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Asymmetric asset correlation in credit portfolios

Author

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  • Cho, Yongbok
  • Lee, Yongwoong

Abstract

This study proposes a novel time-varying credit risk model to describe the cyclicality and asymmetry of asset correlation in credit portfolios. Our proposed model is developed based on a GJR-GARCH type volatility and copula-based conditional dependence. We prove that our model outperforms the regulatory model for the U.S. credit portfolios with strong empirical evidence of cyclical and asymmetric asset correlation. Furthermore, we argue that Basel’s criteria of asset correlation may be insufficient during economic downturns.

Suggested Citation

  • Cho, Yongbok & Lee, Yongwoong, 2022. "Asymmetric asset correlation in credit portfolios," Finance Research Letters, Elsevier, vol. 49(C).
  • Handle: RePEc:eee:finlet:v:49:y:2022:i:c:s1544612322002732
    DOI: 10.1016/j.frl.2022.103037
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    References listed on IDEAS

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    1. Ferrer, Alex & Casals, José & Sotoca, Sonia, 2015. "Sample dependency during unconditional credit capital estimation," Finance Research Letters, Elsevier, vol. 15(C), pages 175-186.
    2. Baviera, Roberto, 2022. "The measure of model risk in credit capital requirements," Finance Research Letters, Elsevier, vol. 44(C).
    3. 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.
    4. Lee, Yongwoong & Rösch, Daniel & Scheule, Harald, 2021. "Systematic credit risk in securitised mortgage portfolios," Journal of Banking & Finance, Elsevier, vol. 122(C).
    5. Gordy, Michael B., 2003. "A risk-factor model foundation for ratings-based bank capital rules," Journal of Financial Intermediation, Elsevier, vol. 12(3), pages 199-232, July.
    6. Lee, Shih-Cheng & Lin, Chien-Ting, 2012. "Book-to-market equity, operating risk, and asset correlations: Implications for Basel capital requirement," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 22(4), pages 973-989.
    7. Lee, Shih-Cheng & Lin, Chien-Ting & Yang, Chih-Kai, 2011. "The asymmetric behavior and procyclical impact of asset correlations," Journal of Banking & Finance, Elsevier, vol. 35(10), pages 2559-2568, October.
    8. Glosten, Lawrence R & Jagannathan, Ravi & Runkle, David E, 1993. "On the Relation between the Expected Value and the Volatility of the Nominal Excess Return on Stocks," Journal of Finance, American Finance Association, vol. 48(5), pages 1779-1801, December.
    9. Andrew J. Patton, 2006. "Modelling Asymmetric Exchange Rate Dependence," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 47(2), pages 527-556, May.
    10. Hestia Jacomina Stoffberg & Gary van Vuuren, 2016. "Asset correlations in single factor credit risk models: an empirical investigation," Applied Economics, Taylor & Francis Journals, vol. 48(17), pages 1602-1617, April.
    11. Yongwoong Lee & Yongbok Cho & Kisung Yang, 2021. "Optimal look-back period for adequate and less procyclical credit capital forecasts," Applied Economics, Taylor & Francis Journals, vol. 53(46), pages 5337-5353, October.
    12. Botha, Marius & Vuuren, Gary Van, 2010. "Implied asset correlation in retail loan portfolios," Journal of Risk Management in Financial Institutions, Henry Stewart Publications, vol. 3(2), pages 156-173, March.
    13. Jonathan Crook & Tony Bellotti, 2010. "Time varying and dynamic models for default risk in consumer loans," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 173(2), pages 283-305, April.
    14. Daniel Rösch & Harald Scheule, 2004. "Forecasting Retail Portfolio Credit Risk," Journal of Risk Finance, Emerald Group Publishing Limited, vol. 5(2), pages 16-32, February.
    15. Boudreault, Mathieu & Gauthier, Geneviève & Thomassin, Tommy, 2014. "Contagion effect on bond portfolio risk measures in a hybrid credit risk model," Finance Research Letters, Elsevier, vol. 11(2), pages 131-139.
    16. repec:uts:ppaper:2004:1 is not listed on IDEAS
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    Cited by:

    1. Anton van Dyk & Gary van Vuuren, 2023. "Measurement and Calibration of Regulatory Credit Risk Asset Correlations," JRFM, MDPI, vol. 16(9), pages 1-19, September.
    2. Linyu Cao & Ruili Sun & Tiefeng Ma & Conan Liu, 2023. "On Asymmetric Correlations and Their Applications in Financial Markets," JRFM, MDPI, vol. 16(3), pages 1-18, March.

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    More about this item

    Keywords

    Asymmetric asset-correlation; Credit portfolio risk; Time-varying risk parameters; Cyclicality; ASRF model; Basel criteria;
    All these keywords.

    JEL classification:

    • C51 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Construction and Estimation
    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill

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