IDEAS home Printed from https://ideas.repec.org/a/bla/scandj/v112y2010i3p618-639.html
   My bibliography  Save this article

Measurement Error in Education and Growth Regressions

Author

Listed:
  • Miguel Portela
  • Rob Alessie
  • Coen Teulings

Abstract

The use of the perpetual inventory method for the construction of education data per country leads to systematic measurement error. This paper analyzes its effect on growth regressions. We suggest a methodology for correcting this error. The standard attenuation bias suggests that using these corrected data would lead to a higher coefficient. Our regressions reveal the opposite. We discuss why this is the case.

Suggested Citation

  • Miguel Portela & Rob Alessie & Coen Teulings, 2010. "Measurement Error in Education and Growth Regressions," Scandinavian Journal of Economics, Wiley Blackwell, vol. 112(3), pages 618-639, September.
  • Handle: RePEc:bla:scandj:v:112:y:2010:i:3:p:618-639
    DOI: 10.1111/j.1467-9442.2010.01613.x
    as

    Download full text from publisher

    File URL: https://doi.org/10.1111/j.1467-9442.2010.01613.x
    Download Restriction: no

    File URL: https://libkey.io/10.1111/j.1467-9442.2010.01613.x?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
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Nehru, Vikram & Swanson, Eric & Dubey, Ashutosh, 1995. "A new database on human capital stock in developing and industrial countries: Sources, methodology, and results," Journal of Development Economics, Elsevier, vol. 46(2), pages 379-401, April.
    2. Stephen Bond & Anke Hoeffler & Jonathan Temple, 2001. "GMM Estimation of Empirical Growth Models," Economics Papers 2001-W21, Economics Group, Nuffield College, University of Oxford.
    3. 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.
    4. repec:eee:labchp:v:3:y:1999:i:pc:p:2943-2984 is not listed on IDEAS
    5. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    6. Mikael Lindahl & Alan B. Krueger, 2001. "Education for Growth: Why and for Whom?," Journal of Economic Literature, American Economic Association, vol. 39(4), pages 1101-1136, December.
    7. Angel de la Fuente & Rafael Doménech, 2006. "Human Capital in Growth Regressions: How Much Difference Does Data Quality Make?," Journal of the European Economic Association, MIT Press, vol. 4(1), pages 1-36, March.
    8. Arellano, Manuel, 1993. "On the testing of correlated effects with panel data," Journal of Econometrics, Elsevier, vol. 59(1-2), pages 87-97, September.
    9. Barro, Robert J. & Lee, Jong-Wha, 1993. "International comparisons of educational attainment," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 363-394, December.
    10. Topel, Robert, 1999. "Labor markets and economic growth," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 44, pages 2943-2984, Elsevier.
    11. Daniel Cohen & Marcelo Soto, 2007. "Growth and human capital: good data, good results," Journal of Economic Growth, Springer, vol. 12(1), pages 51-76, March.
    12. Angel de la Fuente & Rafael Dom?ech, 2002. "Human capital in growth regressions: how much difference does data quality make? An update and further results," UFAE and IAE Working Papers 537.02, Unitat de Fonaments de l'Anàlisi Econòmica (UAB) and Institut d'Anàlisi Econòmica (CSIC).
    13. Barro, Robert J & Lee, Jong-Wha, 2001. "International Data on Educational Attainment: Updates and Implications," Oxford Economic Papers, Oxford University Press, vol. 53(3), pages 541-563, July.
    14. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    15. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 407-437.
    16. Carneiro, Pedro & Heckman, James J., 2003. "Human Capital Policy," IZA Discussion Papers 821, Institute of Labor Economics (IZA).
    17. Ferreira, Pedro Cavalcanti & Issler, Joao Victor & de Abreu Pessoa, Samuel, 2004. "Testing production functions used in empirical growth studies," Economics Letters, Elsevier, vol. 83(1), pages 29-35, April.
    18. Benhabib, Jess & Spiegel, Mark M., 1994. "The role of human capital in economic development evidence from aggregate cross-country data," Journal of Monetary Economics, Elsevier, vol. 34(2), pages 143-173, October.
    19. Richard R. Nelson & Edmond S. Phelps, 1965. "Investment in Humans, Technological Diffusion and Economic Growth," Cowles Foundation Discussion Papers 189, Cowles Foundation for Research in Economics, Yale University.
    20. Stephen Bond & Anke Hoeffler, 2001. "GMM Estimation of Empirical Growth Models," Economics Series Working Papers 2001-W21, University of Oxford, Department of Economics.
    21. Ludger Wößmann, 2003. "Specifying Human Capital," Journal of Economic Surveys, Wiley Blackwell, vol. 17(3), pages 239-270, July.
    22. Mulligan, Casey B & Sala-i-Martin, Xavier, 2000. "Measuring Aggregate Human Capital," Journal of Economic Growth, Springer, vol. 5(3), pages 215-252, September.
    23. Temple, Jonathan, 1999. "A positive effect of human capital on growth," Economics Letters, Elsevier, vol. 65(1), pages 131-134, October.
    24. Kyriacou, George A., 1991. "Level and Growth Effects of Human Capital: A Cross-Country Study of the Convergence Hypothesis," Working Papers 91-26, C.V. Starr Center for Applied Economics, New York University.
    25. Arellano, Manuel, 2003. "Panel Data Econometrics," OUP Catalogue, Oxford University Press, number 9780199245291.
    26. Andrew C. Harvey, 1990. "The Econometric Analysis of Time Series, 2nd Edition," MIT Press Books, The MIT Press, edition 2, volume 1, number 026208189x, April.
    27. Holtz-Eakin, Douglas, 1988. "Testing for individual effects in autoregressive models," Journal of Econometrics, Elsevier, vol. 39(3), pages 297-307, November.
    28. Frank Windmeijer, 2000. "A finite sample correction for the variance of linear two-step GMM estimators," IFS Working Papers W00/19, Institute for Fiscal Studies.
    29. Bowsher, Clive G., 2002. "On testing overidentifying restrictions in dynamic panel data models," Economics Letters, Elsevier, vol. 77(2), pages 211-220, October.
    30. Robert Summers & Alan Heston, 1991. "The Penn World Table (Mark 5): An Expanded Set of International Comparisons, 1950–1988," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(2), pages 327-368.
    31. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    32. Barro, Robert J & Lee, Jong Wha, 1996. "International Measures of Schooling Years and Schooling Quality," American Economic Review, American Economic Association, vol. 86(2), pages 218-223, May.
    33. Windmeijer, Frank, 2005. "A finite sample correction for the variance of linear efficient two-step GMM estimators," Journal of Econometrics, Elsevier, vol. 126(1), pages 25-51, May.
    34. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    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. Ashley, Richard A. & Parmeter, Christopher F., 2015. "When is it justifiable to ignore explanatory variable endogeneity in a regression model?," Economics Letters, Elsevier, vol. 137(C), pages 70-74.
    2. Tiago Neves Sequeira & Nuno Ferraz, 2008. "Is Education prejudiced by Country-Risk? A Panel-Data Study using Attainment Data and Country-Risk as a Rational Expectation," Working Papers de Gestão, Economia e Marketing (Management, Economics and Marketing Working Papers) e01/2008, Universidade da Beira Interior, Departamento de Gestão e Economia (Portugal).
    3. Christian Morrisson & Fabrice Murtin, 2009. "The Century of Education," Journal of Human Capital, University of Chicago Press, vol. 3(1), pages 1-42.
    4. 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.
    5. Zahra Sheidaei & Mohammadnabi Shahiki Tash, 2014. "The Cumulative Effect of Human Capital on Economic Growth: Using Panel Data Method," Romanian Economic Journal, Department of International Business and Economics from the Academy of Economic Studies Bucharest, vol. 17(52), pages 95-115, June.
    6. Maté Fodor & Jean Luc De Meulemeester & Denis Rochat, 2019. "The Wavering Economic Thought About The Link Between Education And Growth," Working Papers CEB 19-006, ULB -- Universite Libre de Bruxelles.
    7. Mazhar Yasin MUGHAL & Natalia VECHIU, 2010. "The role of Foreign Direct Investment in higher education in the developing countries (Does FDI promote education?)," Working Papers 2010-2011_10, CATT - UPPA - Université de Pau et des Pays de l'Adour, revised Nov 2010.
    8. Uwe Sunde & Thomas Vischer, 2015. "Human Capital and Growth: Specification Matters," Economica, London School of Economics and Political Science, vol. 82(326), pages 368-390, April.
    9. Michael S. Delgado & Daniel J. Henderson & Christopher F. Parmeter, 2014. "Does Education Matter for Economic Growth?," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 76(3), pages 334-359, June.
    10. Yamarik Steven J, 2008. "Estimating Returns to Schooling from State-Level Data: A Macro-Mincerian Approach," The B.E. Journal of Macroeconomics, De Gruyter, vol. 8(1), pages 1-16, August.
    11. Yvonne McCarthy & Kieran McQuinn, 2016. "Attenuation Bias, Recall Error and the Housing Wealth Effect," Kyklos, Wiley Blackwell, vol. 69(3), pages 492-517, August.
    12. Bas van Leeuwen & Peter Földvári, 2013. "Capital Accumulation and Growth in Central Europe, 1920-2006," Eastern European Economics, Taylor & Francis Journals, vol. 51(5), pages 69-93, September.
    13. Domicián MÁTÉ & Éva DARABOS & Krisztina DAJNOKI, 2016. "The Impact Of Human Capital On Labour Productivity Regarding ‘Et 2020’ Targets," Network Intelligence Studies, Romanian Foundation for Business Intelligence, Editorial Department, issue 7, pages 61-67, June.
    14. Peter Foldvari & Bas van Leeuwen, 2009. "An alternative interpretation of 'average years of education' in growth regressions," Applied Economics Letters, Taylor & Francis Journals, vol. 16(9), pages 945-949.
    15. Bas Van Leeuwen & Peter Foldvari, 2008. "Human Capital and Economic Growth in Asia 1890–2000: A Time‐series Analysis," Asian Economic Journal, East Asian Economic Association, vol. 22(3), pages 225-240, September.
    16. Tiago Sequeira & Elsa Martins, 2008. "Education public financing and economic growth: an endogenous growth model versus evidence," Empirical Economics, Springer, vol. 35(2), pages 361-377, September.
    17. Bergheim, Stefan, 2007. "Pair-wise cointegration in long-run growth models," Research Notes 24, Deutsche Bank Research.
    18. Péter Földvári & Bas van Leeuwen, 2014. "Educational and income inequality in Europe, ca. 1870–2000," Cliometrica, Journal of Historical Economics and Econometric History, Association Française de Cliométrie (AFC), vol. 8(3), pages 271-300, September.
    19. Raifu, Isiaka, 2019. "Economic growth in Africa: Does gender education still matter?," MPRA Paper 92916, University Library of Munich, Germany.
    20. Joachim Ragnitz & Stefan Eichler & Beate Henschel & Harald Lehmann & Carsten Pohl & Lutz Schneider & Helmut Seitz & Marcel Thum, 2007. "Die demographische Entwicklung in Ostdeutschland : Gutachten im Auftrag des Bundesministeriums für Wirtschaft und Technologie," ifo Dresden Studien, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, number 41, May.

    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. Marcelo Soto, 2006. "The Causal Effect of Education on Aggregate Income," Working Papers 0605, International Economics Institute, University of Valencia.
    2. 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.
    3. Capolupo, Rosa, 2009. "The New Growth Theories and Their Empirics after Twenty Years," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 3, pages 1-72.
    4. Angel de la Fuente & Antonio Ciccone, 2003. "Human capital in a global and knowledge-based economy," UFAE and IAE Working Papers 562.03, Unitat de Fonaments de l'Anàlisi Econòmica (UAB) and Institut d'Anàlisi Econòmica (CSIC).
    5. Jean-Louis ARCAND & Béatrice D'HOMBRES, 2002. "Explaining the Negative Coefficient Associated with Human Capital in Augmented Solow Growth Regressions," Working Papers 200227, CERDI.
    6. Schündeln, Matthias & Playforth, John, 2014. "Private versus social returns to human capital: Education and economic growth in India," European Economic Review, Elsevier, vol. 66(C), pages 266-283.
    7. Hartwig, Jochen, 2012. "Testing the growth effects of structural change," Structural Change and Economic Dynamics, Elsevier, vol. 23(1), pages 11-24.
    8. Eftimoski, Dimitar, 2022. "On the inconclusive effect of human capital on growth: A new look at extended specifications," Economic Analysis and Policy, Elsevier, vol. 76(C), pages 708-727.
    9. Marcelo Soto, 2006. "Estimating the Social Return on Schooling," Papers of the Annual IUE-SUNY Cortland Conference in Economics, in: Oguz Esen & Ayla Ogus (ed.), Proceedings of the Conference on Human and Economic Resources, pages 43-65, Izmir University of Economics.
    10. Wößmann, Ludger, 2000. "Specifying Human Capital: A Review, Some Extensions, and Development Effects," Kiel Working Papers 1007, Kiel Institute for the World Economy (IfW Kiel).
    11. Angel De la Fuente, 2011. "Human capital and productivity," Working Papers 1103, BBVA Bank, Economic Research Department.
    12. Benos, Nikos & Zotou, Stefania, 2014. "Education and Economic Growth: A Meta-Regression Analysis," World Development, Elsevier, vol. 64(C), pages 669-689.
    13. Les OXxley & Ttrinh Le & John Gibson, 2008. "Measuring Human Capital: Alternative Methods and International Evidence," Korean Economic Review, Korean Economic Association, vol. 24, pages 283-344.
    14. ?gel de la Fuente, "undated". "Convergence Across Countries And Regions: Theory And Empirics," UFAE and IAE Working Papers 447.00, Unitat de Fonaments de l'Anàlisi Econòmica (UAB) and Institut d'Anàlisi Econòmica (CSIC).
    15. Middendorf Torge, 2006. "Human Capital and Economic Growth in OECD Countries," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 226(6), pages 670-686, December.
    16. João Paulo Pereira, 2005. "Measuring Human Capital in Portugal," Notas Económicas, Faculty of Economics, University of Coimbra, issue 21, pages 16-34, June.
    17. Ulaşan, Bülent, 2012. "Cross-country growth empirics and model uncertainty: An overview," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 6, pages 1-69.
    18. 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.
    19. Daniel Cohen & Marcelo Soto, 2007. "Growth and human capital: good data, good results," Journal of Economic Growth, Springer, vol. 12(1), pages 51-76, March.
    20. Ludger Wößmann, 2003. "Specifying Human Capital," Journal of Economic Surveys, Wiley Blackwell, vol. 17(3), pages 239-270, July.

    More about this item

    JEL classification:

    • I2 - Health, Education, and Welfare - - Education
    • 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:bla:scandj:v:112:y:2010:i:3:p:618-639. 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: Wiley Content Delivery (email available below). General contact details of provider: http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1467-9442 .

    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.