IDEAS home Printed from https://ideas.repec.org/a/eee/glofin/v43y2020ics1044028317304891.html
   My bibliography  Save this article

Assessing the credit worthiness of Italian SMEs and mini-bond issuers

Author

Listed:
  • Altman, Edward I.
  • Esentato, Maurizio
  • Sabato, Gabriele

Abstract

A number of innovations have been introduced in the last five years to counter the devastating impact of credit rationing in Europe, particularly from traditional bank lending. This is a major problem for the small and medium size firms' sector in Europe, which has also suffered from bank regulatory concerns of capital adequacy, heightened emphasis on default risk of bank counterparties and the general malfunctioning of credit extension and private sector growth. In Italy, some of these less traditional sources of funding for SMEs have started to become more popular and the development of the mini-bond market is a clear example. We believe “mini-bonds” can be a success in Italy as long as the market supplies an attractive risk/return tradeoff to investors as well as affordable and flexible financing for borrowers. Assessments of credit risk must be convincing and objective, providing complements to the traditional rating agency process. In this study, we develop a new innovative model to assess SMEs' creditworthiness and we test it on the companies that have issued mini-bonds so far. Our findings confirm that the amount of information asymmetry is still high in the market and is affecting the level of risk/return trade off potentially reducing the number of investors and small businesses that would be interested in using this new channel to fund their business growth.

Suggested Citation

  • Altman, Edward I. & Esentato, Maurizio & Sabato, Gabriele, 2020. "Assessing the credit worthiness of Italian SMEs and mini-bond issuers," Global Finance Journal, Elsevier, vol. 43(C).
  • Handle: RePEc:eee:glofin:v:43:y:2020:i:c:s1044028317304891
    DOI: 10.1016/j.gfj.2018.09.003
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1044028317304891
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.gfj.2018.09.003?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. Edward Altman & Gabriele Sabato, 2005. "Effects of the New Basel Capital Accord on Bank Capital Requirements for SMEs," Journal of Financial Services Research, Springer;Western Finance Association, vol. 28(1), pages 15-42, October.
    2. Edward I. Altman & Gabriele Sabato, 2013. "MODELING CREDIT RISK FOR SMEs: EVIDENCE FROM THE US MARKET," World Scientific Book Chapters, in: Oliviero Roggi & Edward I Altman (ed.), Managing and Measuring Risk Emerging Global Standards and Regulations After the Financial Crisis, chapter 9, pages 251-279, World Scientific Publishing Co. Pte. Ltd..
    3. repec:bla:jfinan:v:44:y:1989:i:4:p:909-22 is not listed on IDEAS
    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. Simone Pizzi & Fabio Caputo & Andrea Venturelli, 2020. "Does it pay to be an honest entrepreneur? Addressing the relationship between sustainable development and bankruptcy risk," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 27(3), pages 1478-1486, May.
    2. Francesco Ciampi & Alessandro Giannozzi & Giacomo Marzi & Edward I. Altman, 2021. "Rethinking SME default prediction: a systematic literature review and future perspectives," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(3), pages 2141-2188, March.
    3. Elena Carletti & Tommaso Oliviero & Marco Pagano & Loriana Pelizzon & Marti G Subrahmanyam, 2020. "The COVID-19 Shock and Equity Shortfall: Firm-Level Evidence from Italy," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 9(3), pages 534-568.
    4. Guido Max Mantovani & Gregory Gadzinski, 2022. "How to Rate the Financial Performance of Private Companies? A Tailored Integrated Rating Methodology Applied to North-Eastern Italian Districts," JRFM, MDPI, vol. 15(11), pages 1-18, October.
    5. Roy Cerqueti & Catherine Deffains‐Crapsky & Saverio Storani, 2023. "Green finance instruments: Exploring minibonds issuance in Italy," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(4), pages 1965-1986, July.
    6. Mazanai Musara & Cecile Nieuwenhuizen, 2021. "A value proposition mix framework of successful foreign-owned small and medium enterprises in South Africa," Entrepreneurship and Sustainability Issues, VsI Entrepreneurship and Sustainability Center, vol. 9(1), pages 612-632, September.
    7. Bariko Delphin & Olawumi Dele Awolusi, 2023. "Credit Accessibility and Growth of Small and Medium Enterprises in Bujumbura, Burundi," Journal of Economics and Behavioral Studies, AMH International, vol. 15(4), pages 13-36.
    8. Cerqueti, Roy & Deffains-Crapsky, Catherine & Storani, Saverio, 2022. "Similarity-based heterogeneity and cohesiveness of networked companies issuing minibonds," Chaos, Solitons & Fractals, Elsevier, vol. 164(C).
    9. Kautonen, Teemu & Fredriksson, Antti & Minniti, Maria & Moro, Andrea, 2020. "Trust-based banking and SMEs’ access to credit," Journal of Business Venturing Insights, Elsevier, vol. 14(C).
    10. Marco Corazza & Giovanni Fasano & Stefania Funari & Riccardo Gusso, 2021. "MURAME parameter setting for creditworthiness evaluation: data-driven optimization," Decisions in Economics and Finance, Springer;Associazione per la Matematica, vol. 44(1), pages 295-339, June.
    11. 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.
    12. Agyekum, Francis K. & Reddy, Krishna & Wallace, Damien & Wellalage, Nirosha H., 2022. "Does technological inclusion promote financial inclusion among SMEs? Evidence from South-East Asian (SEA) countries," Global Finance Journal, Elsevier, vol. 53(C).

    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. Chiara Pederzoli & Grid Thoma & Costanza Torricelli, 2013. "Modelling Credit Risk for Innovative SMEs: the Role of Innovation Measures," Journal of Financial Services Research, Springer;Western Finance Association, vol. 44(1), pages 111-129, August.
    2. Pranith K. Roy & Krishnendu Shaw, 2023. "A credit scoring model for SMEs using AHP and TOPSIS," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(1), pages 372-391, January.
    3. Vitor Gonçalves & Francisco Vitorino Martins & Elísio Brandão, 2014. "The Determinants of Credit Default on Portuguese Start-Up Firms: .An Econometric model," FEP Working Papers 534, Universidade do Porto, Faculdade de Economia do Porto.
    4. Corazza, Marco & Funari, Stefania & Gusso, Riccardo, 2016. "Creditworthiness evaluation of Italian SMEs at the beginning of the 2007–2008 crisis: An MCDA approach," The North American Journal of Economics and Finance, Elsevier, vol. 38(C), pages 1-26.
    5. Marco Corazza & Giovanni Fasano & Stefania Funari & Riccardo Gusso, 2017. "PSO-based tuning of MURAME parameters for creditworthiness evaluation of Italian SMEs," Working Papers 04, Venice School of Management - Department of Management, Università Ca' Foscari Venezia.
    6. El Kalak, Izidin & Hudson, Robert, 2016. "The effect of size on the failure probabilities of SMEs: An empirical study on the US market using discrete hazard model," International Review of Financial Analysis, Elsevier, vol. 43(C), pages 135-145.
    7. Francesco Ciampi & Valentina Cillo & Fabio Fiano, 2020. "Combining Kohonen maps and prior payment behavior for small enterprise default prediction," Small Business Economics, Springer, vol. 54(4), pages 1007-1039, April.
    8. Francesco Ciampi, 2018. "Using Prior Payment Behavior Variables for Small Enterprise Default Prediction Modelling," International Journal of Business and Management, Canadian Center of Science and Education, vol. 13(4), pages 1-57, March.
    9. Ana Paula Matias Gama & Helena Susana Amaral Geraldes, 2012. "Credit risk assessment and the impact of the New Basel Capital Accord on small and medium‐sized enterprises," Management Research Review, Emerald Group Publishing Limited, vol. 35(8), pages 727-749, July.
    10. Angilella, Silvia & Mazzù, Sebastiano, 2015. "The financing of innovative SMEs: A multicriteria credit rating model," European Journal of Operational Research, Elsevier, vol. 244(2), pages 540-554.
    11. You Zhu & Chi Xie & Bo Sun & Gang-Jin Wang & Xin-Guo Yan, 2016. "Predicting China’s SME Credit Risk in Supply Chain Financing by Logistic Regression, Artificial Neural Network and Hybrid Models," Sustainability, MDPI, vol. 8(5), pages 1-17, May.
    12. Chiara Pederzoli & Grid Thoma & Costanza Torricelli, 2011. "Modelling credit risk for innovative firms: the role of innovation measures," Centro Studi di Banca e Finanza (CEFIN) (Center for Studies in Banking and Finance) 0025, Universita di Modena e Reggio Emilia, Dipartimento di Economia "Marco Biagi".
    13. Clara Cardone-Riportella & Antonio Trujillo-Ponce & Anahí Briozzo, 2013. "Analyzing the role of mutual guarantee societies on bank capital requirements for small and medium-sized enterprises," Journal of Economic Policy Reform, Taylor & Francis Journals, vol. 16(2), pages 142-159, June.
    14. Marco Corazza & Giovanni Fasano & Stefania Funari & Riccardo Gusso, 2021. "MURAME parameter setting for creditworthiness evaluation: data-driven optimization," Decisions in Economics and Finance, Springer;Associazione per la Matematica, vol. 44(1), pages 295-339, June.
    15. fernández, María t. Tascón & gutiérrez, Francisco J. Castaño, 2012. "Variables y Modelos Para La Identificación y Predicción Del Fracaso Empresarial: Revisión de La Investigación Empírica Reciente," Revista de Contabilidad - Spanish Accounting Review, Elsevier, vol. 15(1), pages 7-58.
    16. Kaya, Orcun, 2022. "Determinants and consequences of SME insolvency risk during the pandemic," Economic Modelling, Elsevier, vol. 115(C).
    17. Cathcart, Lara & Dufour, Alfonso & Rossi, Ludovico & Varotto, Simone, 2020. "The differential impact of leverage on the default risk of small and large firms," Journal of Corporate Finance, Elsevier, vol. 60(C).
    18. Modina, Michele & Pietrovito, Filomena & Gallucci, Carmen & Formisano, Vincenzo, 2023. "Predicting SMEs’ default risk: Evidence from bank-firm relationship data," The Quarterly Review of Economics and Finance, Elsevier, vol. 89(C), pages 254-268.
    19. Lin, Hsiou-Wei William & Lo, Huai-Chun & Wu, Ruei-Shian, 2016. "Modeling default prediction with earnings management," Pacific-Basin Finance Journal, Elsevier, vol. 40(PB), pages 306-322.
    20. Ryan Ball & Robert M. Bushman & Florin P. Vasvari, 2008. "The Debt‐Contracting Value of Accounting Information and Loan Syndicate Structure," Journal of Accounting Research, Wiley Blackwell, vol. 46(2), pages 247-287, May.

    More about this item

    Keywords

    SME finance; Modelling credit risk for SMEs; Mini-bonds; Market efficiency;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation

    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:glofin:v:43:y:2020:i:c:s1044028317304891. 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/620162 .

    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.