[go: up one dir, main page]
IDEAS home Printed from https://ideas.repec.org/p/mit/sloanp/5417.html
   My bibliography  Save this paper

Computing Productivity: Firm-Level Evidence

Author

Listed:
  • Brynjolfsson, Erik
  • Hitt, Lorin M.
Abstract
We explore the effect of computerization on productivity and output growth using data from 527 large US firms over 1987-1994. We find that computerization makes a contribution to measured productivity and output growth in the short term (using one year differences) that is consistent with normal returns to computer investments. However, the productivity and output contributions associated with computerization are up to five times greater over long periods (using five to seven year differences). The results suggest that the observed contribution of computerization is accompanied by relatively large and time-consuming investments in complementary inputs, such as organizational capital, that may be omitted in conventional calculations of productivity. The large long-run contribution of computers and their associated complements that we uncover may partially explain the subsequent investment surge in computers in the late 1990s.

Suggested Citation

  • Brynjolfsson, Erik & Hitt, Lorin M., 2004. "Computing Productivity: Firm-Level Evidence," Working papers 4210-01, Massachusetts Institute of Technology (MIT), Sloan School of Management.
    • Handle: RePEc:mit:sloanp:5417
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/1721.1/5417
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Bresnahan, Timothy F. & Trajtenberg, M., 1995. "General purpose technologies 'Engines of growth'?," Journal of Econometrics, Elsevier, vol. 65(1), pages 83-108, January.
    2. Erik Brynjolfsson & Loren Hitt & Shinkyu Yang, 2002. "Intangible Assets: How the Interaction of Computers and Organizational Structure Affects Stock Market Valuations," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 33(1), pages 137-198.
    3. Basu, Susanto & Fernald, John G., 1995. "Are apparent productive spillovers a figment of specification error?," Journal of Monetary Economics, Elsevier, vol. 36(1), pages 165-188, August.
    4. Zvi Griliches, 1998. "Productivity and R&D at the Firm Level," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 100-133, National Bureau of Economic Research, Inc.
    5. Zvi Griliches, 1984. "R&D, Patents, and Productivity," NBER Books, National Bureau of Economic Research, Inc, number gril84-1.
    6. Berndt, Ernst R. & Morrison, Catherine J., 1995. "High-tech capital formation and economic performance in U.S. manufacturing industries An exploratory analysis," Journal of Econometrics, Elsevier, vol. 65(1), pages 9-43, January.
    7. Robert J. Gordon, 2000. "Does the "New Economy" Measure Up to the Great Inventions of the Past?," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 49-74, Fall.
    8. 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.
    9. Richard Blundell & Stephen Bond, 2000. "GMM Estimation with persistent panel data: an application to production functions," Econometric Reviews, Taylor & Francis Journals, vol. 19(3), pages 321-340.
    10. Griliches, Zvi & Hausman, Jerry A., 1986. "Errors in variables in panel data," Journal of Econometrics, Elsevier, vol. 31(1), pages 93-118, February.
    11. Ernst R. Berndt & Zvi Griliches, 1993. "Price Indexes for Microcomputers: An Exploratory Study," NBER Chapters, in: Price Measurements and Their Uses, National Bureau of Economic Research, Inc.
    12. 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.
    13. Brynjolfsson, Erik. & Hitt, Lorin M., 1994. "Information technology as a factor of production : the role of differences among firms," Working papers 3715-94. CCSTR ; #173., Massachusetts Institute of Technology (MIT), Sloan School of Management.
    14. Catherine J. Morrison, 2000. "Assessing The Productivity Of Information Technology Equipment In U.S. Manufacturing Industries," The Review of Economics and Statistics, MIT Press, vol. 79(3), pages 471-481, August.
    15. Schankerman, Mark, 1981. "The Effects of Double-Counting and Expensing on the Measured Returns to R&D," The Review of Economics and Statistics, MIT Press, vol. 63(3), pages 454-458, August.
    16. Donald Siegel & Zvi Griliches, 1992. "Purchased Services, Outsourcing, Computers, and Productivity in Manufacturing," NBER Chapters, in: Output Measurement in the Service Sectors, pages 429-460, National Bureau of Economic Research, Inc.
    17. Boskin, Michael J, et al, 1997. "The CPI Commission: Findings and Recommendations," American Economic Review, American Economic Association, vol. 87(2), pages 78-83, May.
    18. Ernst R. Berndt & Catherine J. Morrison & Larry S. Rosenblum, 1992. "High-Tech Capital Formation and Labor Composition in U.S. Manufacturing Industries: An Exploratory Analysis," NBER Working Papers 4010, National Bureau of Economic Research, Inc.
    19. Donald Siegel, 1997. "The Impact Of Computers On Manufacturing Productivity Growth: A Multiple-Indicators, Multiple-Causes Approach," The Review of Economics and Statistics, MIT Press, vol. 79(1), pages 68-78, February.
    20. Zvi Griliches & Jacques Mairesse, 1981. "Productivity and R and D at the Firm Level," NBER Working Papers 0826, National Bureau of Economic Research, Inc.
    21. 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.
    22. Jorgenson, D.W. & Stiroh, K., 1994. "Computers abd Growth," Harvard Institute of Economic Research Working Papers 1707, Harvard - Institute of Economic Research.
    23. 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.
    24. Erik Brynjolfsson & Lorin M. Hitt, 2000. "Beyond Computation: Information Technology, Organizational Transformation and Business Performance," Journal of Economic Perspectives, American Economic Association, vol. 14(4), pages 23-48, Fall.
    25. Orlikowski, Wanda J. (Wanda Janina)., 1992. "Learning from notes : organizational issues in groupware implementation," Working papers #134. Working paper (Sloa, Massachusetts Institute of Technology (MIT), Sloan School of Management.
    26. Kevin J. Stiroh, 2002. "Information Technology and the U.S. Productivity Revival: What Do the Industry Data Say?," American Economic Review, American Economic Association, vol. 92(5), pages 1559-1576, December.
    27. Stephen D. Oliner & Daniel E. Sichel, 1994. "Computers and Output Growth Revisited: How Big Is the Puzzle?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 25(2), pages 273-334.
    28. Bresnahan, Timothy F, 1986. "Measuring the Spillovers from Technical Advance: Mainframe Computers inFinancial Services," American Economic Review, American Economic Association, vol. 76(4), pages 742-755, September.
    29. Lev, Baruch & Sougiannis, Theodore, 1996. "The capitalization, amortization, and value-relevance of R&D," Journal of Accounting and Economics, Elsevier, vol. 21(1), pages 107-138, February.
    30. Milgrom, Paul & Roberts, John, 1990. "The Economics of Modern Manufacturing: Technology, Strategy, and Organization," American Economic Review, American Economic Association, vol. 80(3), pages 511-528, June.
    31. 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.
    32. Frank R. Lichtenberg, 1993. "The Output Contributions of Computer Equipment and Personnel: A Firm- Level Analysis," NBER Working Papers 4540, National Bureau of Economic Research, Inc.
    33. Erik Brynjolfsson & Shinkyu Yang, 1997. "Information Technology and Productivity: A Review of the Literature," Working Paper Series 202, MIT Center for Coordination Science.
    34. Bartelsman, Eric J & Caballero, Ricardo J & Lyons, Richard K, 1994. "Customer- and Supplier-Driven Externalities," American Economic Review, American Economic Association, vol. 84(4), pages 1075-1084, September.
    35. Zvi Griliches, 1998. "The Search for R&D Spillovers," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 251-268, National Bureau of Economic Research, Inc.
    36. 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.
    37. Wanda Orlikowski, 1992. "Learning from NOTES: Organizational Issues in Groupware Implementation," Working Paper Series 134, MIT Center for Coordination Science.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. 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.
    2. Kevin J. Stiroh, 2002. "Information Technology and the U.S. Productivity Revival: What Do the Industry Data Say?," American Economic Review, American Economic Association, vol. 92(5), pages 1559-1576, December.
    3. Wilson, Daniel J., 2009. "IT and Beyond: The Contribution of Heterogeneous Capital to Productivity," Journal of Business & Economic Statistics, American Statistical Association, vol. 27, pages 52-70.
    4. Sang-Yong Tom Lee & Xiao Jia Guo, 2004. "Information and Communications Technology (ICT) and Spillover: A Panel Analysis," Econometric Society 2004 Far Eastern Meetings 722, Econometric Society.
    5. Fred V. Carstensen & William F. Lott & Stan McMillen, 2003. "The Economic Impact of Connecticut's Information Technology Industry," CCEA Studies 2003-02, University of Connecticut, Connecticut Center for Economic Analysis.
    6. Gianfranco E. Atzeni & OA Carboni, 2004. "ICT productivity and firm propensity to innovative investment: learning effect evidence from italian micro data," Working Paper CRENoS 200414, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
    7. Argandoña, Antonio, 2001. "Nueva economía y el crecimiento económico, La," IESE Research Papers D/437, IESE Business School.
    8. Kiley, Michael T., 2001. "Computers and growth with frictions: aggregate and disaggregate evidence," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 55(1), pages 171-215, December.
    9. Hempell, Thomas, 2002. "What's Spurious, What's Real? Measuring the Productivity Impacts of ICT at the Firm-Level," ZEW Discussion Papers 02-42, ZEW - Leibniz Centre for European Economic Research.
    10. repec:ebl:ecbull:v:15:y:2005:i:18:p:1-11 is not listed on IDEAS
    11. Gunnarsson, Gudmundur & Mellander, Erik & Savvidou, Eleni, 2004. "Human capital is the key to the IT productivity paradox," Working Paper Series 2004:13, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    12. Lach, Saul & Trajtenberg, Manuel & Shiff, Gil, 2008. "Together but Apart: ICT and Productivity Growth in Israel," CEPR Discussion Papers 6732, C.E.P.R. Discussion Papers.
    13. Scott, Susan V. & Van Reenen, John & Zachariadis, Markos, 2017. "The long-term effect of digital innovation on bank performance: An empirical study of SWIFT adoption in financial services," Research Policy, Elsevier, vol. 46(5), pages 984-1004.
    14. Pierre-Alain Muet, 2006. "Impacts économiques de la révolution numérique," Revue économique, Presses de Sciences-Po, vol. 57(3), pages 347-375.
    15. 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.
    16. Charlie Karlsson & Gunther Maier & Michaela Trippl & Iulia Siedschlag & Gavin Murphy, 2010. "ICT and Regional Economic Dynamics: A Literature Review," JRC Research Reports JRC59920, Joint Research Centre.
    17. Francesco Venturini & Ana Rincon-Aznar & Dr Michela Vecchi, 2013. "ICT as a general purpose technology: spillovers, absorptive capacity and productivity performance," National Institute of Economic and Social Research (NIESR) Discussion Papers 416, National Institute of Economic and Social Research.
    18. Indjikian, Rouben & Siegel, Donald S., 2005. "The Impact of Investment in IT on Economic Performance: Implications for Developing Countries," World Development, Elsevier, vol. 33(5), pages 681-700, May.
    19. Timothy Dunne & John Haltiwanger & Lucia Foster, 2000. "Wage and Productivity Dispersion in U.S. Manufacturing: The Role of Computer Investment," NBER Working Papers 7465, National Bureau of Economic Research, Inc.
    20. Dimelis, Sophia P. & Papaioannou, Sotiris K., 2011. "ICT growth effects at the industry level: A comparison between the US and the EU," Information Economics and Policy, Elsevier, vol. 23(1), pages 37-50, March.
    21. Ana Rincon & Michela VECCHI & Francesco VENTURINI, 2012. "ICT spillovers, absorptive capacity and productivity performance," Quaderni del Dipartimento di Economia, Finanza e Statistica 103/2012, Università di Perugia, Dipartimento Economia.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:mit:sloanp:5417. See general information about how to correct material in RePEc.

    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 CitEc recognized a bibliographic reference but did not link an item in RePEc 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 RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: None (email available below). General contact details of provider: https://edirc.repec.org/data/ssmitus.html .

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

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.