IDEAS home Printed from https://ideas.repec.org/a/kap/jproda/v48y2017i2d10.1007_s11123-017-0516-4.html
   My bibliography  Save this article

Schooling and productivity growth: evidence from a dual growth accounting application to U.S. states

Author

Listed:
  • Bibhudutta Panda

    (University of Minnesota-Morris)

Abstract

This paper exploits the dual growth accounting framework to determine the effect of schooling on total-factor productivity (TFP) growth for U.S. states over 1980–2010. The paper contributes to the literature by constructing TFP growth measures, in the process, both real wage growth and real user cost growth measures at the state level. The growth accounting exercise reveals that states display considerable heterogeneity in TFP growth with both real wage growth and real user cost growth equally contributing to it. While our econometric estimates reveal significant TFP growth effects associated with college education, they are considerably lower in magnitude when compared to the earlier studies. Productivity growth effects associated with high school education remain insignificant. Our empirical findings are further validated by the use of instrumental variable estimation to address the endogeneity of the schooling variables and are also robust to the inclusion of a rich set of control variables, alternative TFP growth measures as well as to the tests to draw robust inferences in the presence of weak instruments.

Suggested Citation

  • Bibhudutta Panda, 2017. "Schooling and productivity growth: evidence from a dual growth accounting application to U.S. states," Journal of Productivity Analysis, Springer, vol. 48(2), pages 193-221, December.
  • Handle: RePEc:kap:jproda:v:48:y:2017:i:2:d:10.1007_s11123-017-0516-4
    DOI: 10.1007/s11123-017-0516-4
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11123-017-0516-4
    File Function: Abstract
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1007/s11123-017-0516-4?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. Antonio Ciccone & Giovanni Peri, 2006. "Identifying Human-Capital Externalities: Theory with Applications," Review of Economic Studies, Oxford University Press, vol. 73(2), pages 381-412.
    2. John Fernald & Brent Neiman, 2011. "Growth Accounting with Misallocation: Or, Doing Less with More in Singapore," American Economic Journal: Macroeconomics, American Economic Association, vol. 3(2), pages 29-74, April.
    3. Panizza, Ugo, 2002. "Income Inequality and Economic Growth: Evidence from American Data," Journal of Economic Growth, Springer, vol. 7(1), pages 25-41, March.
    4. Lawrence F. Katz & Kevin M. Murphy, 1992. "Changes in Relative Wages, 1963–1987: Supply and Demand Factors," The Quarterly Journal of Economics, Oxford University Press, vol. 107(1), pages 35-78.
    5. Thomas Barnebeck Andersen & Jeanet Bentzen & Carl-Johan Dalgaard & Pablo Selaya, 2012. "Lightning, IT Diffusion, and Economic Growth Across U.S. States," The Review of Economics and Statistics, MIT Press, vol. 94(4), pages 903-924, November.
    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. D. W. Jorgenson & Z. Griliches, 1967. "The Explanation of Productivity Change," Review of Economic Studies, Oxford University Press, vol. 34(3), pages 249-283.
    8. Areendam Chanda & Bibhudutta Panda, 2016. "Productivity Growth In Goods And Services Across The Heterogeneous States Of America," Economic Inquiry, Western Economic Association International, vol. 54(2), pages 1021-1045, April.
    9. Keith Finlay & Leandro M. Magnusson, 2009. "Implementing weak-instrument robust tests for a general class of instrumental-variables models," Stata Journal, StataCorp LP, vol. 9(3), pages 398-421, September.
    10. Shapiro, Matthew D, 1987. "Are Cyclical Fluctuations in Productivity Due More to Supply Shocks or Demand Shocks?," American Economic Review, American Economic Association, vol. 77(2), pages 118-124, May.
    11. Christensen, Laurits R & Jorgenson, Dale W & Lau, Lawrence J, 1973. "Transcendental Logarithmic Production Frontiers," The Review of Economics and Statistics, MIT Press, vol. 55(1), pages 28-45, February.
    12. Moretti, Enrico, 2004. "Estimating the social return to higher education: evidence from longitudinal and repeated cross-sectional data," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 175-212.
    13. Chirinko, Robert S. & Wilson, Daniel J., 2008. "State investment tax incentives: A zero-sum game?," Journal of Public Economics, Elsevier, vol. 92(12), pages 2362-2384, December.
    14. John G. Fernald, 2015. "Productivity and Potential Output before, during, and after the Great Recession," NBER Macroeconomics Annual, University of Chicago Press, vol. 29(1), pages 1-51.
    15. Daron Acemoglu & Melissa Dell, 2010. "Productivity Differences between and within Countries," American Economic Journal: Macroeconomics, American Economic Association, vol. 2(1), pages 169-188, January.
    16. Steven Yamarik, 2011. "Human capital and state-level economic growth: what is the contribution of schooling?," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 47(1), pages 195-211, August.
    17. Antonio Ciccone & Elias Papaioannou, 2009. "Human Capital, the Structure of Production, and Growth," The Review of Economics and Statistics, MIT Press, vol. 91(1), pages 66-82, February.
    18. Marcelo J. Moreira, 2003. "A Conditional Likelihood Ratio Test for Structural Models," Econometrica, Econometric Society, vol. 71(4), pages 1027-1048, July.
    19. Chad Turner & Robert Tamura & Sean Mulholland, 2013. "How important are human capital, physical capital and total factor productivity for determining state economic growth in the United States, 1840–2000?," Journal of Economic Growth, Springer, vol. 18(4), pages 319-371, December.
    20. Douglas Gollin, 2002. "Getting Income Shares Right," Journal of Political Economy, University of Chicago Press, vol. 110(2), pages 458-474, April.
    21. N. Gregory Mankiw & David Romer & David N. Weil, 1992. "A Contribution to the Empirics of Economic Growth," The Quarterly Journal of Economics, Oxford University Press, vol. 107(2), pages 407-437.
    22. 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.
    23. 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.
    24. Hall, Robert E, 1988. "The Relation between Price and Marginal Cost in U.S. Industry," Journal of Political Economy, University of Chicago Press, vol. 96(5), pages 921-947, October.
    25. Kee Hiau Looi, 2004. "Estimating Productivity When Primal and Dual TFP Accounting Fail: An Illustration Using Singapore's Industries," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 4(1), pages 1-40, October.
    26. Dandan Liu & Rui Li & Jijun Tan, 2012. "A dual measure of correlation between the Solow residual and output growth," Journal of Productivity Analysis, Springer, vol. 37(1), pages 17-25, February.
    27. Giovanni Peri, 2016. "The Effect Of Immigration On Productivity: Evidence From U.S. States," World Scientific Book Chapters, in: The Economics of International Migration, chapter 8, pages 265-275, World Scientific Publishing Co. Pte. Ltd..
    28. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    29. John Fernald & Brent Neiman, 2011. "Growth Accounting with Misallocation: Or, Doing Less with More in Singapore," American Economic Journal: Macroeconomics, American Economic Association, vol. 3(2), pages 29-74, April.
    30. Robert J. Barro, 2012. "Convergence and Modernization Revisited," NBER Working Papers 18295, National Bureau of Economic Research, Inc.
    31. Susana Iranzo & Giovanni Peri, 2009. "Schooling Externalities, Technology, and Productivity: Theory and Evidence from U.S. States," The Review of Economics and Statistics, MIT Press, vol. 91(2), pages 420-431, May.
    32. Daron Acemoglu, 1998. "Why Do New Technologies Complement Skills? Directed Technical Change and Wage Inequality," The Quarterly Journal of Economics, Oxford University Press, vol. 113(4), pages 1055-1089.
    33. Gasper A. Garofalo & Steven Yamarik, 2002. "Regional Convergence: Evidence From A New State-By-State Capital Stock Series," The Review of Economics and Statistics, MIT Press, vol. 84(2), pages 316-323, May.
    34. Simon Gilchrist & Egon Zakrajsek, 2007. "Investment and the Cost of Capital: New Evidence from the Corporate Bond Market," NBER Working Papers 13174, National Bureau of Economic Research, Inc.
    35. Greenwood, Jeremy & Hercowitz, Zvi & Krusell, Per, 1997. "Long-Run Implications of Investment-Specific Technological Change," American Economic Review, American Economic Association, vol. 87(3), pages 342-362, June.
    36. Rauch James E., 1993. "Productivity Gains from Geographic Concentration of Human Capital: Evidence from the Cities," Journal of Urban Economics, Elsevier, vol. 34(3), pages 380-400, November.
    37. Kleibergen, Frank, 2007. "Generalizing weak instrument robust IV statistics towards multiple parameters, unrestricted covariance matrices and identification statistics," Journal of Econometrics, Elsevier, vol. 139(1), pages 181-216, July.
    38. Roeger, Werner, 1995. "Can Imperfect Competition Explain the Difference between Primal and Dual Productivity Measures? Estimates for U.S. Manufacturing," Journal of Political Economy, University of Chicago Press, vol. 103(2), pages 316-330, April.
    39. Chad Turner & Robert Tamura & Sean Mulholland & Scott Baier, 2007. "Education and income of the states of the United States: 1840–2000," Journal of Economic Growth, Springer, vol. 12(2), pages 101-158, June.
    40. Chang-Tai Hsieh, 2002. "What Explains the Industrial Revolution in East Asia? Evidence From the Factor Markets," American Economic Review, American Economic Association, vol. 92(3), pages 502-526, June.
    41. Schaller, Huntley, 2006. "Estimating the long-run user cost elasticity," Journal of Monetary Economics, Elsevier, vol. 53(4), pages 725-736, May.
    42. David H. Autor & Lawrence F. Katz & Alan B. Krueger, 1998. "Computing Inequality: Have Computers Changed the Labor Market?," The Quarterly Journal of Economics, Oxford University Press, vol. 113(4), pages 1169-1213.
    43. Giovanni Peri & Kevin Shih & Chad Sparber, 2016. "STEM Workers, H-1B Visas, and Productivity in US Cities," World Scientific Book Chapters, in: The Economics of International Migration, chapter 9, pages 277-307, World Scientific Publishing Co. Pte. Ltd..
    44. Peter J. Klenow & Mark Bils, 2000. "Does Schooling Cause Growth?," American Economic Review, American Economic Association, vol. 90(5), pages 1160-1183, December.
    45. 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. Sorin-Iulian Cioacă & Silvia-Elena Cristache & Mariana Vuță & Erika Marin & Mihai Vuță, 2020. "Assessing the Impact of ICT Sector on Sustainable Development in the European Union: An Empirical Analysis Using Panel Data," Sustainability, MDPI, Open Access Journal, vol. 12(2), pages 1-16, January.
    2. Keerti Mallela & Sunny Kumar Singh & Archana Srivastava, 2020. "Estimating Bilateral Remittances in a Macroeconomic Framework: Evidence from top Remittance-Receiving Countries," Studies in Microeconomics, , vol. 8(1), pages 95-118, June.
    3. Akram, Vaseem & Rath, Badri Narayan & Sahoo, Pradipta Kumar, 2020. "Stochastic conditional convergence in per capita energy consumption in India," Economic Analysis and Policy, Elsevier, vol. 65(C), pages 224-240.
    4. Wen-Hsin Huang & Yen-Ju Lin & Hsien-Feng Lee, 2019. "Impact of Population and Workforce Aging on Economic Growth: Case Study of Taiwan," Sustainability, MDPI, Open Access Journal, vol. 11(22), pages 1-13, November.
    5. Renjith Ramachandran & Ketan Reddy & Subash Sasidharan, 2020. "Agglomeration and Productivity: Evidence from Indian Manufactuaring," Studies in Microeconomics, , vol. 8(1), pages 75-94, June.
    6. Abdelhak Senadjki & Samuel Ogbeibu & Chee Yin Yip & Hui Nee Au Yong & Mourad Senadjki, 2021. "The impact of corruption and university education on African innovation: evidence from emerging African economies," SN Business & Economics, Springer, vol. 1(5), pages 1-26, 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. Nicola Gennaioli & Rafael La Porta & Florencio Lopez-de-Silanes & Andrei Shleifer, 2013. "Human Capital and Regional Development," The Quarterly Journal of Economics, Oxford University Press, vol. 128(1), pages 105-164.
    2. 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.
    3. Areendam Chanda & Bibhudutta Panda, 2016. "Productivity Growth In Goods And Services Across The Heterogeneous States Of America," Economic Inquiry, Western Economic Association International, vol. 54(2), pages 1021-1045, April.
    4. Areendam Chanda & Bibhudutta Panda, 2011. "Productivity Growth in Goods and Services across US States: What can We Learn from Factor Prices?," Departmental Working Papers 2011-16, Department of Economics, Louisiana State University.
    5. Stephan Brunow & Georg Hirte, 2009. "The age pattern of human capital and regional productivity: A spatial econometric study on german regions," Papers in Regional Science, Wiley Blackwell, vol. 88(4), pages 799-823, November.
    6. 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.
    7. Pablo-Romero, M. del P. & Gómez-Calero, M. de la P., 2013. "A translog production function for the Spanish provinces: Impact of the human and physical capital in economic growth," Economic Modelling, Elsevier, vol. 32(C), pages 77-87.
    8. Nikos Benos & Nikolaos Mylonidis & Stefania Zotou, 2017. "Estimating production functions for the US states: the role of public and human capital," Empirical Economics, Springer, vol. 52(2), pages 691-721, March.
    9. Chad Turner & Robert Tamura & Sean Mulholland, 2013. "How important are human capital, physical capital and total factor productivity for determining state economic growth in the United States, 1840–2000?," Journal of Economic Growth, Springer, vol. 18(4), pages 319-371, December.
    10. 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).
    11. Paul Verstraten, 2018. "The scope of the external return to higher education," CPB Discussion Paper 381.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    12. 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.
    13. 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.
    14. Paul Verstraten, 2018. "The scope of the external return to higher education," CPB Discussion Paper 381, CPB Netherlands Bureau for Economic Policy Analysis.
    15. Mueller, Normann, 2007. "(Mis-)Understanding Education Externalities," MPRA Paper 5331, University Library of Munich, Germany, revised Mar 2007.
    16. Anna Golejewska, 2012. "Human capital and regional growth perspective," Working Papers of Economics of European Integration Division 1204, The Univeristy of Gdansk, Faculty of Economics, Economics of European Integration Division.
    17. 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.
    18. Ciccone, Antonio & Peri, Giovanni, 2002. "Identifying Human Capital Externalities: Theory with an Application to US Cities," CEPR Discussion Papers 3350, C.E.P.R. Discussion Papers.
    19. Lewis, Ethan & Peri, Giovanni, 2015. "Immigration and the Economy of Cities and Regions," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 625-685, Elsevier.
    20. Francesco Ricci & Marios Zachariadis, 2013. "Education Externalities on Longevity," Economica, London School of Economics and Political Science, vol. 80(319), pages 404-440, July.

    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:jproda:v:48:y:2017:i:2:d:10.1007_s11123-017-0516-4. See general information about how to correct material in RePEc.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: . General contact details of provider: http://www.springer.com .

    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 hosted by the Research Division of the Federal Reserve Bank of St. Louis . RePEc uses bibliographic data supplied by the respective publishers.