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Macroeconomic effects and frailties in the resolution of non-performing loans

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  • Betz, Jennifer
  • Krüger, Steffen
  • Kellner, Ralf
  • Rösch, Daniel

Abstract

Resolution of non-performing loans is a key determinant of bank credit default losses. This paper analyzes macroeconomic and systematic frailty effects of the default resolution time for a sample of 17,395 defaulted bank loans in USA, Great Britain, and Canada. We find that frailties have a huge impact on the resolution times. In a representative sample portfolio, median resolution times more than double in a recession when compared to an expansion. This leads to highly skewed distributions of losses and considerable systematic risk of the bank portfolio.

Suggested Citation

  • Betz, Jennifer & Krüger, Steffen & Kellner, Ralf & Rösch, Daniel, 2020. "Macroeconomic effects and frailties in the resolution of non-performing loans," Journal of Banking & Finance, Elsevier, vol. 112(C).
    • Handle: RePEc:eee:jbfina:v:112:y:2020:i:c:s0378426617302224
    DOI: 10.1016/j.jbankfin.2017.09.008
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    1. Bandopadhyaya, Arindam, 1994. "An Estimation of the Hazard Rate of Firms under Chapter 11 Protection," The Review of Economics and Statistics, MIT Press, vol. 76(2), pages 346-350, May.
    2. Darrell Duffie & Andreas Eckner & Guillaume Horel & Leandro Saita, 2009. "Frailty Correlated Default," Journal of Finance, American Finance Association, vol. 64(5), pages 2089-2123, October.
    3. Arturo Bris & Ivo Welch & Ning Zhu, 2006. "The Costs of Bankruptcy: Chapter 7 Liquidation versus Chapter 11 Reorganization," Journal of Finance, American Finance Association, vol. 61(3), pages 1253-1303, June.
    4. Gürtler, Marc & Hibbeln, Martin, 2013. "Improvements in loss given default forecasts for bank loans," Journal of Banking & Finance, Elsevier, vol. 37(7), pages 2354-2366.
    5. Rafael La Porta & Florencio Lopez-de-Silanes & Andrei Shleifer & Robert W. Vishny, 1998. "Law and Finance," Journal of Political Economy, University of Chicago Press, vol. 106(6), pages 1113-1155, December.
    6. Grunert, Jens & Weber, Martin, 2009. "Recovery rates of commercial lending: Empirical evidence for German companies," Journal of Banking & Finance, Elsevier, vol. 33(3), pages 505-513, March.
    7. Régis Blazy & J. Martel & Nirjhar Nigam, 2014. "The Choice Between Informal and Formal Restructuring:," Post-Print hal-01513995, HAL.
    8. Haugen, Robert A. & Senbet, Lemma W., 1988. "Bankruptcy and Agency Costs: Their Significance to the Theory of Optimal Capital Structure," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 23(1), pages 27-38, March.
    9. Sanjiv R. Das & Darrell Duffie & Nikunj Kapadia & Leandro Saita, 2007. "Common Failings: How Corporate Defaults Are Correlated," Journal of Finance, American Finance Association, vol. 62(1), pages 93-117, February.
    10. Khieu, Hinh D. & Mullineaux, Donald J. & Yi, Ha-Chin, 2012. "The determinants of bank loan recovery rates," Journal of Banking & Finance, Elsevier, vol. 36(4), pages 923-933.
    11. Denis, Diane K. & Rodgers, Kimberly J., 2007. "Chapter 11: Duration, Outcome, and Post-Reorganization Performance," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 42(1), pages 101-118, March.
    12. Lee, Yongwoong & Poon, Ser-Huang, 2014. "Forecasting and decomposition of portfolio credit risk using macroeconomic and frailty factors," Journal of Economic Dynamics and Control, Elsevier, vol. 41(C), pages 69-92.
    13. Simeon Djankov & Oliver Hart & Caralee McLiesh & Andrei Shleifer, 2008. "Debt Enforcement around the World," Journal of Political Economy, University of Chicago Press, vol. 116(6), pages 1105-1149, December.
    14. King, Michael R., 2013. "The Basel III Net Stable Funding Ratio and bank net interest margins," Journal of Banking & Finance, Elsevier, vol. 37(11), pages 4144-4156.
    15. Haugen, Robert A & Senbet, Lemma W, 1978. "The Insignificance of Bankruptcy Costs to the Theory of Optimal Capital Structure," Journal of Finance, American Finance Association, vol. 33(2), pages 383-393, May.
    16. Dietrich, Andreas & Hess, Kurt & Wanzenried, Gabrielle, 2014. "The good and bad news about the new liquidity rules of Basel III in Western European countries," Journal of Banking & Finance, Elsevier, vol. 44(C), pages 13-25.
    17. Brad Wong & Graham Partington & Maxwell Stevenson & Violet Torbey, 2007. "Surviving Chapter 11 Bankruptcies: Duration and Payoff?," Abacus, Accounting Foundation, University of Sydney, vol. 43(3), pages 363-387, September.
    18. Edward I. Altman & Brooks Brady & Andrea Resti & Andrea Sironi, 2005. "The Link between Default and Recovery Rates: Theory, Empirical Evidence, and Implications," The Journal of Business, University of Chicago Press, vol. 78(6), pages 2203-2228, November.
    19. Düllmann, Klaus & Trapp, Monika, 2004. "Systematic Risk in Recovery Rates: An Empirical Analysis of US Corporate Credit Exposures," Discussion Paper Series 2: Banking and Financial Studies 2004,02, Deutsche Bundesbank.
    20. Michael D. Bordo & Angela Redish & Hugh Rockoff, 2015. "Why didn't Canada have a banking crisis in 2008 (or in 1930, or 1907, or …)?," Economic History Review, Economic History Society, vol. 68(1), pages 218-243, February.
    21. Blazy, Régis & Martel, Jocelyn & Nigam, Nirjhar, 2014. "The choice between informal and formal restructuring: The case of French banks facing distressed SMEs," Journal of Banking & Finance, Elsevier, vol. 44(C), pages 248-263.
    22. Jean Helwege, 1999. "How Long Do Junk Bonds Spend in Default?," Journal of Finance, American Finance Association, vol. 54(1), pages 341-357, February.
    23. Koopman, Siem Jan & Lucas, André & Schwaab, Bernd, 2011. "Modeling frailty-correlated defaults using many macroeconomic covariates," Journal of Econometrics, Elsevier, vol. 162(2), pages 312-325, June.
    24. Dermine, J. & de Carvalho, C. Neto, 2006. "Bank loan losses-given-default: A case study," Journal of Banking & Finance, Elsevier, vol. 30(4), pages 1219-1243, April.
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    More about this item

    Keywords

    Bank loans; Default resolution time; Credit risk; Systematic effects; Latent factors;
    All these keywords.

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G33 - Financial Economics - - Corporate Finance and Governance - - - Bankruptcy; Liquidation

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