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Probabilistic approach to measuring early-warning signals of systemic contagion risk

Author

Listed:
  • Cho-Hoi Hui

    (Research Department, Hong Kong Monetary Authority, 55/F, Two International Finance Centre, 8, Finance Street, Central, Hong Kong, China)

  • Chi-Fai Lo

    (Institute of Theoretical Physics and Department of Physics, The Chinese University of Hong Kong, Shatin, N.T., Hong Kong, China)

  • Xiao-Fen Zheng

    (Institute of Theoretical Physics and Department of Physics, The Chinese University of Hong Kong, Shatin, N.T., Hong Kong, China)

  • Tom Fong

    (Research Department, Hong Kong Monetary Authority, 55/F, Two International Finance Centre, 8, Finance Street, Central, Hong Kong, China)

Abstract

This paper proposes a model based on probability density functions associated with dynamics of underlying asset prices to measure contagion-induced systemic risk in the market. The two new risk measures with closed-form formulas derived from the model are (1) the rate of change of the probability of triggering a shock determined by the joint dynamics of prices of systemically important assets/entities and less important ones and (2) the distress correlation between the two types of assets/entities, which can provide forward-looking signals of such risk. The model is applied to the euro-area sovereign debt crisis and demonstrates how systemic liquidity shocks can build up in the sovereign debt market due to contagion between sovereign risk of small countries (i.e., Portugal) and systemically important countries (i.e., Italy and Spain). A signal of the rate of change of the joint probability appeared in April 2011 before the systemic liquidity shock occurred in November 2011. There exist endogenous critical levels of sovereign spreads, above which the signal materializes.

Suggested Citation

  • Cho-Hoi Hui & Chi-Fai Lo & Xiao-Fen Zheng & Tom Fong, 2018. "Probabilistic approach to measuring early-warning signals of systemic contagion risk," International Journal of Financial Engineering (IJFE), World Scientific Publishing Co. Pte. Ltd., vol. 5(02), pages 1-25, June.
    • Handle: RePEc:wsi:ijfexx:v:05:y:2018:i:02:n:s242478631850010x
    DOI: 10.1142/S242478631850010X
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    References listed on IDEAS

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    1. Acharya, Viral V. & Pedersen, Lasse Heje, 2005. "Asset pricing with liquidity risk," Journal of Financial Economics, Elsevier, vol. 77(2), pages 375-410, August.
    2. Kalbaska, A. & Gątkowski, M., 2012. "Eurozone sovereign contagion: Evidence from the CDS market (2005–2010)," Journal of Economic Behavior & Organization, Elsevier, vol. 83(3), pages 657-673.
    3. Robert F. Engle & Kevin Sheppard, 2001. "Theoretical and Empirical properties of Dynamic Conditional Correlation Multivariate GARCH," NBER Working Papers 8554, National Bureau of Economic Research, Inc.
    4. Beirne, John & Fratzscher, Marcel, 2013. "The pricing of sovereign risk and contagion during the European sovereign debt crisis," Journal of International Money and Finance, Elsevier, vol. 34(C), pages 60-82.
    5. Markus K. Brunnermeier & Lasse Heje Pedersen, 2009. "Market Liquidity and Funding Liquidity," The Review of Financial Studies, Society for Financial Studies, vol. 22(6), pages 2201-2238, June.
    6. Bernd Schwaab, 2012. "Conditional probabilities and contagion measures for euro area sovereign default risk," Research Bulletin, European Central Bank, vol. 17, pages 6-11.
    7. Vayanos, Dimitri, 2004. "Flight to quality, flight to liquidity, and the pricing of risk," LSE Research Online Documents on Economics 456, London School of Economics and Political Science, LSE Library.
    8. Pu, Xiaoling & Zhang, Jianing, 2012. "Can dual-currency sovereign CDS predict exchange rate returns?," Finance Research Letters, Elsevier, vol. 9(3), pages 157-166.
    9. Hui, Cho-Hoi & Fong, Tom Pak-Wing, 2015. "Price cointegration between sovereign CDS and currency option markets in the financial crises of 2007–2013," International Review of Economics & Finance, Elsevier, vol. 40(C), pages 174-190.
    10. Harry Zheng, 2013. "Contagion models a la carte: which one to choose?," Quantitative Finance, Taylor & Francis Journals, vol. 13(3), pages 399-405, February.
    11. Hull, John & Predescu, Mirela & White, Alan, 2004. "The relationship between credit default swap spreads, bond yields, and credit rating announcements," Journal of Banking & Finance, Elsevier, vol. 28(11), pages 2789-2811, November.
    12. Gorea, Denis & Radev, Deyan, 2014. "The euro area sovereign debt crisis: Can contagion spread from the periphery to the core?," International Review of Economics & Finance, Elsevier, vol. 30(C), pages 78-100.
    13. Roberto Blanco & Simon Brennan & Ian W. Marsh, 2005. "An Empirical Analysis of the Dynamic Relation between Investment‐Grade Bonds and Credit Default Swaps," Journal of Finance, American Finance Association, vol. 60(5), pages 2255-2281, October.
    14. Hui, Cho-Hoi & Chung, Tsz-Kin, 2011. "Crash risk of the euro in the sovereign debt crisis of 2009-2010," Journal of Banking & Finance, Elsevier, vol. 35(11), pages 2945-2955, November.
    15. Jun Pan & Kenneth J. Singleton, 2008. "Default and Recovery Implicit in the Term Structure of Sovereign CDS Spreads," Journal of Finance, American Finance Association, vol. 63(5), pages 2345-2384, October.
    16. Cao, Charles & Yu, Fan & Zhong, Zhaodong, 2010. "The information content of option-implied volatility for credit default swap valuation," Journal of Financial Markets, Elsevier, vol. 13(3), pages 321-343, August.
    17. R. Pianeti & R. Giacometti, 2015. "Estimating the probability of multiple EU sovereign defaults using CDS and bond data," Quantitative Finance, Taylor & Francis Journals, vol. 15(1), pages 61-78, January.
    18. C. F. Lo, 2012. "The Sum and Difference of Two Lognormal Random Variables," Journal of Applied Mathematics, Hindawi, vol. 2012, pages 1-13, September.
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