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Intangible Capital and Firm-Level Productivity – Evidence from Germany

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  • Roth, Felix
  • Sen, Ali
  • Rammer, Christian

Abstract

This paper analyses the impact of intangible capital on firm-level productivity for Germany using panel data from the Community Innovation Survey for the time period 2006 to 2018. Our paper presents three novel results. First, we find a highly significant positive relationship between intangible capital and firm-level productivity with elasticities overall in line with previous findings reported for other large EU economies. Second, our results show that both manufacturing and services are highly intangible-capital intensive, and that intangibles have a greater impact on firm-level productivity in services - particular in the business services sector. Third, our results show that intangible capital investments in German firms are equal to investments in tangible capital since the early 2000s. Overall, the evidence presented in our paper indicates that Germany - in line with other advanced economies - has undergone a structural transition into a knowledge economy in which intangibles act as an important driver of firm-level productivity.

Suggested Citation

  • Roth, Felix & Sen, Ali & Rammer, Christian, 2021. "Intangible Capital and Firm-Level Productivity – Evidence from Germany," Hamburg Discussion Papers in International Economics 9, University of Hamburg, Chair of International Economics.
  • Handle: RePEc:zbw:uhhhdp:9
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    References listed on IDEAS

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    1. Felix Roth, 2022. "Revisiting Intangible Capital and Labor Productivity Growth, 2000–2015: Accounting for the Crisis and Economic Recovery in the EU," Contributions to Economics, in: Intangible Capital and Growth, chapter 0, pages 17-42, Springer.
    2. 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.
    3. 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.
    4. D. W. Jorgenson & Z. Griliches, 1967. "The Explanation of Productivity Change," Review of Economic Studies, Oxford University Press, vol. 34(3), pages 249-283.
    5. Carol Corrado & Charles Hulten & Daniel Sichel, 2009. "Intangible Capital And U.S. Economic Growth," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 55(3), pages 661-685, September.
    6. Thomas Niebel & Mary O'Mahony & Marianne Saam, 2017. "The Contribution of Intangible Assets to Sectoral Productivity Growth in the EU," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63, pages 49-67, February.
    7. Zvi Griliches, 1984. "R&D, Patents, and Productivity," NBER Books, National Bureau of Economic Research, Inc, number gril84-1.
    8. Ellen R. McGrattan & Edward C. Prescott, 2010. "Technology Capital and the US Current Account," American Economic Review, American Economic Association, vol. 100(4), pages 1493-1522, September.
    9. Thomas J. Holmes & Ellen R. McGrattan & Edward C. Prescott, 2015. "Quid Pro Quo: Technology Capital Transfers for Market Access in China," Review of Economic Studies, Oxford University Press, vol. 82(3), pages 1154-1193.
    10. Leonard I. Nakamura, 2010. "Intangible Assets And National Income Accounting," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 56(s1), pages 135-155, June.
    11. Michele Battisti & Filippo Belloc & Massimo Del Gatto, 2015. "Unbundling Technology Adoption and tfp at the Firm Level: Do Intangibles Matter?," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 24(2), pages 390-414, June.
    12. Peter Goodridge & Jonathan Haskel & Gavin Wallis, 2017. "Spillovers from R&D and Other Intangible Investment: Evidence from UK Industries," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63, pages 22-48, February.
    13. 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.
    14. Rammer, Christian & Peters, Bettina, 2016. "Investitionsschwäche oder Strukturverschiebung der Investitionstätigkeit? Zur Rolle immaterieller Investitionen für die Wettbewerbsfähigkeit von Unternehmen," ZEW Discussion Papers 16-037, ZEW - Leibniz Centre for European Economic Research.
    15. Margarida Duarte & Diego Restuccia, 2020. "Relative Prices and Sectoral Productivity," Journal of the European Economic Association, European Economic Association, vol. 18(3), pages 1400-1443.
    16. Harald Edquist, 2011. "CAN INVESTMENT IN INTANGIBLES EXPLAIN THE SWEDISH PRODUCTIVITY BOOM IN THE 1990s?," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 57(4), pages 658-682, December.
    17. Dongya Koh & Raül Santaeulàlia‐Llopis & Yu Zheng, 2020. "Labor Share Decline and Intellectual Property Products Capital," Econometrica, Econometric Society, vol. 88(6), pages 2609-2628, November.
    18. Xavier Gabaix, 2011. "The Granular Origins of Aggregate Fluctuations," Econometrica, Econometric Society, vol. 79(3), pages 733-772, May.
    19. Nathan Chappell & Adam Jaffe, 2018. "Intangible Investment and Firm Performance," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 52(4), pages 509-559, June.
    20. O'Mahony, Mary & Vecchi, Michela, 2009. "R&D, knowledge spillovers and company productivity performance," Research Policy, Elsevier, vol. 38(1), pages 35-44, February.
    21. Carol Corrado & John Haltiwanger & Daniel Sichel, 2005. "Measuring Capital in the New Economy," NBER Books, National Bureau of Economic Research, Inc, number corr05-1.
    22. Joshua S. Gans & Scott Stern, 2010. "Is there a market for ideas?," Industrial and Corporate Change, Oxford University Press, vol. 19(3), pages 805-837, June.
    23. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    24. Verbic, Miroslav & Polanec, Sašo, 2011. "Innovativeness and intangibles in transition: the case of Slovenia," MPRA Paper 32127, University Library of Munich, Germany.
    25. Ellen R. McGrattan & Edward C. Prescott, 2014. "A Reassessment of Real Business Cycle Theory," American Economic Review, American Economic Association, vol. 104(5), pages 177-182, May.
    26. Nicholas Bloom & Raffaella Sadun, 2012. "The Organization of Firms Across Countries," The Quarterly Journal of Economics, Oxford University Press, vol. 127(4), pages 1663-1705.
    27. Zvi Griliches, 1998. "Issues in Assessing the Contribution of Research and Development to Productivity Growth," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 17-45, National Bureau of Economic Research, Inc.
    28. 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.
    29. 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.
    30. Timmer,Marcel P. & Inklaar,Robert & O'Mahony,Mary & Ark,Bart van, 2013. "Economic Growth in Europe," Cambridge Books, Cambridge University Press, number 9781107412446, October.
    31. Kaus, Wolfhard & Slavtchev, Viktor & Zimmermann, Markus, 2020. "Intangible capital and productivity: Firm-level evidence from German manufacturing," IWH Discussion Papers 1/2020, Halle Institute for Economic Research (IWH).
    32. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    33. Crass, Dirk & Peters, Bettina, 2014. "Intangible assets and firm-level productivity," ZEW Discussion Papers 14-120, ZEW - Leibniz Centre for European Economic Research.
    34. Carol Corrado & John Haltiwanger & Daniel Sichel, 2005. "Introduction to "Measuring Capital in the New Economy"," NBER Chapters, in: Measuring Capital in the New Economy, pages 1-10, National Bureau of Economic Research, Inc.
    35. Baruch Lev & Suresh Radhakrishnan, 2005. "The Valuation of Organization Capital," NBER Chapters, in: Measuring Capital in the New Economy, pages 73-110, National Bureau of Economic Research, Inc.
    36. Agrawal, Ajay & Gans, Joshua & Goldfarb, Avi (ed.), 2019. "The Economics of Artificial Intelligence," National Bureau of Economic Research Books, University of Chicago Press, number 9780226613338, October.
    37. Rammer, Christian & Roth, Felix & Trunschke, Markus, 2020. "Measuring organisation capital at the firm level: A production function approach," ZEW Discussion Papers 20-021, ZEW - Leibniz Centre for European Economic Research.
    38. Bart van Ark & Mary O'Mahoney & Marcel P. Timmer, 2008. "The Productivity Gap between Europe and the United States: Trends and Causes," Journal of Economic Perspectives, American Economic Association, vol. 22(1), pages 25-44, Winter.
    39. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," Review of Economic Studies, Oxford University Press, vol. 70(2), pages 317-341.
    40. Nicholas Bloom & John Van Reenen, 2002. "Patents, Real Options and Firm Performance," Economic Journal, Royal Economic Society, vol. 112(478), pages 97-116, March.
    41. Pekka Ilmakunnas & Hannu Piekkola, 2014. "Intangible investment in people and productivity," Journal of Productivity Analysis, Springer, vol. 41(3), pages 443-456, June.
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    More about this item

    Keywords

    Intangible capital; firm-level productivity; panel data; Germany;
    All these keywords.

    JEL classification:

    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General
    • L22 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Organization and Market Structure
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models

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