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Catch the Heterogeneity: The New Bank-Tailored Integrated Rating

Author

Listed:
  • Daniela Arzu

    (Department of Management, University of Bologna, 40126 Bologna, Italy)

  • Marcella Lucchetta

    (Department of Economics, University of Venice, 30123 Venezia, Italy)

  • Guido Max Mantovani

    (International University of Monaco, 98000 Monaco-Ville, Monaco
    Department of Management, University of Venice, 30123 Venezia, Italy)

Abstract

The purpose of this article is to develop a bank-oriented rating approach, tailored by incorporating the various heterogeneity dimensions characterizing financial institutions, named “Bank-Tailored Integrated Rating” (BTIR). BTIR is able to catch the financial cycle, including the pandemic crisis, and the ongoing change in banking normative from a microeconomic perspective, and it is inherently coherent with the challenging frontier of forecasting tail risk in financial markets in similar ways as in De Nicolò and Lucchetta (2017), although their approach is macroeconomic) since it considers the downside risk in the theoretical framework. The method employed was an innovative integrated rating (IR) statistical and econometrical panel pre-selection analysis that takes into account the characteristics of risk and the greater heterogeneity of the banks. The result is a challenge rating procedure delivering forward-looking preselection requested by the new International Financial Reporting Standard (IFRS-9). The future direction is extremely promising given the increase in idiosyncratic and systemic risks in financial markets.

Suggested Citation

  • Daniela Arzu & Marcella Lucchetta & Guido Max Mantovani, 2021. "Catch the Heterogeneity: The New Bank-Tailored Integrated Rating," JRFM, MDPI, vol. 14(7), pages 1-25, July.
    • Handle: RePEc:gam:jjrfmx:v:14:y:2021:i:7:p:312-:d:590511
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    References listed on IDEAS

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    1. Matthews, Kent & Murinde, Victor & Zhao, Tianshu, 2007. "Competitive conditions among the major British banks," Journal of Banking & Finance, Elsevier, vol. 31(7), pages 2025-2042, July.
    2. Tobias Adrian & Markus K. Brunnermeier, 2016. "CoVaR," American Economic Review, American Economic Association, vol. 106(7), pages 1705-1741, July.
      • Tobias Adrian & Markus K. Brunnermeier, 2008. "CoVaR," Staff Reports 348, Federal Reserve Bank of New York.
      • Tobias Adrian & Markus K. Brunnermeier, 2011. "CoVaR," NBER Working Papers 17454, National Bureau of Economic Research, Inc.
    3. Roger Koenker & Kevin F. Hallock, 2001. "Quantile Regression," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 143-156, Fall.
    4. Sascha Kolaric & Florian Kiesel & Steven Ongena, 2021. "Market Discipline through Credit Ratings and Too‐Big‐to‐Fail in Banking," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 53(2-3), pages 367-400, March.
    5. Bart M. Lambrecht & Stewart C. Myers, 2012. "A Lintner Model of Payout and Managerial Rents," Journal of Finance, American Finance Association, vol. 67(5), pages 1761-1810, October.
    6. Gianni De Nicolò & Marcella Lucchetta, 2017. "Forecasting Tail Risks," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 32(1), pages 159-170, January.
    7. Salvador, Carlos & Fernández de Guevara, Juan & Pastor, José Manuel, 2018. "The adjustment of bank ratings in the financial crisis: International evidence," The North American Journal of Economics and Finance, Elsevier, vol. 44(C), pages 289-313.
    8. Guido M. Mantovani, 2017. "The Financial Value of Entrepreneurship," Palgrave Macmillan Books, Palgrave Macmillan, number 978-1-137-36537-8, October.
    9. Mr. Luc Laeven & Mr. Fabian Valencia, 2018. "Systemic Banking Crises Revisited," IMF Working Papers 2018/206, International Monetary Fund.
    10. Aziz el Barnoussi & Bryan Howieson & Ferdy van Beest, 2020. "Prudential Application of IFRS 9: (Un)Fair Reporting in COVID‐19 Crisis for Banks Worldwide?!," Australian Accounting Review, CPA Australia, vol. 30(3), pages 178-192, September.
    11. Wilms, Philip & Swank, Job & de Haan, Jakob, 2018. "Determinants of the real impact of banking crises: A review and new evidence," The North American Journal of Economics and Finance, Elsevier, vol. 43(C), pages 54-70.
    12. Fiordelisi, Franco & Ricci, Ornella & Stentella Lopes, Francesco Saverio, 2017. "The Unintended Consequences of the Launch of the Single Supervisory Mechanism in Europe," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 52(6), pages 2809-2836, December.
    13. Black, Fischer, 1972. "Capital Market Equilibrium with Restricted Borrowing," The Journal of Business, University of Chicago Press, vol. 45(3), pages 444-455, July.
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