IDEAS home Printed from https://ideas.repec.org/a/eee/jpolmo/v47y2025i6p1222-1245.html

Minibonds and investment: Do they promote intangible assets?

Author

Listed:
  • Pisicoli, Beniamino
  • Marchionne, Francesco
  • Beccari, Gabriele

Abstract

This paper examines whether the 2012 introduction of minibonds, a new market-based financial instrument specifically designed for small and medium enterprises, has promoted intangible investments in Italy. We address selection bias by applying a propensity score matching (PSM) and test our hypotheses using a panel Difference-in-Differences (DID) approach. Our results show that minibond-issuing firms invest in intangibles, a component difficult to finance via bank credit, more than other firms and more than they invest in tangibles. We also find that (i) this effect is persistent over time, (ii) minibond-issuing firms attract additional resources from other intermediaries after issuing minibonds, and (iii) alternative financing, such as minibonds, can reduce financial constraints. Results are corroborated by a large number of robustness exercises, including changes in matching criteria, in the matching algorithms, or when resorting to different estimators.

Suggested Citation

  • Pisicoli, Beniamino & Marchionne, Francesco & Beccari, Gabriele, 2025. "Minibonds and investment: Do they promote intangible assets?," Journal of Policy Modeling, Elsevier, vol. 47(6), pages 1222-1245.
  • Handle: RePEc:eee:jpolmo:v:47:y:2025:i:6:p:1222-1245
    DOI: 10.1016/j.jpolmod.2025.09.006
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0161893825001139
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jpolmod.2025.09.006?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Erik Brynjolfsson & Daniel Rock & Chad Syverson, 2021. "The Productivity J-Curve: How Intangibles Complement General Purpose Technologies," American Economic Journal: Macroeconomics, American Economic Association, vol. 13(1), pages 333-372, January.
    2. Isil Erel & Yeejin Jang & Michael S. Weisbach, 2015. "Do Acquisitions Relieve Target Firms’ Financial Constraints?," Journal of Finance, American Finance Association, vol. 70(1), pages 289-328, February.
    3. Borisova, Ginka & Brown, James R., 2013. "R&D sensitivity to asset sale proceeds: New evidence on financing constraints and intangible investment," Journal of Banking & Finance, Elsevier, vol. 37(1), pages 159-173.
    4. Aghion, Philippe & Angeletos, George-Marios & Banerjee, Abhijit & Manova, Kalina, 2010. "Volatility and growth: Credit constraints and the composition of investment," Journal of Monetary Economics, Elsevier, vol. 57(3), pages 246-265, April.
    5. Özgür Orhangazi, 2019. "The role of intangible assets in explaining the investment–profit puzzle," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 43(5), pages 1251-1286.
    6. Ufuk Akcigit & William R. Kerr, 2018. "Growth through Heterogeneous Innovations," Journal of Political Economy, University of Chicago Press, vol. 126(4), pages 1374-1443.
    7. Ongena, Steven & Pinoli, Sara & Rossi, Paola & Scopelliti, Alessandro, 2020. "Bank credit and market-based finance for corporations: the effects of minibond issuances," Working Paper Series 2508, European Central Bank.
    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. Silvia Magri, 2009. "The financing of small innovative firms: the Italian case," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 18(2), pages 181-204.
    10. Carol Corrado & Chiara Criscuolo & Jonathan Haskel & Alexander Himbert & Cecilia Jona-Lasinio, 2021. "New evidence on intangibles, diffusion and productivity," OECD Science, Technology and Industry Working Papers 2021/10, OECD Publishing.
    11. Thomas W. Bates & Kathleen M. Kahle & René M. Stulz, 2009. "Why Do U.S. Firms Hold So Much More Cash than They Used To?," Journal of Finance, American Finance Association, vol. 64(5), pages 1985-2021, October.
    12. Francesco Marchionne & Michele Fratianni & Federico Giri & Luca Papi, 2022. "Frequency vs. Size of Bank Fines in Local Credit Markets," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 8(3), pages 549-583, November.
    13. Dongmei Li, 2011. "Financial Constraints, R&D Investment, and Stock Returns," The Review of Financial Studies, Society for Financial Studies, vol. 24(9), pages 2974-3007.
    14. Steven M. Fazzari & R. Glenn Hubbard & Bruce C. Petersen, 1988. "Financing Constraints and Corporate Investment," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 19(1), pages 141-206.
    15. Nicolas Crouzet & Janice Eberly, 2018. "Intangibles, Investment, and Efficiency," AEA Papers and Proceedings, American Economic Association, vol. 108, pages 426-431, May.
    16. Haskel, J & Corrado, C & Jona-Lasinio, C & Iommi, M, 2013. "Innovation and intangible investment in Europe, Japan and the US," Working Papers 11139, Imperial College, London, Imperial College Business School.
    17. 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.
    18. Lim, Steve C. & Macias, Antonio J. & Moeller, Thomas, 2020. "Intangible assets and capital structure," Journal of Banking & Finance, Elsevier, vol. 118(C).
    19. Grillitsch, Markus & Schubert, Torben & Srholec, Martin, 2019. "Knowledge base combinations and firm growth," Research Policy, Elsevier, vol. 48(1), pages 234-247.
    20. Elisa Ughetto, 2008. "Does internal finance matter for R&D? New evidence from a panel of Italian firms," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 32(6), pages 907-925, November.
    21. Robert J. Barro, 2015. "Convergence and Modernisation," Economic Journal, Royal Economic Society, vol. 125(585), pages 911-942, June.
    22. Carol Corrado & Jonathan Haskel & Cecilia Jona-Lasinio & Massimiliano Iommi, 2022. "Intangible Capital and Modern Economies," Journal of Economic Perspectives, American Economic Association, vol. 36(3), pages 3-28, Summer.
    23. Robert Carpenter & Laura Rondi, 2006. "Going Public to Grow? Evidence from a Panel of Italian Firms," Small Business Economics, Springer, vol. 27(4), pages 387-407, December.
    24. repec:bla:jfinan:v:59:y:2004:i:4:p:1777-1804 is not listed on IDEAS
    25. 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.
    26. Bronzini, Raffaello & Caramellino, Gianpaolo & Magri, Silvia, 2020. "Venture capitalists at work: A diff-in-diff approach at late-stages of the screening process," Journal of Business Venturing, Elsevier, vol. 35(3).
    27. Giovanni Dell’Ariccia & Dalida Kadyrzhanova & Camelia Minoiu & Lev Ratnovski, 2021. "Bank Lending in the Knowledge Economy," The Review of Financial Studies, Society for Financial Studies, vol. 34(10), pages 5036-5076.
    28. Eberly, Janice, 2020. "Reaping what we sow: Investment trends and the future," Journal of Policy Modeling, Elsevier, vol. 42(4), pages 760-766.
    29. Thomas J. Chemmanur & Elena Loutskina & Xuan Tian, 2014. "Corporate Venture Capital, Value Creation, and Innovation," The Review of Financial Studies, Society for Financial Studies, vol. 27(8), pages 2434-2473.
    30. Shai Bernstein & Xavier Giroud & Richard R. Townsend, 2016. "The Impact of Venture Capital Monitoring," Journal of Finance, American Finance Association, vol. 71(4), pages 1591-1622, August.
    31. Fabiano Schivardi & Tom Schmitz, 2020. "The IT Revolution and Southern Europe’s Two Lost Decades [Lack of Selection and Limits to Delegation: Firm Dynamics in Developing Countries]," Journal of the European Economic Association, European Economic Association, vol. 18(5), pages 2441-2486.
    32. Dischinger, Matthias & Riedel, Nadine, 2011. "Corporate taxes and the location of intangible assets within multinational firms," Journal of Public Economics, Elsevier, vol. 95(7), pages 691-707.
    33. Aiello, Francesco & Albanese, Giuseppe & Piselli, Paolo, 2019. "Good value for public money? The case of R&D policy," Journal of Policy Modeling, Elsevier, vol. 41(6), pages 1057-1076.
    34. Altavilla, Carlo & Pariès, Matthieu Darracq & Nicoletti, Giulio, 2019. "Loan supply, credit markets and the euro area financial crisis," Journal of Banking & Finance, Elsevier, vol. 109(C).
    35. González-Fernández, Marcos & González-Velasco, Carmen, 2018. "Innovation and corporate performance in the Spanish regions," Journal of Policy Modeling, Elsevier, vol. 40(5), pages 998-1021.
    36. Calabrese, G.G. & Falavigna, G. & Ippoliti, R., 2024. "Innovation policy and corporate finance: The Italian automotive supply chain and its transition to Industry 4.0," Journal of Policy Modeling, Elsevier, vol. 46(2), pages 336-353.
    37. Carol Corrado & Jonathan Haskel & Cecilia Jona-Lasinio & Massimiliano Iommi, 2013. "Innovation and intangible investment in Europe, Japan, and the United States," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 29(2), pages 261-286, SUMMER.
    38. Fernández, Ana I. & González, Francisco & Suárez, Nuria, 2018. "Bank supply shocks and the substitution between bank and nonbank debt," Journal of Corporate Finance, Elsevier, vol. 48(C), pages 122-147.
    39. Matteo Bugamelli & Francesca Lotti & Monica Amici & Emanuela Ciapanna & Fabrizio Colonna & Francesco D�Amuri & Silvia Giacomelli & Andrea Linarello & Francesco Manaresi & Giuliana Palumbo & Filippo , 2018. "Productivity growth in Italy: a tale of a slow-motion change," Questioni di Economia e Finanza (Occasional Papers) 422, Bank of Italy, Economic Research and International Relations Area.
    40. 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.
    41. James R. Brown & Steven M. Fazzari & Bruce C. Petersen, 2009. "Financing Innovation and Growth: Cash Flow, External Equity, and the 1990s R&D Boom," Journal of Finance, American Finance Association, vol. 64(1), pages 151-185, February.
    42. Marco Caliendo & Sabine Kopeinig, 2008. "Some Practical Guidance For The Implementation Of Propensity Score Matching," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 31-72, February.
    43. Joel Stiebale & Nicole Wößner, 2020. "M&As, Investment and Financing Constraints," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 27(1), pages 49-92, January.
    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. Gabriele Beccari & Francesco Marchionne & Beniamino Pisicoli, 2022. "Alternative financing and investment in intangibles: evidence from Italian firms," Mo.Fi.R. Working Papers 174, Money and Finance Research group (Mo.Fi.R.) - Univ. Politecnica Marche - Dept. Economic and Social Sciences.
    2. Lorenzo Bencivelli & Beniamino Pisicoli, 2022. "Foreign investors and target firms’ financial structure," International Economics, CEPII research center, issue 169, pages 230-251.
    3. Lorenzo Bencivelli & Beniamino Pisicoli, 2021. "Foreign investors and target firms’ financial structure: cavalry or locusts?," Temi di discussione (Economic working papers) 1327, Bank of Italy, Economic Research and International Relations Area.
    4. Roth, Felix & Rammer, Christian, 2025. "Intangible Assets and Productivity at the Firm Level: R&D versus non-R&D Intangibles," Hamburg Discussion Papers in International Economics 20, University of Hamburg, Department of Economics.
    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. Bostan, Ibrahim & Spatareanu, Mariana, 2018. "Financing innovation through minority acquisitions," International Review of Economics & Finance, Elsevier, vol. 57(C), pages 418-432.
    7. Oscar Mauricio Valencia-Arana & Jose Eduardo Gomez-Gonzalez & AndrÔøΩs Garcia-Suaza, 2017. "Young Innovative Firms, Investment-Cash Flow Sensitivities and Technological Misallocation," Documentos de Trabajo 15638, Universidad del Rosario.
    8. Guido Baldi & André Bodmer, 2018. "R&D investments and corporate cash holdings," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 27(7), pages 594-610, October.
    9. Bauer, Peter & Domnick, Clemens & Harasztosi, Peter & Rückert, Désirée & Weiss, Christoph, 2024. "Intangible differences: Investment during the pandemic and the role of financial constraints," EIB Working Papers 2024/06, European Investment Bank (EIB).
    10. Lartey, Theophilus & Danso, Albert & Owusu-Agyei, Samuel, 2020. "CEOs' market sentiment and corporate innovation: The role of financial uncertainty, competition and capital intensity," International Review of Financial Analysis, Elsevier, vol. 72(C).
    11. Emmanuel Adu‐Ameyaw & Albert Danso & Moshfique Uddin & Samuel Acheampong, 2024. "Investment‐cash flow sensitivity: Evidence from investment in identifiable intangible and tangible assets activities," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 29(2), pages 1179-1204, April.
    12. Didier, Tatiana & Levine, Ross & Llovet Montanes, Ruth & Schmukler, Sergio L., 2021. "Capital market financing and firm growth," Journal of International Money and Finance, Elsevier, vol. 118(C).
    13. Heitor Almeida & Murillo Campello & Igor Cunha & Michael S. Weisbach, 2014. "Corporate Liquidity Management: A Conceptual Framework and Survey," Annual Review of Financial Economics, Annual Reviews, vol. 6(1), pages 135-162, December.
    14. Machokoto, Michael & Areneke, Geofry, 2020. "Does innovation and financial constraints affect the propensity to save in emerging markets?," Research in International Business and Finance, Elsevier, vol. 52(C).
    15. Guido Baldi & Andre Bodmer, 2018. "Intangible Capital Formation, International Equity Investments, and Output Synchronization," Diskussionsschriften dp1810, Universitaet Bern, Departement Volkswirtschaft.
    16. 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.
    17. Masayuki MORIKAWA, 2012. "Financial Constraints in Intangible Investments: Evidence from Japanese firms," Discussion papers 12045, Research Institute of Economy, Trade and Industry (RIETI).
    18. Emmanuel Adu‐Ameyaw & Albert Danso & Linda Hickson, 2022. "Growth opportunity and investment policy: The role of managerial incentives," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(8), pages 3634-3646, December.
    19. Altomonte, Carlo & Favoino, Domenico & Morlacco, Monica & Sonno, Tommaso, 2021. "Markups, intangible capital and heterogeneous financial frictions," LSE Research Online Documents on Economics 114280, London School of Economics and Political Science, LSE Library.
    20. 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).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;
    ;

    JEL classification:

    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General

    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:eee:jpolmo:v:47:y:2025:i:6:p:1222-1245. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/505735 .

    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.