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The effect of 2020 lockdown on bank internal ratings

Author

Listed:
  • Giorgio Calcagnini

    (University of Urbino
    Mo.Fi.R. Univpm)

  • Federico Favaretto

    (University of Urbino)

  • Germana Giombini

    (University of Urbino
    Mo.Fi.R. Univpm)

Abstract

We investigate how banks’ internal ratings were affected by the first lockdown shock in Italy (March-June 2020). Using monthly proprietary data from a regional bank between October 2019 and January 2022, and adding credit registry data and balance sheet data of client firms, we estimate the lockdown effect on the change in six different ratings assigned by the bank to client firms in June 2020 and December 2020. We obtain three main results. First, controlling for both supply and demand factors, the lockdown is associated with a decline in four of the six ratings. Second, the lockdown effect also depends on specific firm characteristics, i.e. the lockdown effect appears to be mitigated in the presence of high turnover or for firms belonging to essential sectors. However, these interaction effects do not hold for all ratings, suggesting that each type of rating is influenced by different firm characteristics. Third, once we consider a full interaction model, the lockdown effect disappears in the medium term.

Suggested Citation

  • Giorgio Calcagnini & Federico Favaretto & Germana Giombini, 2024. "The effect of 2020 lockdown on bank internal ratings," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 51(2), pages 355-396, June.
    • Handle: RePEc:spr:epolin:v:51:y:2024:i:2:d:10.1007_s40812-024-00312-5
    DOI: 10.1007/s40812-024-00312-5
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    References listed on IDEAS

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    1. Altavilla, Carlo & Barbiero, Francesca & Boucinha, Miguel & Burlon, Lorenzo, 2023. "The Great Lockdown: Pandemic response policies and bank lending conditions," European Economic Review, Elsevier, vol. 156(C).
    2. Altig, Dave & Baker, Scott & Barrero, Jose Maria & Bloom, Nicholas & Bunn, Philip & Chen, Scarlet & Davis, Steven J. & Leather, Julia & Meyer, Brent & Mihaylov, Emil & Mizen, Paul & Parker, Nicholas &, 2020. "Economic uncertainty before and during the COVID-19 pandemic," Journal of Public Economics, Elsevier, vol. 191(C).
    3. Porto, Edoardo Di & Naticchioni, Paolo & Scrutinio, Vincenzo, 2022. "Lockdown, essential sectors, and Covid-19: Lessons from Italy," Journal of Health Economics, Elsevier, vol. 81(C).
    4. Cucinelli, Doriana & Battista, Maria Luisa Di & Marchese, Malvina & Nieri, Laura, 2018. "Credit risk in European banks: The bright side of the internal ratings based approach," Journal of Banking & Finance, Elsevier, vol. 93(C), pages 213-229.
    5. Jacobson, Tor & Linde, Jesper & Roszbach, Kasper, 2006. "Internal ratings systems, implied credit risk and the consistency of banks' risk classification policies," Journal of Banking & Finance, Elsevier, vol. 30(7), pages 1899-1926, July.
    6. Fiordelisi, Franco & Fusi, Giulia & Maddaloni, Angela & Marqués-Ibáñez, David, 2022. "Pandemic lending: micro and macro effects of model-based regulation," Working Paper Series 2760, European Central Bank.
    7. Marco Pagano & Josef Zechner, 2022. "COVID-19 and Corporate Finance [The risk of being a fallen angel and the corporate dash for cash in the midst of COVID]," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 11(4), pages 849-879.
    8. Berg, Tobias & Koziol, Philipp, 2017. "An analysis of the consistency of banks’ internal ratings," Journal of Banking & Finance, Elsevier, vol. 78(C), pages 27-41.
    9. Jose M. Berrospide & Arun Gupta & Matthew P. Seay, 2021. "Un-used Bank Capital Buffers and Credit Supply Shocks at SMEs during the Pandemic," Finance and Economics Discussion Series 2021-043, Board of Governors of the Federal Reserve System (U.S.).
    10. Pérez Montes, Carlos & Trucharte Artigas, Carlos & Cristófoli, María Elizabeth & Lavín San Segundo, Nadia, 2018. "The impact of the IRB approach on the risk weights of European banks," Journal of Financial Stability, Elsevier, vol. 39(C), pages 147-166.
    11. Giorgio Calcagnini & Rebel Cole & Germana Giombini & Gloria Grandicelli, 2018. "Hierarchy of bank loan approval and loan performance," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 35(3), pages 935-954, December.
    12. Raffaele Gallo, 2021. "The IRB approach and bank lending to firms," Temi di discussione (Economic working papers) 1347, Bank of Italy, Economic Research and International Relations Area.
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