IDEAS home Printed from
MyIDEAS: Log in (now much improved!) to save this paper

Human Capital Spillovers in the Workplace: Labor Diversity and Productivity

  • Navon, Guy

The paper studies the relationship between human capital spillovers and productivity using a unique longitudinal matched employer–employee dataset of Israeli manufacturing plants that contains individual records on all plant employees. I focus on the within-plant diversity of employees’ higher-education diplomas (university degrees). The variance decomposition shows that most knowledge diversity takes place within the industries. Using a semi-parametric approach, the study finds that hiring workers who are diversified in their specific knowledge is beneficial for plants’ productivity—the knowledge-diversity elasticity is about 0.2–0.25 and is robust—and that the benefit of knowledge diversity increase with the size of the plant. This suggests that for each allocation of labor in the production process it is beneficial for plants to diversify their skilled labor. The findings also suggest that the conventional way of estimating plant-level production function using Ordinary Least Squares or Fixed-Effects method is biased upward due to simultaneity of the inputs and the unobserved productivity shock.

If you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.

File URL:
File Function: original version
Download Restriction: no

Paper provided by University Library of Munich, Germany in its series MPRA Paper with number 17741.

in new window

Date of creation: Jun 2009
Date of revision:
Handle: RePEc:pra:mprapa:17741
Contact details of provider: Postal:
Ludwigstraße 33, D-80539 Munich, Germany

Phone: +49-(0)89-2180-2459
Fax: +49-(0)89-2180-992459
Web page:

More information through EDIRC

References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:

as in new window
  1. Luis Garicano & Esteban Rossi-Hansberg, 2006. "Organization and Inequality in a Knowledge Economy," The Quarterly Journal of Economics, Oxford University Press, vol. 121(4), pages 1383-1435.
  2. Harminder Battu & Clive R. Belfield & Peter J. Sloane, 2003. "Human Capital Spillovers within the Workplace: Evidence for Great Britain," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 65(5), pages 575-594, December.
  3. George S Olley & Ariel Pakes, 1992. "The Dynamics Of Productivity In The Telecommunications Equipment Industry," Working Papers 92-2, Center for Economic Studies, U.S. Census Bureau.
  4. Federico Cingano & Fabiano Schivardi, 2004. "Identifying the Sources of Local Productivity Growth," Journal of the European Economic Association, MIT Press, vol. 2(4), pages 720-742, 06.
  5. 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.
  6. Johannes Van Biesebroeck, 2003. "Wages Equal Productivity: Fact or Fiction?," NBER Working Papers 10174, National Bureau of Economic Research, Inc.
  7. Navon, Guy, 2006. "Human Capital Heterogeneity: University Choice and Wages," MPRA Paper 9708, University Library of Munich, Germany.
  8. Richard Blundell & Steve Bond, 1999. "GMM estimation with persistent panel data: an application to production functions," IFS Working Papers W99/04, Institute for Fiscal Studies.
  9. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, Oxford University Press, vol. 108(3), pages 577-598.
  10. Jan Eeckhout & Boyan Jovanovic, 2002. "Knowledge Spillovers and Inequality," American Economic Review, American Economic Association, vol. 92(5), pages 1290-1307, December.
  11. Daron Acemoglu & Joshua Angrist, 2001. "How Large are Human-Capital Externalities? Evidence from Compulsory-Schooling Laws," NBER Chapters, in: NBER Macroeconomics Annual 2000, Volume 15, pages 9-74 National Bureau of Economic Research, Inc.
  12. Abowd, J.M. & Kramarz, F. & Margolis, D.N., 1995. "High-Wage Workers and High-Wage Firms," Cahiers de recherche 9503, Centre interuniversitaire de recherche en économie quantitative, CIREQ.
  13. Boyan Jovanovic & Rafael Rob, 1989. "The Growth and Diffusion of Knowledge," Review of Economic Studies, Oxford University Press, vol. 56(4), pages 569-582.
  14. Timothy Dunne & Lucia Foster & John Haltiwanger & Kenneth Troske, 2000. "Wage and Productivity Dispersion in U.S. Manufacturing: The Role of Computer Investment," Working Papers 00-01, Center for Economic Studies, U.S. Census Bureau.
  15. Bregman, Arie & Fuss, Melvyn & Regev, Haim, 1991. "High tech and productivity: Evidence from Israeli industrial firms," European Economic Review, Elsevier, vol. 35(6), pages 1199-1221, August.
  16. Michael Kremer & Eric Maskin, 1996. "Wage Inequality and Segregation by Skill," NBER Working Papers 5718, National Bureau of Economic Research, Inc.
  17. Michael Kremer, 1993. "The O-Ring Theory of Economic Development," The Quarterly Journal of Economics, Oxford University Press, vol. 108(3), pages 551-575.
  18. Navon, Guy & Tojerow, Ilan, 2006. "The Effects of Rent-Sharing on the Gender Wage Gap in the Israeli Manufacturing Sector," IZA Discussion Papers 2361, Institute for the Study of Labor (IZA).
  19. Mark Doms & Timothy Dunne & Kenneth R. Troske, 1997. "Workers, Wages, and Technology," The Quarterly Journal of Economics, Oxford University Press, vol. 112(1), pages 253-290.
  20. Judith K. Hellerstein & David Neumark, 2004. "Production Function and Wage Equation Estimation with Heterogeneous Labor: Evidence from a New Matched Employer-Employee Data Set," NBER Working Papers 10325, National Bureau of Economic Research, Inc.
  21. Edward P. Lazear, 1999. "Personnel Economics: Past Lessons and Future Directions," NBER Working Papers 6957, National Bureau of Economic Research, Inc.
  22. Zvi Griliches & Jacques Mairesse, 1995. "Production Functions: The Search for Identification," Harvard Institute of Economic Research Working Papers 1719, Harvard - Institute of Economic Research.
  23. 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.
  24. Caroli, Eve & Van Reenen, John, 1999. "Skill biased organizational change? Evidence from a panel of British and French establishments," CEPREMAP Working Papers (Couverture Orange) 9917, CEPREMAP.
  25. John M. Abowd & Robert H. Creecy & Francis Kramarz, 2002. "Computing Person and Firm Effects Using Linked Longitudinal Employer-Employee Data," Longitudinal Employer-Household Dynamics Technical Papers 2002-06, Center for Economic Studies, U.S. Census Bureau.
  26. Julia I. Lane & John C. Haltiwanger & James Spletzer, 1999. "Productivity Differences across Employers: The Roles of Employer Size, Age, and Human Capital," American Economic Review, American Economic Association, vol. 89(2), pages 94-98, May.
  27. John M. Abowd & Francis Kramarz, 2010. "Human Capital and Worker Productivity: Direct Evidence from LInk Employer-Employee Data," NBER Chapters, in: Contributions in Memory of Zvi Griliches, pages 323-338 National Bureau of Economic Research, Inc.
  28. Enrico Moretti, 2002. "Human Capital Spillovers in Manufacturing: Evidence from Plant-Level Production Functions," NBER Working Papers 9316, National Bureau of Economic Research, Inc.
  29. Haskel, Jonathan & Hawkes, Denise & Pereira, Sonia, 2005. "Skills, human capital and the plant productivity gap: UK evidence from matched plant, worker and workforce data," CEPR Discussion Papers 5334, C.E.P.R. Discussion Papers.
  30. Per Krusell & Lee E. Ohanian & JosÈ-Victor RÌos-Rull & Giovanni L. Violante, 2000. "Capital-Skill Complementarity and Inequality: A Macroeconomic Analysis," Econometrica, Econometric Society, vol. 68(5), pages 1029-1054, September.
  31. Edward P. Lazear & Kathryn L. Shaw, 2007. "Personnel Economics: The Economist's View of Human Resources," Journal of Economic Perspectives, American Economic Association, vol. 21(4), pages 91-114, Fall.
  32. Bregman, Arie & Fuss, Melvyn & Regev, Haim, 1995. "The production and cost structure of Israeli industry Evidence from individual firm data," Journal of Econometrics, Elsevier, vol. 65(1), pages 45-81, January.
  33. John Haltiwanger & Julia Lane & James Spletzer, 2000. "Wages, Productivity, and the Dynamic Interaction of Businesses and Workers," NBER Working Papers 7994, National Bureau of Economic Research, Inc.
  34. Ackerberg, Daniel & Caves, Kevin & Frazer, Garth, 2006. "Structural identification of production functions," MPRA Paper 38349, University Library of Munich, Germany.
  35. Gollop, Frank M & Monahan, James L, 1991. "A Generalized Index of Diversification: Trends in U.S. Manufacturing," The Review of Economics and Statistics, MIT Press, vol. 73(2), pages 318-30, May.
  36. Luis Garicano & Esteban Rossi-Hansberg, 2004. "Inequality and the Organization of Knowledge," American Economic Review, American Economic Association, vol. 94(2), pages 197-202, May.
Full references (including those not matched with items on IDEAS)

This item is not listed on Wikipedia, on a reading list or among the top items on IDEAS.

When requesting a correction, please mention this item's handle: RePEc:pra:mprapa:17741. 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: (Joachim Winter)

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 references are entirely missing, you can add them using this form.

If the full references list an item that is present in RePEc, but the system did not link 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 profile, as there may be some citations waiting for confirmation.

Please note that corrections may take a couple of weeks to filter through the various RePEc services.

This information is provided to you by IDEAS at the Research Division of the Federal Reserve Bank of St. Louis using RePEc data.