IDEAS home Printed from https://ideas.repec.org/a/eee/jcecon/v50y2022i4p1036-1067.html
   My bibliography  Save this article

Measuring human capital in middle income countries

Author

Listed:
  • Demirgüç-Kunt, Asli
  • Torre, Iván

Abstract

This paper develops an indicator that measures the level of human capital to address the specific education and health challenges faced by middle income countries. We apply this indicator to countries in Europe and Central Asia, where productive employment requires skills that are more prevalent among higher education graduates, and where good health is associated to low levels of adult health risk factors. The Europe and Central Asia Human Capital Index (ECA-HCI) extends the World Bank's Human Capital Index by adding a measure of quality-adjusted years of higher education to the original education component, and it includes the prevalence of three adult health risk factors—obesity, smoking, and heavy drinking—as an additional proxy for latent health status. The results show that children born today in the average country in Europe and Central Asia will be almost half as productive as they would have had they reached the benchmark of complete education and full health. Countries with good basic education outcomes do not necessarily have good higher education outcomes, and high prevalence of adult health risk factors can offset good education indicators. This extension of the Human Capital Index could also be useful for assessing the state of human capital in middle-income countries in general.

Suggested Citation

  • Demirgüç-Kunt, Asli & Torre, Iván, 2022. "Measuring human capital in middle income countries," Journal of Comparative Economics, Elsevier, vol. 50(4), pages 1036-1067.
  • Handle: RePEc:eee:jcecon:v:50:y:2022:i:4:p:1036-1067
    DOI: 10.1016/j.jce.2022.05.007
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0147596722000373
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jce.2022.05.007?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. Aart Kraay, 2019. "The World Bank Human Capital Index: A Guide," The World Bank Research Observer, World Bank, vol. 34(1), pages 1-33.
    2. van Ours, Jan C., 2002. "A pint a day raises a man's pay; but smoking blows that gain away," IZA Discussion Papers 473, Institute of Labor Economics (IZA).
    3. Prashant Loyalka & Ou Lydia Liu & Guirong Li & Igor Chirikov & Elena Kardanova & Lin Gu & Guangming Ling & Ningning Yu & Fei Guo & Liping Ma & Shangfeng Hu & Angela Sun Johnson & Ashutosh Bhuradia & S, 2019. "Computer science skills across China, India, Russia, and the United States," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 116(14), pages 6732-6736, April.
    4. Claudio E. Montenegro & Harry Anthony Patrinos, 2014. "Comparable Estimates of Returns to Schooling Around the World," Working Papers wp390, University of Chile, Department of Economics.
    5. Raj Chetty & John N. Friedman & Emmanuel Saez & Nicholas Turner & Danny Yagan, 2017. "Mobility Report Cards: The Role of Colleges in Intergenerational Mobility," NBER Working Papers 23618, National Bureau of Economic Research, Inc.
    6. 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.
    7. Petri Böckerman & John Cawley & Jutta Viinikainen & Terho Lehtimäki & Suvi Rovio & Ilkka Seppälä & Jaakko Pehkonen & Olli Raitakari, 2019. "The effect of weight on labor market outcomes: An application of genetic instrumental variables," Health Economics, John Wiley & Sons, Ltd., vol. 28(1), pages 65-77, January.
    8. Brunello, Giorgio & D'Hombres, Beatrice, 2007. "Does body weight affect wages?: Evidence from Europe," Economics & Human Biology, Elsevier, vol. 5(1), pages 1-19, March.
    9. 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).
    10. Hanushek, Eric A. & Schwerdt, Guido & Wiederhold, Simon & Woessmann, Ludger, 2015. "Returns to skills around the world: Evidence from PIAAC," European Economic Review, Elsevier, vol. 73(C), pages 103-130.
    11. Susan Averett & Sanders Korenman, 1996. "The Economic Reality of the Beauty Myth," Journal of Human Resources, University of Wisconsin Press, vol. 31(2), pages 304-330.
    12. Kupets, Olga, 2016. "Education-job mismatch in Ukraine: Too many people with tertiary education or too many jobs for low-skilled?," Journal of Comparative Economics, Elsevier, vol. 44(1), pages 125-147.
    13. Pennings,Steven Michael, 2020. "The Utilization-adjusted Human Capital Index (UHCI)," Policy Research Working Paper Series 9375, The World Bank.
    14. Stacy B. Dale & Alan B. Krueger, 2014. "Estimating the Effects of College Characteristics over the Career Using Administrative Earnings Data," Journal of Human Resources, University of Wisconsin Press, vol. 49(2), pages 323-358.
    15. Lars Sondergaard & Mamta Murthi & Dina Abu-Ghaida & Christian Bodewig & Jan Rutkowski, 2012. "Skills, Not Just Diplomas : Managing Education for Results in Eastern Europe and Central Asia," World Bank Publications - Books, The World Bank Group, number 2368.
    16. Patrinos,Harry Anthony & Angrist,Noam, 2018. "Global Dataset on Education Quality : A Review and Update (2000-2017)," Policy Research Working Paper Series 8592, The World Bank.
    17. John Cawley & Markus M. Grabka & Dean R. Lillard, 2005. "A Comparison of the Relationship between Obesity and Earnings in the U.S. and Germany," Schmollers Jahrbuch : Journal of Applied Social Science Studies / Zeitschrift für Wirtschafts- und Sozialwissenschaften, Duncker & Humblot, Berlin, vol. 125(1), pages 119-129.
    18. Stacy Berg Dale & Alan B. Krueger, 2002. "Estimating the Payoff to Attending a More Selective College: An Application of Selection on Observables and Unobservables," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(4), pages 1491-1527.
    19. Mullahy, John & Sindelar, Jody L, 1993. "Alcoholism, Work, and Income," Journal of Labor Economics, University of Chicago Press, vol. 11(3), pages 494-520, July.
    20. Michael Lokshin & Kathleen Beegle, 2011. "Chapter 6 Foregone Earnings from Smoking: Evidence for a Developing Country," Research in Labor Economics, in: Research in Labor Economics, pages 209-238, Emerald Group Publishing Limited.
    21. Rodney J. Andrews & Jing Li & Michael F. Lovenheim, 2016. "Quantile Treatment Effects of College Quality on Earnings," Journal of Human Resources, University of Wisconsin Press, vol. 51(1), pages 200-238.
    22. Dsouza,Ritika & Gatti,Roberta V. & Kraay,Aart C., 2019. "A Socioeconomic Disaggregation of the World Bank Human Capital Index," Policy Research Working Paper Series 9020, The World Bank.
    23. Brendan Kline & Justin L. Tobias, 2008. "The wages of BMI: Bayesian analysis of a skewed treatment-response model with nonparametric endogeneity," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 23(6), pages 767-793.
    24. Hanushek, Eric A. & Woessmann, Ludger, 2012. "Schooling, educational achievement, and the Latin American growth puzzle," Journal of Development Economics, Elsevier, vol. 99(2), pages 497-512.
    25. Dominic J. Brewer & Eric R. Eide & Ronald G. Ehrenberg, 1999. "Does It Pay to Attend an Elite Private College? Cross-Cohort Evidence on the Effects of College Type on Earnings," Journal of Human Resources, University of Wisconsin Press, vol. 34(1), pages 104-123.
    26. Owen Smith & Son Nam Nguyen, 2013. "Getting Better : Improving Health System Outcomes in Europe and Central Asia," World Bank Publications - Books, The World Bank Group, number 13832.
    27. van Ours, Jan C., 2004. "A pint a day raises a man's pay; but smoking blows that gain away," Journal of Health Economics, Elsevier, vol. 23(5), pages 863-886, September.
    28. Vivian Hamilton & Barton H. Hamilton, 1997. "Alcohol and Earnings: Does Drinking Yield a Wage Premium," Canadian Journal of Economics, Canadian Economics Association, vol. 30(1), pages 135-151, February.
    29. Sloan, F.A. & Grossman, D.S., 2011. "Alcohol consumption in early adulthood and schooling completed and labor market outcomes at midlife by race and gender," American Journal of Public Health, American Public Health Association, vol. 101(11), pages 2093-2101.
    30. Garry F. Barrett, 2002. "The Effect of Alcohol Consumption on Earnings," The Economic Record, The Economic Society of Australia, vol. 78(240), pages 79-96, March.
    31. repec:eme:rlec11:s0147-9121(2011)0000033009 is not listed on IDEAS
    32. Zarkin, Gary A. & French, Michael T. & Mroz, Thomas & Bray, Jeremy W., 1998. "Alcohol use and wages: New results from the national household survey on drug abuse," Journal of Health Economics, Elsevier, vol. 17(1), pages 53-68, January.
    33. Irina B. Grafova & Frank P. Stafford, 2009. "The Wage Effects of Personal Smoking History," ILR Review, Cornell University, ILR School, vol. 62(3), pages 381-393, April.
    34. Phillip B. Levine & Tara A. Gustafson & Ann D. Velenchik, 1997. "More Bad News for Smokers? The Effects of Cigarette Smoking on Wages," ILR Review, Cornell University, ILR School, vol. 50(3), pages 493-509, April.
    35. M. Christopher Auld, 2005. "Smoking, Drinking, and Income," Journal of Human Resources, University of Wisconsin Press, vol. 40(2).
    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. 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.
    2. Barbara Dañska-Borsiak, 2023. "Human capital convergence in European NUTS 2 regions," Equilibrium. Quarterly Journal of Economics and Economic Policy, Institute of Economic Research, vol. 18(2), pages 367-392, June.
    3. Qiong Xu & Xin Li & Fei Guo, 2023. "Digital transformation and environmental performance: Evidence from Chinese resource‐based enterprises," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(4), pages 1816-1840, July.

    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. Maryam Dilmaghani, 2022. "The link between smoking, drinking and wages: Health, workplace social capital or discrimination?," Industrial Relations Journal, Wiley Blackwell, vol. 53(2), pages 160-183, March.
    2. Daiji Kawaguchi & Jungmin Lee & Ming‐Jen Lin & Izumi Yokoyama, 2023. "Is Asian flushing syndrome a disadvantage in the labor market?," Health Economics, John Wiley & Sons, Ltd., vol. 32(7), pages 1478-1503, July.
    3. Pinka Chatterji & Jeffrey DeSimone, 2006. "High School Alcohol Use and Young Adult Labor Market Outcomes," NBER Working Papers 12529, National Bureau of Economic Research, Inc.
    4. Jenny Lye & Joe Hirschberg, 2010. "Alcohol Consumption And Human Capital: A Retrospective Study Of The Literature," Journal of Economic Surveys, Wiley Blackwell, vol. 24(2), pages 309-338, April.
    5. Chatterji, Pinka & Alegria, Margarita & Takeuchi, David, 2011. "Psychiatric disorders and labor market outcomes: Evidence from the National Comorbidity Survey-Replication," Journal of Health Economics, Elsevier, vol. 30(5), pages 858-868.
    6. Petri Böckerman & Ari Hyytinen & Terhi Maczulskij, 2017. "Alcohol Consumption and Long‐Term Labor Market Outcomes," Health Economics, John Wiley & Sons, Ltd., vol. 26(3), pages 275-291, March.
    7. John Cawley & Johanna Catherine Maclean, 2012. "Unfit For Service: The Implications Of Rising Obesity For Us Military Recruitment," Health Economics, John Wiley & Sons, Ltd., vol. 21(11), pages 1348-1366, November.
    8. Lång, Elisabeth & Nystedt, Paul, 2018. "Blowing up money? The earnings penalty of smoking in the 1970s and the 21st century," Journal of Health Economics, Elsevier, vol. 60(C), pages 39-52.
    9. Cowan, Benjamin W., 2011. "Forward-thinking teens: The effects of college costs on adolescent risky behavior," Economics of Education Review, Elsevier, vol. 30(5), pages 813-825, October.
    10. Jenny Lye & Joe Hirschberg, 2004. "Alcohol consumption, smoking and wages," Applied Economics, Taylor & Francis Journals, vol. 36(16), pages 1807-1817.
    11. Marcela V. Parada‐Contzen, 2019. "The Value of a Statistical Life for Risk‐Averse and Risk‐Seeking Individuals," Risk Analysis, John Wiley & Sons, vol. 39(11), pages 2369-2390, November.
    12. Vidhura Tennekoon & Robert Rosenman, 2013. "Bias in Measuring Smoking Behavior," Working Papers 2013-10, School of Economic Sciences, Washington State University.
    13. Marlon P. Mundt & Michael T. French, 2013. "Adolescent alcohol use, sociability and income as a young adult," Applied Economics, Taylor & Francis Journals, vol. 45(23), pages 3329-3339, August.
    14. Ermakov, Stepan, 2012. "The impact of smoking intensity on wages in Russia," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 25(1), pages 70-94.
    15. Hillebrandt, Marc-André, 2022. "Impact of changes in relationship status on smoking behavior and body weight," Economics & Human Biology, Elsevier, vol. 44(C).
    16. Haque, Samiul & Abedin, Naveen & Fakir, Adnan M. S. & Hannan, Rafe & Alam, Rafa, 2019. "Effects of smoking on agricultural productivity," 2019 Annual Meeting, July 21-23, Atlanta, Georgia 291149, Agricultural and Applied Economics Association.
    17. Campbell, Susanna G. & Üngör, Murat, 2020. "Revisiting human capital and aggregate income differences," Economic Modelling, Elsevier, vol. 91(C), pages 43-64.
    18. Palali, Ali, 2015. "Early Smoking, Education, and Labor Market Performance," Discussion Paper 2015-033, Tilburg University, Center for Economic Research.
    19. Cowan, Benjamin & Schwab, Benjamin, 2011. "The incidence of the healthcare costs of smoking," Journal of Health Economics, Elsevier, vol. 30(5), pages 1094-1102.
    20. Vasilios Kosteas, 2012. "The Effect of Exercise on Earnings: Evidence from the NLSY," Journal of Labor Research, Springer, vol. 33(2), pages 225-250, June.

    More about this item

    Keywords

    Human capital; Education; Health; Europe and Central Asia;
    All these keywords.

    JEL classification:

    • I1 - Health, Education, and Welfare - - Health
    • I2 - Health, Education, and Welfare - - Education
    • O1 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development
    • O4 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity

    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:jcecon:v:50:y:2022:i:4:p:1036-1067. 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/inca/622864 .

    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.