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Job Hopping, Information Technology Spillovers, and Productivity Growth

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  • Prasanna Tambe

    (Stern School of Business, New York University, New York, New York 10012)

  • Lorin M. Hitt

    (The Wharton School, University of Pennsylvania, Philadelphia, Pennsylvania 19104)

Abstract

The movement of information technology (IT) workers among firms is believed to be an important mechanism by which IT-related innovations diffuse throughout the economy. We use a newly developed source of employee microdata---an online resume database---to model IT workers' mobility patterns. We find that firms derive significant productivity benefits from the IT investments of other firms from which they hire IT labor. Our estimates indicate that over the last two decades, productivity spillovers from the IT investments of other firms transmitted through this channel have contributed 20%--30% as much to productivity growth as firms' own IT investments. Moreover, we find that the productivity benefits of locating near other IT-intensive firms can primarily be explained by the mobility of technical workers within the region. Our results are unique to the flow of IT workers among firms, not other occupations, which rules out some alternative explanations related to the similarity of firms that participate in the same labor flow network. This paper was accepted by Yu (Jeffrey) Hu, guest department editor, information systems.

Suggested Citation

  • Prasanna Tambe & Lorin M. Hitt, 2014. "Job Hopping, Information Technology Spillovers, and Productivity Growth," Management Science, INFORMS, vol. 60(2), pages 338-355, February.
  • Handle: RePEc:inm:ormnsc:v:60:y:2014:i:2:p:338-355
    DOI: 10.1287/mnsc.2013.1764
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    1. Bruce Fallick & Charles A. Fleischman & James B. Rebitzer, 2006. "Job-Hopping in Silicon Valley: Some Evidence Concerning the Microfoundations of a High-Technology Cluster," The Review of Economics and Statistics, MIT Press, vol. 88(3), pages 472-481, August.
    2. Mirko Draca & Raffaella Sadun & John Van Reenen, 2006. "Productivity and ICT: A Review of the Evidence," CEP Discussion Papers dp0749, Centre for Economic Performance, LSE.
    3. Sunil Mithas & M. S. Krishnan, 2008. "Human Capital and Institutional Effects in the Compensation of Information Technology Professionals in the United States," Management Science, INFORMS, vol. 54(3), pages 415-428, March.
    4. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 577-598.
    5. Gary S. Becker & Kevin M. Murphy, 1994. "The Division of Labor, Coordination Costs, and Knowledge," NBER Chapters, in: Human Capital: A Theoretical and Empirical Analysis with Special Reference to Education, Third Edition, pages 299-322, National Bureau of Economic Research, Inc.
    6. Nicholas Bloom & Mark Schankerman & John Van Reenen, 2013. "Identifying Technology Spillovers and Product Market Rivalry," Econometrica, Econometric Society, vol. 81(4), pages 1347-1393, July.
    7. Alexander Oettl & Ajay Agrawal, 2008. "International labor mobility and knowledge flow externalities," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 39(8), pages 1242-1260, December.
    8. Chris Forman & Avi Goldfarb & Shane Greenstein, 2012. "The Internet and Local Wages: A Puzzle," American Economic Review, American Economic Association, vol. 102(1), pages 556-575, February.
    9. Paul Attewell, 1992. "Technology Diffusion and Organizational Learning: The Case of Business Computing," Organization Science, INFORMS, vol. 3(1), pages 1-19, February.
    10. Breschi, Stefano & Lissoni, Francesco, 2001. "Knowledge Spillovers and Local Innovation Systems: A Critical Survey," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 10(4), pages 975-1005, December.
    11. Nicholas Bloom & Raffaella Sadun & John Van Reenen, 2012. "Americans Do IT Better: US Multinationals and the Productivity Miracle," American Economic Review, American Economic Association, vol. 102(1), pages 167-201, February.
    12. Dale W. Jorgenson & Kevin J. Stiroh, 2000. "Raising the Speed Limit: U.S. Economic Growth in the Information Age," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 31(1), pages 125-236.
    13. April Mitchell Franco & Darren Filson, 2006. "Spin‐outs: knowledge diffusion through employee mobility," RAND Journal of Economics, RAND Corporation, vol. 37(4), pages 841-860, December.
    14. Paul Almeida & Bruce Kogut, 1999. "Localization of Knowledge and the Mobility of Engineers in Regional Networks," Management Science, INFORMS, vol. 45(7), pages 905-917, July.
    15. April Mitchell Franco & Darren Filson, 2006. "Spin‐outs: knowledge diffusion through employee mobility," RAND Journal of Economics, The RAND Corporation, vol. 37(4), pages 841-860, December.
    16. Duranton, Gilles & Puga, Diego, 2004. "Micro-foundations of urban agglomeration economies," Handbook of Regional and Urban Economics, in: J. V. Henderson & J. F. Thisse (ed.), Handbook of Regional and Urban Economics, edition 1, volume 4, chapter 48, pages 2063-2117, Elsevier.
    17. Rebecca Achee Thornton & Peter Thompson, 2001. "Learning from Experience and Learning from Others: An Exploration of Learning and Spillovers in Wartime Shipbuilding," American Economic Review, American Economic Association, vol. 91(5), pages 1350-1368, December.
    18. K. J. Arrow, 1971. "The Economic Implications of Learning by Doing," Palgrave Macmillan Books, in: F. H. Hahn (ed.), Readings in the Theory of Growth, chapter 11, pages 131-149, Palgrave Macmillan.
    19. C. Lanier Benkard, 2000. "Learning and Forgetting: The Dynamics of Aircraft Production," American Economic Review, American Economic Association, vol. 90(4), pages 1034-1054, September.
    20. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    21. Sampsa Samila & Olav Sorenson, 2011. "Noncompete Covenants: Incentives to Innovate or Impediments to Growth," Management Science, INFORMS, vol. 57(3), pages 425-438, March.
    22. Erik Brynjolfsson & Lorin M. Hitt, 2003. "Computing Productivity: Firm-Level Evidence," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 793-808, November.
    23. Sanjeev Dewan & Chung-ki Min, 1997. "The Substitution of Information Technology for Other Factors of Production: A Firm Level Analysis," Management Science, INFORMS, vol. 43(12), pages 1660-1675, December.
    24. Audretsch, David B & Stephan, Paula E, 1996. "Company-Scientist Locational Links: The Case of Biotechnology," American Economic Review, American Economic Association, vol. 86(3), pages 641-652, June.
    25. 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.
    26. Natalia Levina & Mingdi Xin, 2007. "Research Note---Comparing IT Workers’ Compensation Across Country Contexts: Demographic, Human Capital, and Institutional Factors," Information Systems Research, INFORMS, vol. 18(2), pages 193-210, June.
    27. Ragnhild Balsvik, 2011. "Is Labor Mobility a Channel for Spillovers from Multinationals? Evidence from Norwegian Manufacturing," The Review of Economics and Statistics, MIT Press, vol. 93(1), pages 285-297, February.
    28. Kristina McElheran, 2011. "Do Market Leaders Lead in Business Process Innovation? The Case(s) of E-Business Adoption," Working Papers 11-10, Center for Economic Studies, U.S. Census Bureau.
    29. Dahl, Michael S. & Sorenson, Olav, 2010. "The migration of technical workers," Journal of Urban Economics, Elsevier, vol. 67(1), pages 33-45, January.
    30. Jaffe, Adam B, 1986. "Technological Opportunity and Spillovers of R&D: Evidence from Firms' Patents, Profits, and Market Value," American Economic Review, American Economic Association, vol. 76(5), pages 984-1001, December.
    31. Sanjeev Dewan & Kenneth L. Kraemer, 2000. "Information Technology and Productivity: Evidence from Country-Level Data," Management Science, INFORMS, vol. 46(4), pages 548-562, April.
    32. Audretsch, David B & Feldman, Maryann P, 1996. "R&D Spillovers and the Geography of Innovation and Production," American Economic Review, American Economic Association, vol. 86(3), pages 630-640, June.
    33. Rosen, Sherwin, 1983. "Specialization and Human Capital," Journal of Labor Economics, University of Chicago Press, vol. 1(1), pages 43-49, January.
    34. Matt Marx & Deborah Strumsky & Lee Fleming, 2009. "Mobility, Skills, and the Michigan Non-Compete Experiment," Management Science, INFORMS, vol. 55(6), pages 875-889, June.
    35. Forman, Chris & Goldfarb, Avi & Greenstein, Shane, 2005. "How did location affect adoption of the commercial Internet? Global village vs. urban leadership," Journal of Urban Economics, Elsevier, vol. 58(3), pages 389-420, November.
    36. David, Paul A, 1990. "The Dynamo and the Computer: An Historical Perspective on the Modern Productivity Paradox," American Economic Review, American Economic Association, vol. 80(2), pages 355-361, May.
    37. Prasanna Tambe & Lorin M. Hitt & Erik Brynjolfsson, 2012. "The Extroverted Firm: How External Information Practices Affect Innovation and Productivity," Management Science, INFORMS, vol. 58(5), pages 843-859, May.
    38. Levy, Frank & Murnane, Richard J, 1996. "With What Skills Are Computers a Complement?," American Economic Review, American Economic Association, vol. 86(2), pages 258-262, May.
    39. Prasanna Tambe & Lorin M. Hitt, 2012. "The Productivity of Information Technology Investments: New Evidence from IT Labor Data," Information Systems Research, INFORMS, vol. 23(3-part-1), pages 599-617, September.
    40. Zhuo (June) Cheng & Barrie R. Nault, 2007. "Industry Level Supplier-Driven IT Spillovers," Management Science, INFORMS, vol. 53(8), pages 1199-1216, August.
    41. Andrey Stoyanov & Nikolay Zubanov, 2012. "Productivity Spillovers across Firms through Worker Mobility," American Economic Journal: Applied Economics, American Economic Association, vol. 4(2), pages 168-198, April.
    42. Soon Ang & Sandra Slaughter & Kok Yee Ng, 2002. "Human Capital and Institutional Determinants of Information Technology Compensation: Modeling Multilevel and Cross-Level Interactions," Management Science, INFORMS, vol. 48(11), pages 1427-1445, November.
    43. Kim, Sunwoong, 1989. "Labor Specialization and the Extent of the Market," Journal of Political Economy, University of Chicago Press, vol. 97(3), pages 692-705, June.
    44. Freedman, Matthew L., 2008. "Job hopping, earnings dynamics, and industrial agglomeration in the software publishing industry," Journal of Urban Economics, Elsevier, vol. 64(3), pages 590-600, November.
    45. Bresnahan, Timothy F & Gambardella, Alfonso & Saxenian, AnnaLee, 2001. "'Old Economy' Inputs for 'New Economy' Outcomes: Cluster Formation in the New Silicon Valleys," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 10(4), pages 835-860, December.
    46. Paul Chwelos & Ronald Ramirez & Kenneth L. Kraemer & Nigel P. Melville, 2010. "Research Note ---Does Technological Progress Alter the Nature of Information Technology as a Production Input? New Evidence and New Results," Information Systems Research, INFORMS, vol. 21(2), pages 392-408, June.
    47. Erik Brynjolfsson & Lorin Hitt, 1996. "Paradox Lost? Firm-Level Evidence on the Returns to Information Systems Spending," Management Science, INFORMS, vol. 42(4), pages 541-558, April.
    48. Young Bong Chang & Vijay Gurbaxani, 2012. "The Impact of IT-Related Spillovers on Long-Run Productivity: An Empirical Analysis," Information Systems Research, INFORMS, vol. 23(3-part-2), pages 868-886, September.
    49. Zhuo (June) Cheng & Barrie R. Nault, 2012. "Relative Industry Concentration and Customer-Driven IT Spillovers," Information Systems Research, INFORMS, vol. 23(2), pages 340-355, June.
    50. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    51. J. V. Henderson & J. F. Thisse (ed.), 2004. "Handbook of Regional and Urban Economics," Handbook of Regional and Urban Economics, Elsevier, edition 1, volume 4, number 4.
    52. Marvin B. Lieberman, 1984. "The Learning Curve and Pricing in the Chemical Processing Industries," RAND Journal of Economics, The RAND Corporation, vol. 15(2), pages 213-228, Summer.
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