IDEAS home Printed from https://ideas.repec.org/p/uam/wpaper/201702.html
   My bibliography  Save this paper

Development accounting using PIAAC data

Author

Listed:
  • Hidalgo-Cabrillana, Ana.

    (Departamento de Análisis Económico (Teoría e Historia Económica). Universidad Autónoma de Madrid.)

  • Kuehn, Zoë.

    (Departamento de Análisis Económico (Teoría e Historia Económica). Universidad Autónoma de Madrid.)

  • López-Mayan, Cristina.

    (Euncet Business School, Universidad Autónoma de Barcelona)

Abstract

We carry out a classical development accounting exercise using data from the Programme for the International Assessment of Adult Competencies" (PIAAC). PIACC data, available for 30 upper-middle and high-income countries and nationally representative for the working-age population, allow us to construct a multi- dimensional measure for the stock of human capital in each country, taking into account years of schooling, job experience, cognitive skills, on-the-job-training, and health. Individual level PIAAC data for the US are then used to estimate the weight of each dimension in the human capital composite by running Mincerian wage regressions. We find that differences in physical capital together with our broad measure of human capital account for 41% of the variance in output per worker, compared to only 27% when proxying human capital by average years of schooling only. Differences in cognitive skills play the largest role while experience and health are of lesser importance.

Suggested Citation

  • Hidalgo-Cabrillana, Ana. & Kuehn, Zoë. & López-Mayan, Cristina., 2017. "Development accounting using PIAAC data," Working Papers in Economic Theory 2017/02, Universidad Autónoma de Madrid (Spain), Department of Economic Analysis (Economic Theory and Economic History).
  • Handle: RePEc:uam:wpaper:201702
    as

    Download full text from publisher

    File URL: http://www.uam.es/departamentos/economicas/analecon/especifica/mimeo/wp20172.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    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. 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.
    4. 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.
    5. Coen Teulings & Thijs van Rens, 2008. "Education, Growth, and Income Inequality," The Review of Economics and Statistics, MIT Press, vol. 90(1), pages 89-104, February.
    6. Daron Acemoglu & Simon Johnson, 2007. "Disease and Development: The Effect of Life Expectancy on Economic Growth," Journal of Political Economy, University of Chicago Press, vol. 115(6), pages 925-985, December.
    7. (*), Nigel Rice & Paul Contoyannis, 2001. "The impact of health on wages: Evidence from the British Household Panel Survey," Empirical Economics, Springer, vol. 26(4), pages 599-622.
    8. Todd Schoellman, 2012. "Education Quality and Development Accounting," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(1), pages 388-417.
    9. David Card, 2009. "Immigration and Inequality," American Economic Review, American Economic Association, vol. 99(2), pages 1-21, May.
    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. George Psacharopoulos & Harry Anthony Patrinos, 2004. "Returns to investment in education: a further update," Education Economics, Taylor & Francis Journals, vol. 12(2), pages 111-134.
    12. Josep Pijoan-Mas & José-Víctor Ríos-Rull, 2014. "Heterogeneity in Expected Longevities," Demography, Springer;Population Association of America (PAA), vol. 51(6), pages 2075-2102, December.
    13. Lorraine Dearden & Howard Reed & John Van Reenen, 2006. "The Impact of Training on Productivity and Wages: Evidence from British Panel Data," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 68(4), pages 397-421, August.
    14. Douglas Gollin, 2002. "Getting Income Shares Right," Journal of Political Economy, University of Chicago Press, vol. 110(2), pages 458-474, April.
    15. Robert Jäckle & Oliver Himmler, 2010. "Health and Wages: Panel Data Estimates Considering Selection and Endogeneity," Journal of Human Resources, University of Wisconsin Press, vol. 45(2).
    16. 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.
    17. 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.
    18. 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.
    19. Maria Cubel & Ana Nuevo‐Chiquero & Santiago Sanchez‐Pages & Marian Vidal‐Fernandez, 2016. "Do Personality Traits Affect Productivity? Evidence from the Laboratory," Economic Journal, Royal Economic Society, vol. 0(592), pages 654-681, May.
    20. Francine D. Blau & Lawrence M. Kahn, 2005. "Do Cognitive Test Scores Explain Higher U.S. Wage Inequality?," The Review of Economics and Statistics, MIT Press, vol. 87(1), pages 184-193, February.
    21. Antonio Ciccone & Giovanni Peri, 2005. "Long-Run Substitutability Between More and Less Educated Workers: Evidence from U.S. States, 1950-1990," The Review of Economics and Statistics, MIT Press, vol. 87(4), pages 652-663, November.
    22. Benjamin F. Jones, 2014. "The Human Capital Stock: A Generalized Approach," American Economic Review, American Economic Association, vol. 104(11), pages 3752-3777, November.
    23. Gauri Kartini Shastry & David N. Weil, 2003. "How Much of Cross-Country Income Variation is Explained By Health?," Journal of the European Economic Association, MIT Press, vol. 1(2-3), pages 387-396, 04/05.
    24. Caselli, Francesco, 2005. "Accounting for cross-country income differences," LSE Research Online Documents on Economics 5266, London School of Economics and Political Science, LSE Library.
    25. Per Krusell & Lee E. Ohanian & JosÈ-Victor RÌos-Rull & Giovanni L. Violante, 2000. "Capital-Skill Complementarity and Inequality: A Macroeconomic Analysis," Econometrica, Econometric Society, vol. 68(5), pages 1029-1054, September.
    26. 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.
    27. 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.
    28. David Lagakos & Benjamin Moll & Tommaso Porzio & Nancy Qian, 2012. "Experience Matters: Human Capital and Development Accounting," Working Papers 2012-021, Human Capital and Economic Opportunity Working Group.
    29. Chang-Tai Hsieh & Peter J. Klenow, 2010. "Development Accounting," American Economic Journal: Macroeconomics, American Economic Association, vol. 2(1), pages 207-223, January.
    30. Maria Cubel & Ana Nuevo-Chiquero & Santiago Sanchez-Pages & Marian Vidal-Fernandez, 2014. "Do Personality Traits Affect Productivity? Evidence from the Lab," Working Papers 2014012, The University of Sheffield, Department of Economics.
    31. Eric A. Hanushek & Lei Zhang, 2006. "Quality-Consistent Estimates of International Returns to Skill," NBER Working Papers 12664, National Bureau of Economic Research, Inc.
    32. Caselli, Francesco, 2005. "Accounting for cross-country income differences," LSE Research Online Documents on Economics 3567, London School of Economics and Political Science, LSE Library.
    33. Francesco Caselli & Wilbur John Coleman II, 2006. "The World Technology Frontier," American Economic Review, American Economic Association, vol. 96(3), pages 499-522, June.
    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. Benjamin Moll, 2012. "Experience Matters for Development Accounting," 2012 Meeting Papers 423, Society for Economic Dynamics.
    36. Robert J. Barro, 2001. "Human Capital and Growth," American Economic Review, American Economic Association, vol. 91(2), pages 12-17, May.
    37. Eric A. Hanushek & Lei Zhang, 2009. "Quality-Consistent Estimates of International Schooling and Skill Gradients," Journal of Human Capital, University of Chicago Press, vol. 3(2), pages 107-143.
    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. Rossi,Federico, 2018. "Human Capital and Macro-Economic Development : A Review of the Evidence," Policy Research Working Paper Series 8650, The World Bank.
    2. Stijepic, Damir, 2021. "A cross-country study of skills and unemployment flows," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 55, pages 1-9.
    3. Chyul-Young Jyung & Yoowoo Lee & Sunyoung Park & Eunhye Cho & Romi Choi, 2020. "Factors Affecting Employees’ Problem-Solving Skills in Technology-Rich Environments in Japan and Korea," Sustainability, MDPI, vol. 12(17), pages 1-16, August.
    4. Obiols-Homs, F. & Sánchez-Marcos, V., 2018. "Education outcomes and the labor market," Labour Economics, Elsevier, vol. 54(C), pages 14-28.
    5. Campbell, Susanna G. & Üngör, Murat, 2020. "Revisiting human capital and aggregate income differences," Economic Modelling, Elsevier, vol. 91(C), pages 43-64.

    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, 2015. "Human Capital Quality and Aggregate Income Differences: Development Accounting for U.S. States," CESifo Working Paper Series 5411, CESifo.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. Rossi,Federico, 2018. "Human Capital and Macro-Economic Development : A Review of the Evidence," Policy Research Working Paper Series 8650, The World Bank.
    8. 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.
    9. Lee, Jong-Wha & Lee, Hanol, 2016. "Human capital in the long run," Journal of Development Economics, Elsevier, vol. 122(C), pages 147-169.
    10. Slichter, David & Taveras, Elisa & Monge, Daniela, 2021. "The Skills of Rich and Poor Country Workers," MPRA Paper 106050, University Library of Munich, Germany.
    11. David Lagakos & Benjamin Moll & Tommaso Porzio & Nancy Qian, 2012. "Experience Matters: Human Capital and Development Accounting," Working Papers 2012-021, Human Capital and Economic Opportunity Working Group.
    12. 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.
    13. 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.
    14. Growiec, Jakub & Groth, Christian, 2015. "On aggregating human capital across heterogeneous cohorts," Mathematical Social Sciences, Elsevier, vol. 78(C), pages 21-38.
    15. Kaarsen, Nicolai, 2014. "Cross-country differences in the quality of schooling," Journal of Development Economics, Elsevier, vol. 107(C), pages 215-224.
    16. Jerzmanowski, Michal & Tamura, Robert, 2019. "Directed technological change & cross-country income differences: A quantitative analysis," Journal of Development Economics, Elsevier, vol. 141(C).
    17. 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.
    18. Douglas Gollin & David Lagakos & Michael E. Waugh, 2014. "The Agricultural Productivity Gap," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(2), pages 939-993.
    19. Mike Waugh & David Lagakos & Doug Gollin, 2011. "The Agricultural Productivity Gap in Developing Countries," 2011 Meeting Papers 1397, Society for Economic Dynamics.
    20. Francisco Queiró, 2022. "Entrepreneurial Human Capital and Firm Dynamics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(4), pages 2061-2100.

    More about this item

    Keywords

    development accounting; multi-dimensional human capital measure; PIAAC; Mincerian wage equation;
    All these keywords.

    JEL classification:

    • O11 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Macroeconomic Analyses of Economic Development
    • O4 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity
    • I25 - Health, Education, and Welfare - - Education - - - Education and Economic Development
    • J11 - Labor and Demographic Economics - - Demographic Economics - - - Demographic Trends, Macroeconomic Effects, and Forecasts

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:uam:wpaper:201702. 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: Andrés Maroto-Sánchez (email available below). General contact details of provider: https://edirc.repec.org/data/dauames.html .

    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.