IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/11948.html
   My bibliography  Save this paper

Intangible Capital and Economic Growth

Author

Listed:
  • Carol A. Corrado
  • Charles R. Hulten
  • Daniel E. Sichel

Abstract

Published macroeconomic data traditionally exclude most intangible investment from measured GDP. This situation is beginning to change, but our estimates suggest that as much as $800 billion is still excluded from U.S. published data (as of 2003), and that this leads to the exclusion of more than $3 trillion of business intangible capital stock. To assess the importance of this omission, we add capital to the standard sources-of-growth framework used by the BLS, and find that the inclusion of our list of intangible assets makes a significant difference in the observed patterns of U.S. economic growth. The rate of change of output per worker increases more rapidly when intangibles are counted as capital, and capital deepening becomes the unambiguously dominant source of growth in labor productivity. The role of multifactor productivity is correspondingly diminished, and labor's income share is found to have decreased significantly over the last 50 years.

Suggested Citation

  • Carol A. Corrado & Charles R. Hulten & Daniel E. Sichel, 2006. "Intangible Capital and Economic Growth," NBER Working Papers 11948, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:11948
    Note: EFG PR
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w11948.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. L. Takács, 1987. "Book review," Metrika: International Journal for Theoretical and Applied Statistics, Springer, vol. 34(1), pages 156-156, December.
    3. Ayanian, Robert, 1983. "The Advertising Capital Controversy," The Journal of Business, University of Chicago Press, vol. 56(3), pages 349-364, July.
    4. 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.
    5. Robert E. Hall, 2001. "The Stock Market and Capital Accumulation," American Economic Review, American Economic Association, vol. 91(5), pages 1185-1202, December.
    6. Cockburn, Iain & Griliches, Zvi, 1988. "Industry Effects and Appropriability Measures in the Stock Market's Valuation of R&D and Patents," American Economic Review, American Economic Association, vol. 78(2), pages 419-423, May.
    7. 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.
    8. Carol Corrado & Charles Hulten & Daniel Sichel, 2005. "Measuring Capital and Technology: An Expanded Framework," NBER Chapters, in: Measuring Capital in the New Economy, pages 11-46, National Bureau of Economic Research, Inc.
    9. Nicholas Bloom & John Van Reenen, 2007. "Measuring and Explaining Management Practices Across Firms and Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(4), pages 1351-1408.
    10. D. W. Jorgenson & Z. Griliches, 1967. "The Explanation of Productivity Change," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 34(3), pages 249-283.
    11. John M. Abowd & John Haltiwanger & Ron Jarmin & Julia Lane & Paul Lengermann & Kristin McCue & Kevin McKinney & Kristin Sandusky, 2005. "The Relation among Human Capital, Productivity, and Market Value: Building Up from Micro Evidence," NBER Chapters, in: Measuring Capital in the New Economy, pages 153-204, National Bureau of Economic Research, Inc.
    12. Zvi Griliches, 1984. "R&D, Patents, and Productivity," NBER Books, National Bureau of Economic Research, Inc, number gril84-1.
    13. Schankerman, Mark & Pakes, Ariel, 1986. "Estimates of the Value of Patent Rights in European Countries during the Post-1950 Period," Economic Journal, Royal Economic Society, vol. 96(384), pages 1052-1076, December.
    14. Martin L. Weitzman, 1976. "On the Welfare Significance of National Product in a Dynamic Economy," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 90(1), pages 156-162.
    15. Zvi Griliches, 1984. "Market Value, R&D, and Patents," NBER Chapters, in: R&D, Patents, and Productivity, pages 249-252, National Bureau of Economic Research, Inc.
    16. Dale W. Jorgenson & Mun S. Ho & Kevin J. Stiroh, 2006. "Projecting Productivity Growth: Lessons from the US Growth Resurgence," Chapters, in: Dennis W. Jansen (ed.), The New Economy and Beyond, chapter 2, Edward Elgar Publishing.
    17. Martin Neil Baily, 1981. "Productivity and the Services of Capital and Labor," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 12(1), pages 1-66.
    18. Nadiri, M Ishaq & Prucha, Ingmar R, 1996. "Estimation of the Depreciation Rate of Physical and R&D Capital in the U.S. Total Manufacturing Sector," Economic Inquiry, Western Economic Association International, vol. 34(1), pages 43-56, January.
    19. Leonard I. Nakamura, 2001. "What is the U.S. gross investment in intangibles? (At least) one trillion dollars a year!," Working Papers 01-15, Federal Reserve Bank of Philadelphia.
    20. Robert E. Hall, 2000. "E-Capital: The Link between the Stock Market and the Labor Market in the 1990s," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 31(2), pages 73-118.
    21. R. Wiegert, 1987. "Book review," Metrika: International Journal for Theoretical and Applied Statistics, Springer, vol. 34(1), pages 16-16, December.
    22. Dale W. Jorgenson, 1966. "The Embodiment Hypothesis," Journal of Political Economy, University of Chicago Press, vol. 74(1), pages 1-1.
    23. E. Collani, 1987. "Book review," Metrika: International Journal for Theoretical and Applied Statistics, Springer, vol. 34(1), pages 224-224, December.
    24. R. Viertl, 1987. "Book review," Metrika: International Journal for Theoretical and Applied Statistics, Springer, vol. 34(1), pages 340-340, December.
    25. Hausman, Jerry, 1999. "Cellular Telephone, New Products, and the CPI," Journal of Business & Economic Statistics, American Statistical Association, vol. 17(2), pages 188-194, April.
    26. Hulten, Charles R, 1979. "On the "Importance" of Productivity Change," American Economic Review, American Economic Association, vol. 69(1), pages 126-136, March.
    27. Pakes, Ariel & Schankerman, Mark A., 1978. "The Rate of Obsolescence of Knowledge, Research Gestation Labs, and the Private Rate of Return to Research Resources," Working Papers 78-13, C.V. Starr Center for Applied Economics, New York University.
    28. Lawrence Slifman & Carol Corrado, 1999. "Decomposition of Productivity and Unit Costs," American Economic Review, American Economic Association, vol. 89(2), pages 328-332, May.
    29. W. Sendler, 1987. "Book review," Metrika: International Journal for Theoretical and Applied Statistics, Springer, vol. 34(1), pages 176-176, December.
    30. Ellen R. McGrattan & Edward C. Prescott, 2000. "Is the stock market overvalued?," Quarterly Review, Federal Reserve Bank of Minneapolis, vol. 24(Fall), pages 20-40.
    31. Stiroh, Kevin J, 1998. "Computers, Productivity, and Input Substitution," Economic Inquiry, Western Economic Association International, vol. 36(2), pages 175-191, April.
    32. Oliner, Stephen D. & Sichel, Daniel E., 2003. "Information technology and productivity: where are we now and where are we going?," Journal of Policy Modeling, Elsevier, vol. 25(5), pages 477-503, July.
    33. Black, Sandra E & Lynch, Lisa M, 1996. "Human-Capital Investments and Productivity," American Economic Review, American Economic Association, vol. 86(2), pages 263-267, May.
    34. Charles R. Hulten & Edwin R. Dean & Michael J. Harper, 2001. "New Developments in Productivity Analysis," NBER Books, National Bureau of Economic Research, Inc, number hult01-1.
    35. 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.
    36. Ellen R. McGrattan & Eduard C. Prescott, 2006. "Why Did U.S. Market Hours Boom in the 1990s?," 2006 Meeting Papers 192, Society for Economic Dynamics.
    37. Landes, Elisabeth M & Rosenfield, Andrew M, 1994. "The Durability of Advertising Revisited," Journal of Industrial Economics, Wiley Blackwell, vol. 42(3), pages 263-276, September.
    38. R. Borges, 1987. "Book review," Metrika: International Journal for Theoretical and Applied Statistics, Springer, vol. 34(1), pages 94-94, December.
    39. 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.
    40. Bronwyn H. Hall & Robert E. Hall, 1993. "The Value and Performance of U.S. Corporations," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 24(1), pages 1-50.
    41. Bruce T. Grimm & Brent R. Moulton & David B. Wasshausen, 2005. "Information-Processing Equipment and Software in the National Accounts," NBER Chapters, in: Measuring Capital in the New Economy, pages 363-402, National Bureau of Economic Research, Inc.
    42. Charles R. Hulten, 2001. "Total Factor Productivity: A Short Biography," NBER Chapters, in: New Developments in Productivity Analysis, pages 1-54, National Bureau of Economic Research, Inc.
    43. Hulten, Charles R. & Wykoff, Frank C., 1981. "The estimation of economic depreciation using vintage asset prices : An application of the Box-Cox power transformation," Journal of Econometrics, Elsevier, vol. 15(3), pages 367-396, April.
    44. Leonard I. Nakamura, 1999. "Intangibles: what put the new in the new economy?," Business Review, Federal Reserve Bank of Philadelphia, issue Jul, pages 3-16.
    45. Bernstein, Jeffrey I. & Mamuneas, Theofanis P., 2006. "R&D depreciation, stocks, user costs and productivity growth for US R&D intensive industries," Structural Change and Economic Dynamics, Elsevier, vol. 17(1), pages 70-98, January.
    46. Robert E. Hall, 2001. "Struggling to Understand the Stock Market," American Economic Review, American Economic Association, vol. 91(2), pages 1-11, May.
    47. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    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. Carol Corrado & Charles Hulten & Daniel Sichel, 2005. "Measuring Capital and Technology: An Expanded Framework," NBER Chapters, in: Measuring Capital in the New Economy, pages 11-46, National Bureau of Economic Research, Inc.
    2. Hulten, Charles R., 2010. "Growth Accounting," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 987-1031, Elsevier.
    3. Bart van Ark & Charles R. Hulten, 2007. "Innovation, Intangibles and Economic Growth: Towards A Comprehensive Accounting of the Knowledge Economy," Economics Program Working Papers 07-02, The Conference Board, Economics Program.
    4. Charles R. Hulten & Xiaohui Hao, 2008. "What is a Company Really Worth? Intangible Capital and the "Market to Book Value" Puzzle," NBER Working Papers 14548, National Bureau of Economic Research, Inc.
    5. Oliner, Stephen D. & Sichel, Daniel E. & Stiroh, Kevin J., 2008. "Explaining a productive decade," Journal of Policy Modeling, Elsevier, vol. 30(4), pages 633-673.
    6. Dale W. Jorgenson & Mun S. Ho & Kevin J. Stiroh, 2005. "Growth of US Industries and Investments in Information Technology and Higher Education," NBER Chapters, in: Measuring Capital in the New Economy, pages 403-478, National Bureau of Economic Research, Inc.
    7. Charles R. Hulten, 2006. "The "Architecture" of Capital Accounting: Basic Design Principles," NBER Chapters, in: A New Architecture for the US National Accounts, pages 193-214, National Bureau of Economic Research, Inc.
    8. Federico Biagi, 2013. "ICT and Productivity: A Review of the Literature," JRC Working Papers on Digital Economy 2013-09, Joint Research Centre.
    9. 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.
    10. Charles R. Hulten, 2000. "Total Factor Productivity: A Short Biography," NBER Working Papers 7471, National Bureau of Economic Research, Inc.
    11. Szalavetz, Andrea, 2011. "Innovációvezérelt növekedés? [Innovation-driven growth?]," Közgazdasági Szemle (Economic Review - monthly of the Hungarian Academy of Sciences), Közgazdasági Szemle Alapítvány (Economic Review Foundation), vol. 0(5), pages 460-476.
    12. Mauro Giorgio Marrano & Jonathan Haskel & Gavin Wallis, 2009. "What Happened To The Knowledge Economy? Ict, Intangible Investment, And Britain'S Productivity Record Revisited," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 55(3), pages 686-716, September.
    13. Martin Neil Baily & Charles L. Schultze, 1990. "The Productivity of Capital in a Period of Slower Growth," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 21(1990 Micr), pages 369-420.
    14. Antonopoulos, Christos & Sakellaris, Plutarchos, 2009. "The contribution of Information and Communication Technology investments to Greek economic growth: An analytical growth accounting framework," Information Economics and Policy, Elsevier, vol. 21(3), pages 171-191, August.
    15. Alexander Murray, 2016. "Partial versus Total Factor Productivity: Assessing Resource Use in Natural Resource Industries in Canada," CSLS Research Reports 2016-20, Centre for the Study of Living Standards.
    16. Harchaoui, Tarek Tarkhani, Faouzi, 2004. "Whatever Happened to Canada-United States Economic Growth and Productivity Performance in the Information Age?," Economic Analysis (EA) Research Paper Series 2004025e, Statistics Canada, Analytical Studies Branch.
    17. Oulton, Nicholas, 2007. "Investment-specific technological change and growth accounting," Journal of Monetary Economics, Elsevier, vol. 54(4), pages 1290-1299, May.
    18. Dale W. Jorgenson & Mun S. Ho & Kevin J. Stiroh, 2008. "A Retrospective Look at the U.S. Productivity Growth Resurgence," Journal of Economic Perspectives, American Economic Association, vol. 22(1), pages 3-24, Winter.
    19. Espinoza, Héctor & Kling, Gerhard & McGroarty, Frank & O'Mahony, Mary & Ziouvelou, Xenia, 2020. "Estimating the impact of the Internet of Things on productivity in Europe," LSE Research Online Documents on Economics 116391, London School of Economics and Political Science, LSE Library.
    20. Basu, Susanto & Fernald, John G. & Shapiro, Matthew D., 2001. "Productivity growth in the 1990s: technology, utilization, or adjustment?," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 55(1), pages 117-165, December.

    More about this item

    JEL classification:

    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence
    • E22 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Investment; Capital; Intangible Capital; Capacity
    • E01 - Macroeconomics and Monetary Economics - - General - - - Measurement and Data on National Income and Product Accounts and Wealth; Environmental Accounts

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:nbr:nberwo:11948. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.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.