IDEAS home Printed from https://ideas.repec.org/a/kap/jecgro/v29y2024i3d10.1007_s10887-023-09239-3.html
   My bibliography  Save this article

Educational quality and disparities in income and growth across countries

Author

Listed:
  • Hanol Lee

    (Southwestern University of Finance and Economics)

  • Jong-Wha Lee

    (Korea University)

Abstract

We construct a comprehensive database of educational quality by cohort for 92 countries from 1970 to 2015 and analyze its impact on disparities in income and growth worldwide. To estimate educational quality, we utilize secondary students’ scores on international mathematics and science tests. Additionally, we impute unobserved test scores for individual countries in non-participating survey years. Wage regressions using individual earnings data reveal considerable returns to educational quality. We estimate human capital stock by incorporating differences in educational quantity and quality by age group across countries and over time. Our newly-constructed human capital dataset enabled us to explore the role of educational quality and human capital in understanding cross-country income disparities. The findings from development and growth accounting exercises indicated a discernible contribution of educational quality to per capita income and its growth rate.

Suggested Citation

  • Hanol Lee & Jong-Wha Lee, 2024. "Educational quality and disparities in income and growth across countries," Journal of Economic Growth, Springer, vol. 29(3), pages 361-389, September.
    • Handle: RePEc:kap:jecgro:v:29:y:2024:i:3:d:10.1007_s10887-023-09239-3
    DOI: 10.1007/s10887-023-09239-3
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10887-023-09239-3
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1007/s10887-023-09239-3?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. Rodolfo E. Manuelli & Ananth Seshadri, 2014. "Human Capital and the Wealth of Nations," American Economic Review, American Economic Association, vol. 104(9), pages 2736-2762, September.
    2. Eric Hanushek & Ludger Woessmann, 2012. "Do better schools lead to more growth? Cognitive skills, economic outcomes, and causation," Journal of Economic Growth, Springer, vol. 17(4), pages 267-321, December.
    3. Andrés Erosa & Tatyana Koreshkova & Diego Restuccia, 2010. "How Important Is Human Capital? A Quantitative Theory Assessment of World Income Inequality," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 77(4), pages 1421-1449.
    4. Caselli, Francesco, 2005. "Accounting for Cross-Country Income Differences," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 9, pages 679-741, Elsevier.
    5. Robert E. Hall & Charles I. Jones, 1999. "Why do Some Countries Produce So Much More Output Per Worker than Others?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(1), pages 83-116.
    6. Hanushek, Eric A. & Woessmann, Ludger, 2011. "The Economics of International Differences in Educational Achievement," Handbook of the Economics of Education, in: Erik Hanushek & Stephen Machin & Ludger Woessmann (ed.), Handbook of the Economics of Education, edition 1, volume 3, chapter 2, pages 89-200, Elsevier.
    7. Robert C. Feenstra & Robert Inklaar & Marcel P. Timmer, 2015. "The Next Generation of the Penn World Table," American Economic Review, American Economic Association, vol. 105(10), pages 3150-3182, October.
    8. Jong–Wha Lee & Robert J. Barro, 2001. "Schooling Quality in a Cross–Section of Countries," Economica, London School of Economics and Political Science, vol. 68(272), pages 465-488, November.
    9. Li, Qing & Sweetman, Arthur, 2014. "The quality of immigrant source country educational outcomes: Do they matter in the receiving country?," Labour Economics, Elsevier, vol. 26(C), pages 81-93.
    10. Lee, Jong-Wha & Lee, Hanol, 2016. "Human capital in the long run," Journal of Development Economics, Elsevier, vol. 122(C), pages 147-169.
    11. David Lagakos & Benjamin Moll & Tommaso Porzio & Nancy Qian & Todd Schoellman, 2018. "Life Cycle Wage Growth across Countries," Journal of Political Economy, University of Chicago Press, vol. 126(2), pages 797-849.
    12. Todd Schoellman, 2012. "Education Quality and Development Accounting," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(1), pages 388-417.
    13. Kaarsen, Nicolai, 2014. "Cross-country differences in the quality of schooling," Journal of Development Economics, Elsevier, vol. 107(C), pages 215-224.
    14. Noam Angrist & Simeon Djankov & Pinelopi K. Goldberg & Harry A. Patrinos, 2021. "Measuring human capital using global learning data," Nature, Nature, vol. 592(7854), pages 403-408, April.
    15. Sendhil Mullainathan & Jann Spiess, 2017. "Machine Learning: An Applied Econometric Approach," Journal of Economic Perspectives, American Economic Association, vol. 31(2), pages 87-106, Spring.
    16. repec:bla:econom:v:68:y:2001:i:272:p:465-88 is not listed on IDEAS
    17. Altinok, Nadir & Murseli, Hatidje, 2007. "International database on human capital quality," Economics Letters, Elsevier, vol. 96(2), pages 237-244, August.
    18. Jacob A. Mincer, 1974. "Introduction to "Schooling, Experience, and Earnings"," NBER Chapters, in: Schooling, Experience, and Earnings, pages 1-4, National Bureau of Economic Research, Inc.
    19. Filmer, Deon & Rogers, Halsey & Angrist, Noam & Sabarwal, Shwetlena, 2020. "Learning-adjusted years of schooling (LAYS): Defining a new macro measure of education," Economics of Education Review, Elsevier, vol. 77(C).
    20. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    21. Casey B. Mulligan, 1999. "Galton versus the Human Capital Approach to Inheritance," Journal of Political Economy, University of Chicago Press, vol. 107(S6), pages 184-224, December.
    22. Card, David & Krueger, Alan B, 1992. "Does School Quality Matter? Returns to Education and the Characteristics of Public Schools in the United States," Journal of Political Economy, University of Chicago Press, vol. 100(1), pages 1-40, February.
    23. Eric A. Hanushek & Jens Ruhose & Ludger Woessmann, 2017. "Knowledge Capital and Aggregate Income Differences: Development Accounting for US States," American Economic Journal: Macroeconomics, American Economic Association, vol. 9(4), pages 184-224, October.
    24. Nadir Altinok & Claude Diebolt & Jean-Luc Demeulemeester, 2014. "A new international database on education quality: 1965--2010," Applied Economics, Taylor & Francis Journals, vol. 46(11), pages 1212-1247, April.
    25. Bertoli, Simone & Stillman, Steven, 2019. "All that glitters is not gold: Wages and education for US immigrants," Labour Economics, Elsevier, vol. 61(C).
    26. Bernt Bratsberg, 2002. "School Quality and Returns to Education of U.S. Immigrants," Economic Inquiry, Western Economic Association International, vol. 40(2), pages 177-198, April.
    27. Eric A. Hanushek & Ludger Woessmann, 2008. "The Role of Cognitive Skills in Economic Development," Journal of Economic Literature, American Economic Association, vol. 46(3), pages 607-668, September.
    28. Susan Athey & Guido W. Imbens, 2019. "Machine Learning Methods That Economists Should Know About," Annual Review of Economics, Annual Reviews, vol. 11(1), pages 685-725, August.
    29. Athey, Susan & Imbens, Guido W., 2019. "Machine Learning Methods Economists Should Know About," Research Papers 3776, Stanford University, Graduate School of Business.
    30. Lutz Hendricks, 2002. "How Important Is Human Capital for Development? Evidence from Immigrant Earnings," American Economic Review, American Economic Association, vol. 92(1), pages 198-219, March.
    31. David Lagakos & Benjamin Moll & Tommaso Porzio & Nancy Qian & Todd Schoellman, 2018. "Life-Cycle Human Capital Accumulation across Countries: Lessons from US Immigrants," Journal of Human Capital, University of Chicago Press, vol. 12(2), pages 305-342.
    32. 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.
    33. Lutz Hendricks & Todd Schoellman, 2018. "Human Capital and Development Accounting: New Evidence from Wage Gains at Migration," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(2), pages 665-700.
    34. Peter J. Klenow & Andrés Rodríguez-Clare, 1997. "The Neoclassical Revival in Growth Economics: Has It Gone Too Far?," NBER Chapters, in: NBER Macroeconomics Annual 1997, Volume 12, pages 73-114, National Bureau of Economic Research, Inc.
    35. Peter J. Klenow & Mark Bils, 2000. "Does Schooling Cause Growth?," American Economic Review, American Economic Association, vol. 90(5), pages 1160-1183, December.
    36. Benjamin F. Jones, 2014. "The Human Capital Stock: A Generalized Approach," American Economic Review, American Economic Association, vol. 104(11), pages 3752-3777, November.
    37. Jacob A. Mincer, 1974. "Schooling, Experience, and Earnings," NBER Books, National Bureau of Economic Research, Inc, number minc74-1, February.
    38. Jerik Hanushek & Dennis Kimko, 2006. "Schooling, Labor-force Quality, and the Growth of Nations," Voprosy obrazovaniya / Educational Studies Moscow, National Research University Higher School of Economics, issue 1, pages 154-193.
    39. Barro, Robert J. & Lee, Jong-Wha, 2015. "Education Matters: Global Schooling Gains from the 19th to the 21st Century," OUP Catalogue, Oxford University Press, number 9780199379231.
    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. Campbell, Susanna G. & Üngör, Murat, 2020. "Revisiting human capital and aggregate income differences," Economic Modelling, Elsevier, vol. 91(C), pages 43-64.
    2. Eric A. Hanushek & Jens Ruhose & Ludger Woessmann, 2017. "Knowledge Capital and Aggregate Income Differences: Development Accounting for US States," American Economic Journal: Macroeconomics, American Economic Association, vol. 9(4), pages 184-224, October.
    3. Eric A. Hanushek & Jens Ruhose & Ludger Woessmann, 2015. "Human Capital Quality and Aggregate Income Differences: Development Accounting for U.S. States," CESifo Working Paper Series 5411, CESifo.
    4. Remi Jedwab & Paul Romer & Asif M. Islam & Roberto Samaniego, 2023. "Human Capital Accumulation at Work: Estimates for the World and Implications for Development," American Economic Journal: Macroeconomics, American Economic Association, vol. 15(3), pages 191-223, July.
    5. Ángel de la Fuente & Rafael Doménech, 2024. "Cross‐country data on skills and the quality of schooling: A selective survey," Journal of Economic Surveys, Wiley Blackwell, vol. 38(1), pages 3-26, February.
    6. Rossi,Federico, 2018. "Human Capital and Macro-Economic Development : A Review of the Evidence," Policy Research Working Paper Series 8650, The World Bank.
    7. Ana Hidalgo-Cabrillana & Zoë Kuehn & Cristina Lopez-Mayan, 2017. "Development accounting using PIAAC data," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 8(4), pages 373-399, November.
    8. Lee, Jong-Wha & Lee, Hanol, 2016. "Human capital in the long run," Journal of Development Economics, Elsevier, vol. 122(C), pages 147-169.
    9. Altinok, Nadir & Aydemir, Abdurrahman, 2017. "Does one size fit all? The impact of cognitive skills on economic growth," Journal of Macroeconomics, Elsevier, vol. 53(C), pages 176-190.
    10. Kaarsen, Nicolai, 2014. "Cross-country differences in the quality of schooling," Journal of Development Economics, Elsevier, vol. 107(C), pages 215-224.
    11. David Lagakos & Benjamin Moll & Tommaso Porzio & Nancy Qian & Todd Schoellman, 2018. "Life-Cycle Human Capital Accumulation across Countries: Lessons from US Immigrants," Journal of Human Capital, University of Chicago Press, vol. 12(2), pages 305-342.
    12. Nadir Altinok & Claude Diebolt, 2024. "Cliometrics of learning-adjusted years of schooling: evidence from a new dataset," Cliometrica, Springer;Cliometric Society (Association Francaise de Cliométrie), vol. 18(3), pages 691-764, September.
    13. Lutz Hendricks & Todd Schoellman, 2018. "Human Capital and Development Accounting: New Evidence from Wage Gains at Migration," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(2), pages 665-700.
    14. Slichter, David & Taveras, Elisa & Monge, Daniela, 2021. "The Skills of Rich and Poor Country Workers," MPRA Paper 106050, University Library of Munich, Germany.
    15. Gust, Sarah & Hanushek, Eric A. & Woessmann, Ludger, 2024. "Global universal basic skills: Current deficits and implications for world development," Journal of Development Economics, Elsevier, vol. 166(C).
    16. Caselli, Francesco & Ciccone, Antonio, 2013. "The contribution of schooling in development accounting: Results from a nonparametric upper bound," Journal of Development Economics, Elsevier, vol. 104(C), pages 199-211.
    17. German Cubas & B. Ravikumar & Gustavo Ventura, 2016. "Talent, Labor Quality, and Economic Development," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 21, pages 160-181, July.
    18. Paolo Martellini & Todd Schoellman & Jason Sockin, 2024. "The Global Distribution of College Graduate Quality," Journal of Political Economy, University of Chicago Press, vol. 132(2), pages 434-483.
    19. Jones, C.I., 2016. "The Facts of Economic Growth," Handbook of Macroeconomics, in: J. B. Taylor & Harald Uhlig (ed.), Handbook of Macroeconomics, edition 1, volume 2, chapter 0, pages 3-69, Elsevier.
    20. Tamura, Robert & Dwyer, Jerry & Devereux, John & Baier, Scott, 2019. "Economic growth in the long run," Journal of Development Economics, Elsevier, vol. 137(C), pages 1-35.

    More about this item

    Keywords

    Educational quality; Human capital; Test score; Development accounting; Return to education;
    All these keywords.

    JEL classification:

    • C8 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs
    • I25 - Health, Education, and Welfare - - Education - - - Education and Economic Development
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • O15 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Economic Development: Human Resources; Human Development; Income Distribution; Migration

    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:kap:jecgro:v:29:y:2024:i:3:d:10.1007_s10887-023-09239-3. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.