IDEAS home Printed from https://ideas.repec.org/a/spr/joevec/v35y2025i1d10.1007_s00191-025-00890-0.html
   My bibliography  Save this article

Out-of-equilibrium and intangible assets

Author

Listed:
  • Cristiano Antonelli

    (University of Turin)

  • Gianluca Orsatti

    (University of Turin)

  • Guido Pialli

    (University College London)

Abstract

The new evidence provided by the codification of intangible assets in national accounts and firm statistics provides the opportunity to test the Schumpeterian creative response hypothesis according to which (i) the generation and exploitation of knowledge are characterized by high levels of risk, (ii) firms in equilibrium are reluctant to undertake risky activities, (iii) the farther away from equilibrium conditions, the stronger the firm’s willingness to introduce innovation, (iv) the creative response effect is heterogeneous across firm size, age, and industry technological content. Empirical evidence for publicly listed companies in the US during 1977–2016 confirms a U-shaped relationship between out-of-equilibrium performance and intangible intensity growth. Moreover, we estimate a deeper U-shaped relationship between performance and growth in intangibles intensity for small and young firms and, on average, for firms in high-tech industries. Our results are robust to different econometric tests performed on alternative samples. An original instrumental variable strategy further strengthens the validity of our results. We conclude that the firm creative response is an out-of-equilibrium phenomenon, stronger in the case of disappointing performances and sharper for small, young, and high-tech firms.

Suggested Citation

  • Cristiano Antonelli & Gianluca Orsatti & Guido Pialli, 2025. "Out-of-equilibrium and intangible assets," Journal of Evolutionary Economics, Springer, vol. 35(1), pages 123-156, January.
  • Handle: RePEc:spr:joevec:v:35:y:2025:i:1:d:10.1007_s00191-025-00890-0
    DOI: 10.1007/s00191-025-00890-0
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s00191-025-00890-0
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s00191-025-00890-0?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    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. Hussinger, Katrin & Pacher, Sebastian, 2019. "Information ambiguity, patents and the market value of innovative assets," Research Policy, Elsevier, vol. 48(3), pages 665-675.
    3. Philippe Aghion & Nick Bloom & Richard Blundell & Rachel Griffith & Peter Howitt, 2005. "Competition and Innovation: an Inverted-U Relationship," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 701-728.
    4. Coad, Alex & Segarra, Agustí & Teruel, Mercedes, 2016. "Innovation and firm growth: Does firm age play a role?," Research Policy, Elsevier, vol. 45(2), pages 387-400.
    5. Foster, John & Metcalfe, J. Stan, 2012. "Economic emergence: An evolutionary economic perspective," Journal of Economic Behavior & Organization, Elsevier, vol. 82(2), pages 420-432.
    6. David Autor & David Dorn & Gordon Hanson, 2019. "When Work Disappears: Manufacturing Decline and the Falling Marriage Market Value of Young Men," American Economic Review: Insights, American Economic Association, vol. 1(2), pages 161-178, September.
    7. Montserrat Manzaneque & Alfonso A. Rojo-Ramírez & Julio Diéguez-Soto & Maria J. Martínez-Romero, 2020. "How negative aspiration performance gaps affect innovation efficiency," Small Business Economics, Springer, vol. 54(1), pages 209-233, January.
    8. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    9. Frederique Savignac, 2008. "Impact Of Financial Constraints On Innovation: What Can Be Learned From A Direct Measure?," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 17(6), pages 553-569.
    10. 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.
    11. Zoltán J. Ács & Pontus Braunerhjelm & David B. Audretsch & Bo Carlsson, 2015. "The knowledge spillover theory of entrepreneurship," Chapters, in: Global Entrepreneurship, Institutions and Incentives, chapter 7, pages 129-144, Edward Elgar Publishing.
    12. 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.
    13. 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.
    14. James B. Ang & Jakob B. Madsen, 2011. "Can Second-Generation Endogenous Growth Models Explain the Productivity Trends and Knowledge Production in the Asian Miracle Economies?," The Review of Economics and Statistics, MIT Press, vol. 93(4), pages 1360-1373, November.
    15. David H. Autor & David Dorn & Gordon H. Hanson, 2013. "The Geography of Trade and Technology Shocks in the United States," American Economic Review, American Economic Association, vol. 103(3), pages 220-225, May.
    16. Mark Freel, 2007. "Are Small Innovators Credit Rationed?," Small Business Economics, Springer, vol. 28(1), pages 23-35, January.
    17. Romer, Paul M, 1990. "Endogenous Technological Change," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 71-102, October.
    18. Uwe Cantner, 2017. "Foundations of Economic Change: An Extended Schumpeterian Approach," Economic Complexity and Evolution, in: Andreas Pyka & Uwe Cantner (ed.), Foundations of Economic Change, pages 9-49, Springer.
    19. Massenot, Baptiste & Pettinicchi, Yuri, 2018. "Can firms see into the future? Survey evidence from Germany," Journal of Economic Behavior & Organization, Elsevier, vol. 145(C), pages 66-79.
    20. Kyung Min Lee & John S. Earle & Lokesh Dani & Ray Bowman, 2023. "Who innovates during a crisis? Evidence from small businesses in the COVID-19 pandemic," Journal of Evolutionary Economics, Springer, vol. 33(3), pages 893-950, July.
    21. Philippon, Thomas & Gutierrez, German, 2017. "Declining Competition and Investment in the U.S," CEPR Discussion Papers 12536, C.E.P.R. Discussion Papers.
    22. Giada Baldessarelli & Nathalie Lazaric & Michele Pezzoni, 2022. "Organizational routines: Evolution in the research landscape of two core communities," Journal of Evolutionary Economics, Springer, vol. 32(4), pages 1119-1154, September.
    23. Nicolas Crouzet & Janice C. Eberly, 2019. "Understanding Weak Capital Investment: the Role of Market Concentration and Intangibles," NBER Working Papers 25869, National Bureau of Economic Research, Inc.
    24. Massenot, Baptiste & Pettinicchi, Yuri, 2019. "Can households see into the future? Survey evidence from the Netherlands," Journal of Economic Behavior & Organization, Elsevier, vol. 164(C), pages 77-90.
    25. Hannu Piekkola, 2018. "Broad-based intangibles as generators of growth in Europe," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 27(4), pages 377-400, May.
    26. Michele Kremen Bolton, 1993. "Organizational Innovation and Substandard Performance: When is Necessity the Mother of Innovation?," Organization Science, INFORMS, vol. 4(1), pages 57-75, February.
    27. Panagiotidis, Theodore & Printzis, Panagiotis, 2021. "Investment and uncertainty: Are large firms different from small ones?," Journal of Economic Behavior & Organization, Elsevier, vol. 184(C), pages 302-317.
    28. Cristiano Antonelli & Giuseppe Scellato, 2011. "Out-of-equilibrium profit and innovation," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 20(5), pages 405-421.
    29. Kurz, Heinz D., 2008. "Innovations and profits: Schumpeter and the classical heritage," Journal of Economic Behavior & Organization, Elsevier, vol. 67(1), pages 263-278, July.
    30. David H. Autor & David Dorn & Gordon H. Hanson, 2015. "Untangling Trade and Technology: Evidence from Local Labour Markets," Economic Journal, Royal Economic Society, vol. 0(584), pages 621-646, May.
    31. Cristiano Antonelli, 2017. "Endogenous innovation: the creative response," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 26(8), pages 689-718, November.
    32. Grossman, Gene M. & Helpman, Elhanan, 1991. "Trade, knowledge spillovers, and growth," European Economic Review, Elsevier, vol. 35(2-3), pages 517-526, April.
    33. Jo Thori Lind & Halvor Mehlum, 2010. "With or Without U? The Appropriate Test for a U‐Shaped Relationship," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 72(1), pages 109-118, February.
    34. Maria Elena Bontempi & Jacques Mairesse, 2015. "Intangible capital and productivity at the firm level: a panel data assessment," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 24(1-2), pages 22-51, March.
    35. Paul Geroski & Steve Machin & John Van Reenen, 1993. "The Profitability of Innovating Firms," RAND Journal of Economics, The RAND Corporation, vol. 24(2), pages 198-211, Summer.
    36. Bena, Jan & Ortiz-Molina, Hernán & Simintzi, Elena, 2022. "Shielding firm value: Employment protection and process innovation," Journal of Financial Economics, Elsevier, vol. 146(2), pages 637-664.
    37. Audretsch, David B, 1998. "Agglomeration and the Location of Innovative Activity," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 14(2), pages 18-29, Summer.
    38. Peters, Ryan H. & Taylor, Lucian A., 2017. "Intangible capital and the investment-q relation," Journal of Financial Economics, Elsevier, vol. 123(2), pages 251-272.
    39. Lennart Erixon, 2016. "Is firm renewal stimulated by negative shocks? The status of negative driving forces in Schumpeterian and Darwinian economics," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 40(1), pages 93-121.
    40. Czarnitzki, Dirk & Kraft, Kornelius, 2004. "An empirical test of the asymmetric models on innovative activity: who invests more into R&D, the incumbent or the challenger?," Journal of Economic Behavior & Organization, Elsevier, vol. 54(2), pages 153-173, June.
    41. Jeremiah Green & Henock Louis & Jalal Sani, 2022. "Intangible Investments, Scaling, and the Trend in the Accrual–Cash Flow Association," Journal of Accounting Research, Wiley Blackwell, vol. 60(4), pages 1551-1582, September.
    42. Richard F. J. Haans & Constant Pieters & Zi-Lin He, 2016. "Thinking about U: Theorizing and testing U- and inverted U-shaped relationships in strategy research," Strategic Management Journal, Wiley Blackwell, vol. 37(7), pages 1177-1195, July.
    43. Eric Zwick & James Mahon, 2017. "Tax Policy and Heterogeneous Investment Behavior," American Economic Review, American Economic Association, vol. 107(1), pages 217-248, January.
    44. de Rassenfosse, Gaétan & Jaffe, Adam B., 2018. "Econometric evidence on the depreciation of innovations," European Economic Review, Elsevier, vol. 101(C), pages 625-642.
    45. Ryan Decker & John Haltiwanger & Ron Jarmin & Javier Miranda, 2014. "The Role of Entrepreneurship in US Job Creation and Economic Dynamism," Journal of Economic Perspectives, American Economic Association, vol. 28(3), pages 3-24, Summer.
    46. Giada Baldessarelli & Nathalie Lazaric & Michele Pezzoni, 2022. "Organizational routines: Evolution in the research landscape of two core communities," Post-Print halshs-03718851, HAL.
    47. Panagiotidis, Theodore & Printzis, Panagiotis, 2021. "Investment and uncertainty: Are large firms different from small ones?," Journal of Economic Behavior & Organization, Elsevier, vol. 184(C), pages 302-317.
    48. Richard R. Nelson, 1959. "The Simple Economics of Basic Scientific Research," Journal of Political Economy, University of Chicago Press, vol. 67(3), pages 297-297.
    49. Anne Marie Knott & Carl Vieregger, 2020. "Reconciling the Firm Size and Innovation Puzzle," Organization Science, INFORMS, vol. 31(2), pages 477-488, March.
    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. Antonelli, Cristiano & Orsatti, Gianluca & Pialli, Guido, 2023. "Out of Equilibrium and Intangible Assets," Department of Economics and Statistics Cognetti de Martiis. Working Papers 202323, University of Turin.
    2. 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.
    3. Cristiano Antonelli & Christophe Feder, 2022. "Knowledge properties and the creative response in the global economy: European evidence for the years 1990–2016," The Journal of Technology Transfer, Springer, vol. 47(2), pages 459-475, April.
    4. Cristiano Antonelli & Christophe Feder, 2023. "The foundations of Schumpeterian dynamics: The European evidence," Journal of Evolutionary Economics, Springer, vol. 33(1), pages 65-96, January.
    5. 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.
    6. 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).
    7. Andrea Bonaccorsi & Cinzia Daraio, 2013. "Knowledge spillover effects at the sub-regional level. Theory and estimation," DIAG Technical Reports 2013-13, Department of Computer, Control and Management Engineering, Universita' degli Studi di Roma "La Sapienza".
    8. Ian Goldin & Pantelis Koutroumpis & François Lafond & Julian Winkler, 2024. "Why Is Productivity Slowing Down?," Journal of Economic Literature, American Economic Association, vol. 62(1), pages 196-268, March.
    9. Guarascio, Dario & Tamagni, Federico, 2019. "Persistence of innovation and patterns of firm growth," Research Policy, Elsevier, vol. 48(6), pages 1493-1512.
    10. Bettina Becker, 2013. "The Determinants of R&D Investment: A Survey of the Empirical Research," Discussion Paper Series 2013_09, Department of Economics, Loughborough University, revised Sep 2013.
    11. Feld, Lars P. & Schmidt, Christoph M. & Schnabel, Isabel & Truger, Achim & Wieland, Volker, 2019. "Den Strukturwandel meistern. Jahresgutachten 2019/20 [Dealing with Structural Change. Annual Report 2019/20]," Annual Economic Reports / Jahresgutachten, German Council of Economic Experts / Sachverständigenrat zur Begutachtung der gesamtwirtschaftlichen Entwicklung, volume 127, number 201920.
    12. Kallal, Rahim & Haddaji, Abir & Ftiti, Zied, 2021. "ICT diffusion and economic growth: Evidence from the sectorial analysis of a periphery country," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    13. Zoltán J. Ács & Pontus Braunerhjelm & David B. Audretsch & Bo Carlsson, 2015. "The knowledge spillover theory of entrepreneurship," Chapters, in: Global Entrepreneurship, Institutions and Incentives, chapter 7, pages 129-144, Edward Elgar Publishing.
    14. Luca Farè, 2022. "Exploring the contribution of micro firms to innovation: does competition matter?," Small Business Economics, Springer, vol. 59(3), pages 1081-1113, October.
    15. Andrew Atkeson & Ariel Burstein, 2019. "Aggregate Implications of Innovation Policy," Journal of Political Economy, University of Chicago Press, vol. 127(6), pages 2625-2683.
    16. Darcy W E Allen, 2020. "When Entrepreneurs Meet:The Collective Governance of New Ideas," World Scientific Books, World Scientific Publishing Co. Pte. Ltd., number q0269, April.
    17. Clò, Stefano & Florio, Massimo & Rentocchini, Francesco, 2020. "Firm ownership, quality of government and innovation: Evidence from patenting in the telecommunication industry," Research Policy, Elsevier, vol. 49(5).
    18. Niccolò Ghio & Massimiliano Guerini & Erik Lehmann & Cristina Rossi-Lamastra, 2015. "The emergence of the knowledge spillover theory of entrepreneurship," Small Business Economics, Springer, vol. 44(1), pages 1-18, January.
    19. Andrei, Daniel & Mann, William & Moyen, Nathalie, 2019. "Why did the q theory of investment start working?," Journal of Financial Economics, Elsevier, vol. 133(2), pages 251-272.
    20. Qing Li & Long Hai Vo, 2024. "Determinants of intangible capital investment in Vietnam: A firm‐level analysis," The World Economy, Wiley Blackwell, vol. 47(3), pages 1055-1088, March.

    More about this item

    Keywords

    Uncertainty and risk; Out of equilibrium; Creative response; Innovation; Intangible assets; Entrepreneurship;
    All these keywords.

    JEL classification:

    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives

    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:spr:joevec:v:35:y:2025:i:1:d:10.1007_s00191-025-00890-0. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.