[go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/p/zbw/uhhhdp/9.html
   My bibliography  Save this paper

Intangible Capital and Firm-Level Productivity – Evidence from Germany

Author

Listed:
  • 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, Department of Economics.
  • Handle: RePEc:zbw:uhhhdp:9
    as

    Download full text from publisher

    File URL: https://www.econstor.eu/bitstream/10419/234062/1/hdpie-no09.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    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," The Review of Economic Studies, Review of Economic Studies Ltd, 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. Kevin J. Fox & 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," The Review of Economic Studies, Review of Economic Studies Ltd, 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. Kevin J. Fox & 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 and the Associazione ICC, 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. Miroslav Verbič & Sašo Polanec, 2014. "Innovativeness and intangibles in transition: the case of Slovenia," Economic Research-Ekonomska Istraživanja, Taylor & Francis Journals, vol. 27(1), pages 67-85, January.
    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, President and Fellows of Harvard College, 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, September.
    31. Wolfhard Kaus & Viktor Slavtchev & Markus Zimmermann, 2024. "Intangible capital and productivity: Firm-level evidence from German manufacturing," Oxford Economic Papers, Oxford University Press, vol. 76(4), pages 970-996.
    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. 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.
    34. Crass, Dirk & Peters, Bettina, 2014. "Intangible assets and firm-level productivity," ZEW Discussion Papers 14-120, ZEW - Leibniz Centre for European Economic Research.
    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, September.
    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," The Review of Economic Studies, Review of Economic Studies Ltd, 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Roth, Felix & Sen, Ali, 2021. "Intangible Capital and Labor Productivity Growth: Revisiting the Evidence," Hamburg Discussion Papers in International Economics 10, University of Hamburg, Department of Economics.
    2. Roth, Felix, 2022. "Intangible Capital and Labor Productivity Growth – Revisiting the Evidence: An Update," Hamburg Discussion Papers in International Economics 11, University of Hamburg, Department of Economics.

    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. Roth, Felix, 2019. "Intangible Capital and Labour Productivity Growth: A Review of the Literature," Hamburg Discussion Papers in International Economics 4, University of Hamburg, Department of Economics.
    2. Cristiano Antonelli & Gianluca Orsatti & Guido Pialli, 2023. "The knowledge-intensive direction of technological change," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 13(1), pages 1-27, March.
    3. Cristiano Antonelli & Gianluca Orsatti & Guido Pialli, 2023. "The effects of the limited exhaustibility of knowledge on firm size and the direction of technological change," The Journal of Technology Transfer, Springer, vol. 48(4), pages 1359-1385, August.
    4. Marie Le Mouel & Alexander Schiersch, 2020. "Knowledge-Based Capital and Productivity Divergence," Discussion Papers of DIW Berlin 1868, DIW Berlin, German Institute for Economic Research.
    5. Nonnis, Alberto & Bounfour, Ahmed & Kim, Keungoui, 2023. "Knowledge spillovers and intangible complementarities: Empirical case of European countries," Research Policy, Elsevier, vol. 52(1).
    6. Wolfhard Kaus & Viktor Slavtchev & Markus Zimmermann, 2024. "Intangible capital and productivity: Firm-level evidence from German manufacturing," Oxford Economic Papers, Oxford University Press, vol. 76(4), pages 970-996.
    7. Chen, Wen & Niebel, Thomas & Saam, Marianne, 2016. "Are intangibles more productive in ICT-intensive industries? Evidence from EU countries," Telecommunications Policy, Elsevier, vol. 40(5), pages 471-484.
    8. Felix Roth, 2022. "The Productivity Puzzle: A Critical Assessment and an Outlook on the COVID-19 Crisis," Contributions to Economics, in: Intangible Capital and Growth, chapter 0, pages 1-16, Springer.
    9. Li, Qing & Wu, Yanrui, 2020. "Intangible capital, ICT and sector growth in China," Telecommunications Policy, Elsevier, vol. 44(1).
    10. Klaus Friesenbichler & Agnes Kügler & Julia Schieber-Knöbl, 2023. "Intangible Capital as a Production Factor. Firm-level Evidence from Austrian Microdata," WIFO Working Papers 660, WIFO.
    11. Carolina Hintzmann & Josep Lladós-Masllorens & Raul Ramos, 2021. "Intangible Assets and Labor Productivity Growth," Economies, MDPI, vol. 9(2), pages 1-21, May.
    12. Roth, Felix & Sen, Ali, 2021. "Intangible Capital and Labor Productivity Growth: Revisiting the Evidence," Hamburg Discussion Papers in International Economics 10, University of Hamburg, Department of Economics.
    13. Roth, Felix, 2022. "Intangible Capital and Labor Productivity Growth – Revisiting the Evidence: An Update," Hamburg Discussion Papers in International Economics 11, University of Hamburg, Department of Economics.
    14. He, Qiuqin & Guijarro-Garcia, Maria & Costa-Climent, Juan, 2022. "Impact of knowledge-based capital on firm productivity: The contingent effect of ownership," Journal of Business Research, Elsevier, vol. 140(C), pages 85-94.
    15. Crass, Dirk & Licht, Georg & Peters, Bettina, 2014. "Intangible assets and investments at the sector level: Empirical evidence for Germany," ZEW Discussion Papers 14-049, ZEW - Leibniz Centre for European Economic Research.
    16. Mattia Di Ubaldo & Iulia Siedschlag, 2021. "Investment in Knowledge‐Based Capital and Productivity: Firm‐Level Evidence from a Small Open Economy," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 67(2), pages 363-393, June.
    17. Carol Corrado & Jonathan Haskel & Cecilia Jona-Lasinio, 2017. "Knowledge Spillovers, ICT and Productivity Growth," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 79(4), pages 592-618, August.
    18. Mariela Dal Borgo & Peter Goodridge & Jonathan Haskel & Annarosa Pesole, 2013. "Productivity and Growth in UK Industries: An Intangible Investment Approach," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 75(6), pages 806-834, December.
    19. Schubert, Torben & Jäger, Angela & Türkeli, Serdar & Visentin, Fabiana, 2020. "Addressing the productivity paradox with big data: A literature review and adaptation of the CDM econometric model," MERIT Working Papers 2020-050, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    20. Hall, Bronwyn H. & Mairesse, Jacques & Mohnen, Pierre, 2010. "Measuring the Returns to R&D," 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 1033-1082, Elsevier.

    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

    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:zbw:uhhhdp:9. 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: ZBW - Leibniz Information Centre for Economics (email available below). General contact details of provider: https://edirc.repec.org/data/fwhamde.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.