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Workers' Education, Spillovers, and Productivity: Evidence from Plant-Level Production Functions

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Enrico Moretti

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Abstract

I assess the magnitude of human capital spillovers by estimating production functions using a unique firm-worker matched data set. Productivity of plants in cities that experience large increases in the share of college graduates rises more than the productivity of similar plants in cities that experience small increases in the share of college graduates. These productivity gains are offset by increased labor costs. Using three alternative measures of economic distance—input-output flows, technological specialization, and patent citations—I find that within a city, spillovers between industries that are economically close are larger than spillovers between industries that are economically distant.

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File URL: http://hdl.handle.net/10.1257/0002828041464623
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File URL: http://www.aeaweb.org/articles/article_detail.php?journal=AER&volume=94&issue=3&article=13&issue_date=June2004
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Article provided by American Economic Association in its journal American Economic Review.

Volume (Year): 94 (2004)
Issue (Month): 3 (June)
Pages: 656-690
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Handle: RePEc:aea:aecrev:v:94:y:2004:i:3:p:656-690

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  1. Glaeser, Edward L., 1999. "Learning in Cities," Journal of Urban Economics, Elsevier, vol. 46(2), pages 254-277, September. [Downloadable!] (restricted)
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  2. Acemoglu, Daron, 1996. "A Microfoundation for Social Increasing Returns in Human Capital Accumulation," The Quarterly Journal of Economics, MIT Press, vol. 111(3), pages 779-804, August. [Downloadable!] (restricted)
  3. Ciccone, Antonio & Peri, Giovanni, 2002. "Identifying Human Capital Externalities: Theory with an Application to US Cities," IZA Discussion Papers 488, Institute for the Study of Labor (IZA). [Downloadable!]
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  4. Jaffe, Adam B & Trajtenberg, Manuel & Henderson, Rebecca, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, MIT Press, vol. 108(3), pages 577-98, August. [Downloadable!] (restricted)
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  5. Weiss, Leonard W, 1972. "The Geographic Size of Markets in Manufacturing," The Review of Economics and Statistics, MIT Press, vol. 54(3), pages 245-57, August. [Downloadable!] (restricted)
  6. McGahan, Anita M. & Silverman, Brian S., 2001. "How does innovative activity change as industries mature?," International Journal of Industrial Organization, Elsevier, vol. 19(7), pages 1141-1160, July. [Downloadable!] (restricted)
  7. Doms, Mark & Dunne, Timothy & Troske, Kenneth R, 1997. "Workers, Wages, and Technology," The Quarterly Journal of Economics, MIT Press, vol. 112(1), pages 253-90, February.
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  9. Jovanovic, Boyan & Rob, Rafael, 1989. "The Growth and Diffusion of Knowledge," Review of Economic Studies, Blackwell Publishing, vol. 56(4), pages 569-82, October. [Downloadable!] (restricted)
  10. Adam B. Jaffe, 1986. "Technological Opportunity and Spillovers of R&D: Evidence from Firms' Patents, Profits and Market Value," NBER Working Papers 1815, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  11. David C. Mowery & Arvids A. Ziedonis, 2001. "The Geographic Reach of Market and Non-Market Channels of Technology Transfer: Comparing Citations and Licenses of University Patents," NBER Working Papers 8568, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
  12. Zucker, Lynne G & Darby, Michael R & Brewer, Marilynn B, 1998. "Intellectual Human Capital and the Birth of U.S. Biotechnology Enterprises," American Economic Review, American Economic Association, vol. 88(1), pages 290-306, March. [Downloadable!] (restricted)
  13. Davis, Steven J. & Haltiwanger, John, 1999. "Gross job flows," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 41, pages 2711-2805 Elsevier. [Downloadable!] (restricted)
  14. Vernon Henderson, 2001. "Marshall's Scale Economies," Working Papers 01-17, Center for Economic Studies, U.S. Census Bureau. [Downloadable!]
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  15. Roback, Jennifer, 1982. "Wages, Rents, and the Quality of Life," Journal of Political Economy, University of Chicago Press, vol. 90(6), pages 1257-78, December. [Downloadable!] (restricted)
  16. 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. [Downloadable!] (restricted)
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  17. Hellerstein, Judith K & Neumark, David & Troske, Kenneth R, 1999. "Wages, Productivity, and Worker Characteristics: Evidence from Plant-Level Production Functions and Wage Equations," Journal of Labor Economics, University of Chicago Press, vol. 17(3), pages 409-46, July. [Downloadable!] (restricted)
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  18. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July. [Downloadable!] (restricted)
  19. Mark J. Roberts & Dylan Supina, 1997. "Output Price and Markup Dispersion in Micro Data: The Roles of Producer Heterogeneity and Noise," NBER Working Papers 6075, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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