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Bank failure intensity modeling: an ACD model approach

Author

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  • Vasileios Siakoulis

Abstract

Purpose - The purpose of this study is to employ a duration-based approach to model the inter-arrival times of bank failures in the US banking system for the period of 1934-2014, in line with the suggestions ofFocardi and Fabozzi (2005), who used a similar model for explaining contagion in credit portfolios. Design/methodology/approach - Conditional duration models that allow duration between bank failures to depend linearly or nonlinearly on its past history are estimated and evaluated. Findings - The authors find evidence of strong persistence along with nonmonotonic hazard rates, which imply a financial contagion pattern, according to which a high frequency of bank failures generates turbulence, which shortly after leads to additional fails, whereas prolonged periods without abnormal events signify the absence of contagious dependence, which increases the relative periods between bank failure appearance. Further, the authors obtain statistically significant results when they allow duration to depend linearly on past information variables that capture systemic bank crisis factors along with stock and bond market effects. Originality/value - The originality of this study consists in proposing a new time series approach for the prediction of bank probability of default by incorporating a default-risk contagion mechanism. As contagious bank failures are a key topic in macroprudential supervision, this study could be of value for supervisory authorities in setting pro-active actions and tightening regulatory measures.

Suggested Citation

  • Vasileios Siakoulis, 2018. "Bank failure intensity modeling: an ACD model approach," Journal of Risk Finance, Emerald Group Publishing Limited, vol. 19(5), pages 454-477, July.
  • Handle: RePEc:eme:jrfpps:jrf-11-2016-0151
    DOI: 10.1108/JRF-11-2016-0151
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    More about this item

    Keywords

    Structural breaks; Financial contagion; Autoregressive conditional duration; Bank failures; Economic environment; C22; C41; G01; G12; G14;
    All these keywords.

    JEL classification:

    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • C41 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Duration Analysis; Optimal Timing Strategies
    • G01 - Financial Economics - - General - - - Financial Crises
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading

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