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

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  • 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
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    as
    1. Panizza, Ugo, 2002. "Income Inequality and Economic Growth: Evidence from American Data," Journal of Economic Growth, Springer, vol. 7(1), pages 25-41, March.
    2. 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.
    3. 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.
    4. 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.
    5. G. M.P. Swann, 2009. "The Economics of Innovation," Books, Edward Elgar Publishing, number 13211.
    6. 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.
    7. 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.
    8. Nicola Gennaioli & Rafael La Porta & Florencio Lopez De Silanes & Andrei Shleifer, 2014. "Growth in regions," Journal of Economic Growth, Springer, vol. 19(3), pages 259-309, September.
      • Nicola Gennaioli & Rafael LaPorta & Florencio Lopez-de-Silanes & Andrei Shleifer, "undated". "Growth in Regions," Working Paper 73436, Harvard University OpenScholar.
      • Nicola Gennaioli & Rafael La Porta & Florencio Lopez de Silanes & Andrei Shleifer, 2013. "Growth in Regions," NBER Working Papers 18937, National Bureau of Economic Research, Inc.
    9. 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.
    10. Marcelo J. Moreira, 2003. "A Conditional Likelihood Ratio Test for Structural Models," Econometrica, Econometric Society, vol. 71(4), pages 1027-1048, July.
    11. Douglas Gollin, 2002. "Getting Income Shares Right," Journal of Political Economy, University of Chicago Press, vol. 110(2), pages 458-474, April.
    12. 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.
    13. John Fernald & Brent Neiman, 2006. "Measuring the Miracle: Market Imperfections and Asia's Growth Experience," 2006 Meeting Papers 785, Society for Economic Dynamics.
    14. 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.
    15. 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.
    16. 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.
    17. 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.
    18. 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..
    19. Daron Acemoglu, 1998. "Why Do New Technologies Complement Skills? Directed Technical Change and Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1055-1089.
    20. 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.
    21. Benhabib, Jess & Spiegel, Mark M., 2005. "Human Capital and Technology Diffusion," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 13, pages 935-966, Elsevier.
    22. 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.
    23. 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.
    24. 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.
    25. 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.
    26. 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.
    27. 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.
    28. 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.
    29. 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.
    30. Peter J. Klenow & Mark Bils, 2000. "Does Schooling Cause Growth?," American Economic Review, American Economic Association, vol. 90(5), pages 1160-1183, December.
    31. 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..
    32. 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.
    33. 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.
    34. 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.
    35. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    36. 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.
    37. 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.
    38. D. W. Jorgenson & Z. Griliches, 1967. "The Explanation of Productivity Change," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 34(3), pages 249-283.
    39. 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.
    40. 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.
    41. Andrews,Donald W. K. & Stock,James H. (ed.), 2005. "Identification and Inference for Econometric Models," Cambridge Books, Cambridge University Press, number 9780521844413.
    42. 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.
    43. 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.
    44. 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.
    45. Charles Ian Mead, 2001. "State user costs of capital," Working Papers 01-3, Federal Reserve Bank of Boston.
    46. Dean Baker, 2007. "Behind the Gap Between Productivity and Wage Growth," CEPR Reports and Issue Briefs 2007-05, Center for Economic and Policy Research (CEPR).
    47. Robert J. Barro, 2012. "Convergence and Modernization Revisited," NBER Working Papers 18295, National Bureau of Economic Research, Inc.
    48. Tamura, Robert, 1991. "Income Convergence in an Endogenous Growth Model," Journal of Political Economy, University of Chicago Press, vol. 99(3), pages 522-540, June.
    49. 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.
    50. 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.
    51. Schaller, Huntley, 2006. "Estimating the long-run user cost elasticity," Journal of Monetary Economics, Elsevier, vol. 53(4), pages 725-736, May.
    52. 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.
    53. 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.
    54. John W. Kendrick, 1973. "National Productivity and Economic Growth," NBER Chapters, in: Postwar Productivity Trends in the United States, 1948–1969, pages 64-76, National Bureau of Economic Research, Inc.
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