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Many Types of Human Capital and Many Roles in U.S. Growth: Evidence from County-Level Educational Attainment Data

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Matthew Higgins ()
Daniel Levy ()
Andrew Young ()

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Abstract

We utilize county-level data to explore the different roles of different types of human capital accumulation in U.S. growth determination. The data includes over 3,000 cross-sectional observations and 39 demographic control variables. The large number of observations provides enough degrees of freedom to obtain estimates for the U.S. as a whole and for 32 states in and of themselves. This data contains measures of educational attainment for four distinct categories: (a) 9 to11 years, (b) high school diploma, (c) some college and (d) bachelor degree or more. These variables represent human capital stocks for each and every county. This is a departure from much of the economic growth literature which has (at least in part) relied on extrapolation of stocks from flows, e.g. school enrollment data. We use a consistent two stage least squares estimation procedure. We find that (i) the percentage of a county’s population with less than a high-school education is negatively correlated with economic growth, (ii) the percentage obtaining a high school diploma is positively correlated with growth, and (iii) the percentage obtaining some college education has no clear relationship with economic growth but (iv) the percentage that obtains a bachelor degree or more is positively correlated with growth. Further, we find that (v) there is significant qualitative heterogeneity in estimated coefficients across states for the 9 to 11 years and high school diploma categories but (vi) no qualitative heterogeneity for the college level categories. The most consistent conclusion across samples is that the percent of a county’s population obtaining a bachelor degree or higher level of college education has a positive relationship with economic growth. Oddly enough, despite findings (ii), (iv) and (vi) above, we find that the percentage of a county’s population employed in educational services is negatively correlated with economic growth.

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Paper provided by Department of Economics, Emory University (Atlanta) in its series Emory Economics with number 0402.

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Date of creation: Feb 2004
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Handle: RePEc:emo:wp2003:0402

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  1. 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. [Downloadable!] (restricted)
  2. Robert J. Barro & Xavier Sala-i-Martin, 1991. "Convergence across States and Regions," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 22(1991-1), pages 107-182. [Downloadable!]
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  3. Robert J. Barro & Jong-Wha Lee, 1993. "International Comparisons of Educational Attainment," NBER Working Papers 4349, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  4. Swan, Trevor W, 2002. "Economic Growth," The Economic Record, The Economic Society of Australia, vol. 78(243), pages 375-80, December. [Downloadable!] (restricted)
  5. Sala-i-Martin, Xavier X., 1996. "Regional cohesion: Evidence and theories of regional growth and convergence," European Economic Review, Elsevier, vol. 40(6), pages 1325-1352, June. [Downloadable!] (restricted)
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  6. Marlow, Michael L, 2001. "Bureaucracy and Student Performance in US Public Schools," Applied Economics, Taylor and Francis Journals, vol. 33(10), pages 1341-50, August. [Downloadable!] (restricted)
  7. Peter 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. [Downloadable!]
  8. 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. [Downloadable!]
  9. Barro, Robert J & Sala-i-Martin, Xavier, 1992. "Convergence," Journal of Political Economy, University of Chicago Press, vol. 100(2), pages 223-51, April. [Downloadable!] (restricted)
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  10. Kane, Thomas J & Rouse, Cecilia Elena, 1995. "Labor-Market Returns to Two- and Four-Year College," American Economic Review, American Economic Association, vol. 85(3), pages 600-614, June. [Downloadable!] (restricted)
  11. Matthew Higgins & Daniel Levy & Andrew Young, 2003. "Growth and Convergence across the US: Evidence from County-Level Data," Emory Economics 0306, Department of Economics, Emory University (Atlanta). [Downloadable!]
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  12. Tjalling C. Koopmans, 1963. "On the Concept of Optimal Economic Growth," Cowles Foundation Discussion Papers 163, Cowles Foundation, Yale University. [Downloadable!]
  13. Brian J. Surette, 1997. "The effects of two-year college on the labor market and schooling experiences of young men," Finance and Economics Discussion Series 1997-44, Board of Governors of the Federal Reserve System (U.S.). [Downloadable!]
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  1. Avichai Snir & Daniel Levy, 2007. "Human Capital and Economic Growth in the Potterian Economy," Emory Economics 0702, Department of Economics, Emory University (Atlanta). [Downloadable!]
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