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Measurement Error in Education and Growth Regressions

Author

Listed:
  • Portela, Miguel

    (University of Minho)

  • Alessie, Rob

    (University of Groningen)

  • Teulings, Coen

    (Utrecht University)

Abstract
The perpetual inventory method used for the construction of education data per country leads to systematic measurement error. This paper analyses the effect of this measurement error on GDP regressions. There is a systematic difference in the education level between census data and observations constructed from enrolment data. We discuss a methodology for correcting the measurement 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 the measurement error yields an overestimation. Our analysis contributes to an explanation of the difference between regressions based on 5 and on 10 year firstdifferences.

Suggested Citation

  • Portela, Miguel & Alessie, Rob & Teulings, Coen, 2004. "Measurement Error in Education and Growth Regressions," IZA Discussion Papers 1165, Institute of Labor Economics (IZA).
    • Handle: RePEc:iza:izadps:dp1165
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    References listed on IDEAS

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    1. Arellano, Manuel, 1993. "On the testing of correlated effects with panel data," Journal of Econometrics, Elsevier, vol. 59(1-2), pages 87-97, September.
    2. Barro, Robert J. & Lee, Jong-Wha, 1993. "International comparisons of educational attainment," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 363-394, December.
    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. 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.
    5. 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.
    6. 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).
    7. Carneiro, Pedro & Heckman, James J., 2003. "Human Capital Policy," IZA Discussion Papers 821, Institute of Labor Economics (IZA).
    8. 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.
    9. 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.
    10. 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.
    11. Stephen Bond & Anke Hoeffler, 2001. "GMM Estimation of Empirical Growth Models," Economics Series Working Papers 2001-W21, University of Oxford, Department of Economics.
    12. 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.
    13. Ludger Wößmann, 2003. "Specifying Human Capital," Journal of Economic Surveys, Wiley Blackwell, vol. 17(3), pages 239-270, July.
    14. Mulligan, Casey B & Sala-i-Martin, Xavier, 2000. "Measuring Aggregate Human Capital," Journal of Economic Growth, Springer, vol. 5(3), pages 215-252, September.
    15. 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.
    16. 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.
    17. Bowsher, Clive G., 2002. "On testing overidentifying restrictions in dynamic panel data models," Economics Letters, Elsevier, vol. 77(2), pages 211-220, October.
    18. 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.
    19. 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.
    20. 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.
    21. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    22. 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.
    23. Stephen Bond & Anke Hoeffler & Jonathan Temple, 2001. "GMM Estimation of Empirical Growth Models," Economics Papers 2001-W21, Economics Group, Nuffield College, University of Oxford.
    24. repec:eee:labchp:v:3:y:1999:i:pc:p:2943-2984 is not listed on IDEAS
    25. 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.
    26. 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.
    27. 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.
    28. Temple, Jonathan, 1999. "A positive effect of human capital on growth," Economics Letters, Elsevier, vol. 65(1), pages 131-134, October.
    29. 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.
    30. Arellano, Manuel, 2003. "Panel Data Econometrics," OUP Catalogue, Oxford University Press, number 9780199245291.
    31. Holtz-Eakin, Douglas, 1988. "Testing for individual effects in autoregressive models," Journal of Econometrics, Elsevier, vol. 39(3), pages 297-307, November.
    32. 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.
    33. 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.
    34. 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.
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    Cited by:

    1. 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.
    2. Christian Morrisson & Fabrice Murtin, 2009. "The Century of Education," Journal of Human Capital, University of Chicago Press, vol. 3(1), pages 1-42.
    3. 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.
    4. Mazhar Mughal & Natalia Vechiu, 2011. "The role of Foreign Direct Investment in higher education in the developing countries (Does FDI promote education?)," Working Papers hal-01885159, HAL.
    5. 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.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    10. 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.
    11. 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).
    12. 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.
    13. Yvonne McCarthy & Kieran McQuinn, 2016. "Attenuation Bias, Recall Error and the Housing Wealth Effect," Kyklos, Wiley Blackwell, vol. 69(3), pages 492-517, August.
    14. Raifu, Isiaka, 2019. "Economic growth in Africa: Does gender education still matter?," MPRA Paper 92916, University Library of Munich, Germany.
    15. 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.
    16. 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.
    17. 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.
    18. 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.
    19. 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.
    20. 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.
    21. Bergheim, Stefan, 2007. "Pair-wise cointegration in long-run growth models," Research Notes 24, Deutsche Bank Research.

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    More about this item

    Keywords

    education; measurement error; growth;
    All these keywords.

    JEL classification:

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

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