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Bankrupt UK cities: PD model for credit risk in sub-sovereign sector

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  • Lukasz Prorokowski

    (H.L. Prorokowski LLC)

Abstract

We develop a PD model (PD – probability of default) for sub-sovereign entities, namely UK municipalities. Our methodology serves as an alternative for banks that use the standardised approach or scorecard-based models for assessing the probability of default for municipalities, local authorities and other sub-sovereign entities. Focusing on credit exposures to municipalities, we address the concerns that sub-sovereign and sovereign entities are nowadays more risky than large corporate or bank entities. Furthermore, discussing the current and forthcoming regulatory frameworks for credit risk models, we point to the existence of contradictory regulations and argue that dispensing with the conservative approach may lead to a build-up of credit risk that cannot be accurately captured. With this in mind, we argue that PD models should remain conservative so that banks can accumulate sufficient capital to cover the crisis-induced default exposures.

Suggested Citation

  • Lukasz Prorokowski, 2016. "Bankrupt UK cities: PD model for credit risk in sub-sovereign sector," Bank i Kredyt, Narodowy Bank Polski, vol. 47(6), pages 495-528.
  • Handle: RePEc:nbp:nbpbik:v:47:y:2016:i:6:p:495-528
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    References listed on IDEAS

    as
    1. Saldías, Martín, 2013. "Systemic risk analysis using forward-looking Distance-to-Default series," Journal of Financial Stability, Elsevier, vol. 9(4), pages 498-517.
    2. Black, Fischer & Cox, John C, 1976. "Valuing Corporate Securities: Some Effects of Bond Indenture Provisions," Journal of Finance, American Finance Association, vol. 31(2), pages 351-367, May.
    3. Lukasz Prorokowski, 2011. "Recovery from the current banking crisis," Qualitative Research in Financial Markets, Emerald Group Publishing Limited, vol. 3(3), pages 193-223, October.
    4. Stefan Nagel & Amiyatosh Purnanandam, 2020. "Banks’ Risk Dynamics and Distance to Default," The Review of Financial Studies, Society for Financial Studies, vol. 33(6), pages 2421-2467.
    5. Carey, Mark & Hrycay, Mark, 2001. "Parameterizing credit risk models with rating data," Journal of Banking & Finance, Elsevier, vol. 25(1), pages 197-270, January.
    6. Rahmi Aktug, 2014. "A Critique of the Contingent Claims Approach to Sovereign Risk Analysis," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 50(S1), pages 294-308.
    7. Edward I. Altman, 1968. "Financial Ratios, Discriminant Analysis And The Prediction Of Corporate Bankruptcy," Journal of Finance, American Finance Association, vol. 23(4), pages 589-609, September.
    8. Merton, Robert C, 1974. "On the Pricing of Corporate Debt: The Risk Structure of Interest Rates," Journal of Finance, American Finance Association, vol. 29(2), pages 449-470, May.
    9. Edward I. Altman, 1968. "The Prediction Of Corporate Bankruptcy: A Discriminant Analysis," Journal of Finance, American Finance Association, vol. 23(1), pages 193-194, March.
    10. Mr. Gianni De Nicolo & Alexander F. Tieman, 2006. "Economic Integration and Financial Stability: A European Perspective," IMF Working Papers 2006/296, International Monetary Fund.
    11. Mr. Amadou N Sy & Mr. Jorge A Chan-Lau, 2006. "Distance-to-Default in Banking: A Bridge Too Far?," IMF Working Papers 2006/215, International Monetary Fund.
    12. Rahmi Erdem Aktug, 2014. "A Critique of the Contingent Claims Approach to Sovereign Risk Analysis," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 50(1S), pages 294-308, January.
    13. Westgaard, Sjur & van der Wijst, Nico, 2001. "Default probabilities in a corporate bank portfolio: A logistic model approach," European Journal of Operational Research, Elsevier, vol. 135(2), pages 338-349, December.
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    More about this item

    Keywords

    credit risk; probability of default (PD model); local authorities; capital requirements regulation (CRR); IFRS 9;
    All these keywords.

    JEL classification:

    • R5 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Regional Government Analysis
    • H7 - Public Economics - - State and Local Government; Intergovernmental Relations
    • 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

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