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Reaching for the Stars: Who Pays for Talent in Innovative Industries?

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Listed:
  • Fredrik Andersson
  • Matthew Freedman
  • John C. Haltiwanger
  • Julia Lane
  • Kathryn L. Shaw

Abstract

Innovation in the U.S. economy is about employing and rewarding highly talented workers to produce new products. Using unique longitudinal matched employer-employee data, this paper makes a key connection between talent and firms in markets with risky product innovations. We show that software firms that operate in product markets with highly skewed returns to innovation, or high variance payoffs, are more likely to attract and pay for star workers. Thus, firms in high variance product markets pay more up-front--in starting salaries--to attract and motivate star employees, because if these star workers produce home-run innovations, the firm's winnings will be huge. However, we also find these same firms pay highly for loyalty: star workers that stay with a firm have much higher earnings in firms with high variance product market payoffs. The large effects on earnings are robust to the inclusion of a wide range of controls for both workers and firm characteristics. One key control is that we also show that in firms that have actually hit home runs, with high revenues, the rewards for star talent are even greater. We also find that the dispersion of earnings is higher within firms with high variance product payoffs.

Suggested Citation

  • Fredrik Andersson & Matthew Freedman & John C. Haltiwanger & Julia Lane & Kathryn L. Shaw, 2006. "Reaching for the Stars: Who Pays for Talent in Innovative Industries?," NBER Working Papers 12435, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:12435
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    1. Lazear, Edward P & Rosen, Sherwin, 1981. "Rank-Order Tournaments as Optimum Labor Contracts," Journal of Political Economy, University of Chicago Press, vol. 89(5), pages 841-864, October.
    2. Ittner, Christopher D. & Lambert, Richard A. & Larcker, David F., 2003. "The structure and performance consequences of equity grants to employees of new economy firms," Journal of Accounting and Economics, Elsevier, vol. 34(1-3), pages 89-127, January.
    3. Thomas Lemieux & W. Bentley MacLeod & Daniel Parent, 2009. "Performance Pay and Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(1), pages 1-49.
    4. Kremer, M & Maskin, E, 1996. "Wage Inequality and Segregation by Skill," Working papers 96-23, Massachusetts Institute of Technology (MIT), Department of Economics.
    5. John Van Reenen, 1996. "The Creation and Capture of Rents: Wages and Innovation in a Panel of U. K. Companies," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(1), pages 195-226.
    6. Thomas Lemieux, 2006. "Postsecondary Education and Increasing Wage Inequality," American Economic Review, American Economic Association, vol. 96(2), pages 195-199, May.
    7. Oyer, Paul & Schaefer, Scott, 2005. "Why do some firms give stock options to all employees?: An empirical examination of alternative theories," Journal of Financial Economics, Elsevier, vol. 76(1), pages 99-133, April.
    8. 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.
    9. Canice Prendergast, 2000. "What Trade-Off of Risk and Incentives?," American Economic Review, American Economic Association, vol. 90(2), pages 421-425, May.
    10. Josh Lerner & Julie Wulf, 2007. "Innovation and Incentives: Evidence from Corporate R&D," The Review of Economics and Statistics, MIT Press, vol. 89(4), pages 634-644, November.
    11. Mark Doms & Timothy Dunne & Kenneth R. Troske, 1997. "Workers, Wages, and Technology," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(1), pages 253-290.
    12. Judith Chevalier & Glenn Ellison, 1999. "Career Concerns of Mutual Fund Managers," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(2), pages 389-432.
    13. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
    14. George P. Baker & Brian J. Hall, 2004. "CEO Incentives and Firm Size," Journal of Labor Economics, University of Chicago Press, vol. 22(4), pages 767-798, October.
    15. Gibbons, Robert & Murphy, Kevin J, 1992. "Optimal Incentive Contracts in the Presence of Career Concerns: Theory and Evidence," Journal of Political Economy, University of Chicago Press, vol. 100(3), pages 468-505, June.
    16. Timothy Dunne & Lucia Foster & John Haltiwanger & Kenneth R. Troske, 2004. "Wage and Productivity Dispersion in United States Manufacturing: The Role of Computer Investment," Journal of Labor Economics, University of Chicago Press, vol. 22(2), pages 397-430, April.
    17. John J. Abowd & John Haltiwanger & Julia Lane, 2004. "Integrated Longitudinal Employer-Employee Data for the United States," American Economic Review, American Economic Association, vol. 94(2), pages 224-229, May.
    18. Scott Stern, 2004. "Do Scientists Pay to Be Scientists?," Management Science, INFORMS, vol. 50(6), pages 835-853, June.
    19. Stephen Machin & John Van Reenen, 1998. "Technology and Changes in Skill Structure: Evidence from Seven OECD Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1215-1244.
    20. William Bentley MacLeod & Daniel Parent, 1998. "Job Characteristics and the Form of Compensation," CIRANO Working Papers 98s-08, CIRANO.
    21. Roger Koenker & Kevin F. Hallock, 2001. "Quantile Regression," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 143-156, Fall.
    22. Scott Schaefer, 1998. "The Dependence Of Pay--Performance Sensitivity On The Size Of The Firm," The Review of Economics and Statistics, MIT Press, vol. 80(3), pages 436-443, August.
    23. Abowd, John M. & Haltiwanger, John C. & Lane, Julia & McKinney, Kevin Lee & Sandusky, L. Kristin, 2007. "Technology and the Demand for Skill: An Analysis of Within and Between Firm Differences," IZA Discussion Papers 2707, Institute of Labor Economics (IZA).
    24. Stephen D. Oliner & Daniel E. Sichel, 2000. "The Resurgence of Growth in the Late 1990s: Is Information Technology the Story?," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 3-22, Fall.
    25. Rosen, Sherwin, 1981. "The Economics of Superstars," American Economic Review, American Economic Association, vol. 71(5), pages 845-858, December.
    26. George P. Baker & Thomas N. Hubbard, 2003. "Make Versus Buy in Trucking: Asset Ownership, Job Design, and Information," American Economic Review, American Economic Association, vol. 93(3), pages 551-572, June.
    27. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2005. "Rising Wage Inequality: The Role of Composition and Prices," Harvard Institute of Economic Research Working Papers 2096, Harvard - Institute of Economic Research.
    28. David W. Stevens, 2002. "Employment that is not covered by state unemployment," Longitudinal Employer-Household Dynamics Technical Papers 2002-16, Center for Economic Studies, U.S. Census Bureau.
    29. Julie Wulf, 2007. "Authority, Risk, And Performance Incentives: Evidence From Division Manager Positions Inside Firms," Journal of Industrial Economics, Wiley Blackwell, vol. 55(1), pages 169-196, March.
    30. Dale W. Jorgenson & Mun S. Ho & Kevin J. Stiroh, 2005. "Productivity, Volume 3: Information Technology and the American Growth Resurgence," MIT Press Books, The MIT Press, edition 1, volume 3, number 0262101114, December.
    31. Timothy F. Bresnahan & Erik Brynjolfsson & Lorin M. Hitt, 2002. "Information Technology, Workplace Organization, and the Demand for Skilled Labor: Firm-Level Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(1), pages 339-376.
    32. Kevin J. Murphy, 1986. "Incentives, Learning, and Compensation: A Theoretical and Empirical Investigation of Managerial Labor Contracts," RAND Journal of Economics, The RAND Corporation, vol. 17(1), pages 59-76, Spring.
    33. John E. Core & Wayne R. Guay & David F. Larcker, 2003. "Executive equity compensation and incentives: a survey," Economic Policy Review, Federal Reserve Bank of New York, vol. 9(Apr), pages 27-50.
    34. Rajesh K. Aggarwal & Andrew A. Samwick, 1999. "The Other Side of the Trade-off: The Impact of Risk on Executive Compensation," Journal of Political Economy, University of Chicago Press, vol. 107(1), pages 65-105, February.
    35. George Baker & Thomas N. Hubbard, 2001. "Empirical Strategies in Contract Economics: Information and the Boundary of the Firm," American Economic Review, American Economic Association, vol. 91(2), pages 189-194, May.
    36. repec:eme:rlepps:v:18:y:1999:i:1999:p:177-242 is not listed on IDEAS
    37. Jensen, Michael C & Murphy, Kevin J, 1990. "Performance Pay and Top-Management Incentives," Journal of Political Economy, University of Chicago Press, vol. 98(2), pages 225-264, April.
    38. Garicano, Luis & Hubbard, Thomas N, 2007. "Managerial Leverage Is Limited by the Extent of the Market: Hierarchies, Specialization, and the Utilization of Lawyers' Human Capital," Journal of Law and Economics, University of Chicago Press, vol. 50(1), pages 1-43, February.
    39. Canice Prendergast, 2002. "The Tenuous Trade-off between Risk and Incentives," Journal of Political Economy, University of Chicago Press, vol. 110(5), pages 1071-1102, October.
    40. Hubbard, Thomas N. & Garicano, Luis, 2005. "Managerial Leverage is Limited By the Extent of the Market: Hierarchies, Specialization and the Utilization of Lawyers' Human C," CEPR Discussion Papers 4924, C.E.P.R. Discussion Papers.
    41. Edward P. Lazear, 1999. "Output-based Pay: Incentives or Sorting?," NBER Working Papers 7419, National Bureau of Economic Research, Inc.
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    JEL classification:

    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • L2 - Industrial Organization - - Firm Objectives, Organization, and Behavior
    • L86 - Industrial Organization - - Industry Studies: Services - - - Information and Internet Services; Computer Software

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