and wages at the firm level: Evidence from Italian manufacturing," Economics of Education Review, Elsevier, vol. 41(C), pages 161-175.
    2. Paul Verstraten, 2018. "The scope of the external return to higher education," CPB Discussion Paper 381.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    3. Paul Verstraten, 2018. "The scope of the external return to higher education," CPB Discussion Paper 381, CPB Netherlands Bureau for Economic Policy Analysis.
    4. Liu, Shimeng & Yang, Xi, 2021. "Human capital externalities or consumption spillovers? The effect of high-skill human capital across low-skill labor markets," Regional Science and Urban Economics, Elsevier, vol. 87(C).
    5. Kristen Monaco & Steven Yamarik, 2015. "Are there human capital externalities in U.S. states? Evidence from the Current Population Survey," Economics Bulletin, AccessEcon, vol. 35(4), pages 2345-2362.
    6. Daniel Heuermann & Benedikt Halfdanarson & Jens Suedekum, 2010. "Human Capital Externalities and the Urban Wage Premium: Two Literatures and their Interrelations," Urban Studies, Urban Studies Journal Limited, vol. 47(4), pages 749-767, April.
    7. Uschi Backes-Gellner & Christian Rupietta & Simone N. Tuor Sartore, 2017. "Reverse educational spillovers at the firm level," Evidence-based HRM, Emerald Group Publishing Limited, vol. 5(1), pages 80-106, April.
    8. Bentsen, Kristian Hedeager & Munch, Jakob R. & Schaur, Georg, 2019. "Education spillovers within the workplace," Economics Letters, Elsevier, vol. 175(C), pages 57-59.
    9. Bratti, Massimiliano & Leombruni, Roberto, 2009. "Local Human Capital Externalities and Wages at the Firm Level: The Case of Italian Manufacturing," IZA Discussion Papers 4613, Institute of Labor Economics (IZA).
    10. Carlino, Gerald & Kerr, William R., 2015. "Agglomeration and Innovation," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 349-404, Elsevier.
    11. Winters, John V., 2011. "Human capital, higher education institutions, and quality of life," Regional Science and Urban Economics, Elsevier, vol. 41(5), pages 446-454, September.
    12. John V. Winters, 2013. "Human capital externalities and employment differences across metropolitan areas of the USA," Journal of Economic Geography, Oxford University Press, vol. 13(5), pages 799-822, September.
    13. Rosenthal, Stuart S. & Strange, William C., 2008. "The attenuation of human capital spillovers," Journal of Urban Economics, Elsevier, vol. 64(2), pages 373-389, September.
    14. Sivropoulos-Valero, Anna Alexandra, 2021. "Education and economic growth," LSE Research Online Documents on Economics 114434, London School of Economics and Political Science, LSE Library.
    15. John V. Winters, 2018. "Do higher levels of education and skills in an area benefit wider society?," IZA World of Labor, Institute of Labor Economics (IZA), pages 1-10, December.
    16. Möller, Joachim & Eppelsheimer, Johann, 2016. "The Wage Effects of Regional Brain Gain and Brain Drain Revisited," VfS Annual Conference 2016 (Augsburg): Demographic Change 145506, Verein für Socialpolitik / German Economic Association.
    17. Nicola Gennaioli & Rafael La Porta & Florencio Lopez-de-Silanes & Andrei Shleifer, 2013. "Human Capital and Regional Development," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(1), pages 105-164.
    18. Filiztekin, Alpay, 2011. "Social returns to education in a developing country," MPRA Paper 35124, University Library of Munich, Germany.
    19. Anna Valero, 2021. "Education and economic growth," CEP Discussion Papers dp1764, Centre for Economic Performance, LSE.
    20. Simone N. Tuor Sartore & Uschi Backes-Gellner, 2012. "Educational diversity and individual pay: The advantages of combining academic and VET graduates in the workplace," Economics of Education Working Paper Series 0078, University of Zurich, Department of Business Administration (IBW), revised Nov 2020.

    More about this item

    Keywords

    Returns to education; Education externalities;

    JEL classification:

    • I26 - Health, Education, and Welfare - - Education - - - Returns to Education
    • I28 - Health, Education, and Welfare - - Education - - - Government Policy
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • C36 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Instrumental Variables (IV) Estimation

    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:wdevel:v:148:y:2021:i:c:s0305750x21002667. 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/worlddev .

    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.