Estimation of Default Risk Based on KMV Model—An Empirical Study for Chinese Real Estate Companies

Abstract

In this paper, we analyze the default risk of Chinese real estate companies with KMV model and time-varying copula. We collected the data of the listed real estate companies in Shanghai and Shenzhen Exchanges from 2007 to 2012 to calculate the default distance and correlations. Experiments results show that the default risk increases during the financial crisis. Moreover, results also indicate the default risk aggregation. The difference of default risk between the large size and small size companies is also examined in this research. Due to the high asset liability ratio, the large size companies face higher default risk than the small size companies. Finally, time-varying copula shows that the correlation between different-sized companies fluctuates severely during the financial crisis and then goes smoothly after the crisis.

Share and Cite:

Chen, Y. and Chu, G. (2014) Estimation of Default Risk Based on KMV Model—An Empirical Study for Chinese Real Estate Companies. Journal of Financial Risk Management, 3, 40-49. doi: 10.4236/jfrm.2014.32005.

Conflicts of Interest

The authors declare no conflicts of interest.

References

[1] Chen, X., Wang, X., & Wu, D. D. (2010). Credit Risk Measurement and Early Warning of SMEs: An Empirical Study of Listed SMEs in China. Decision Support Systems, 49, 301-310.
http://dx.doi.org/10.1016/j.dss.2010.03.005
[2] Frey, R., McNeil, A. J., & Nyfeler, M. (2001). Copulas and Credit Models. Risk, 10, 111-114.
[3] Li, D. X. (1999). On Default Correlation: A Copula Function Approach. The Journal of Fixed Income, 9, 43-54.
http://dx.doi.org/10.3905/jfi.2000.319253
[4] Mashal, R., Naldi, M., & Zeevi, A. (2003). On the Dependence of Equity and Asset Returns. Risk-London-Risk Magazine Limited, 16, 83-88.
[5] Merton, R. C. (1973). An intertemporal capital asset pricing model. Econometrica: Journal of the Econometric Society, 41, 867-887.
http://dx.doi.org/10.2307/1913811
[6] Nelsen, R. B. (2006). An Introduction to Copulas (2nd ed.). New York: Springer.
[7] Patton, A. J. (2009). Copula-Based Models for Financial Time Series. In Handbook of Financial Time Series. Berlin, Heidelberg: Springer.
[8] Schönbucher, P. J. (2001). Factor Models: Portfolio Credit Risks When Defaults Are Correlated. Journal of Risk Finance, 3, 45-56.
http://dx.doi.org/10.1108/eb043482
[9] Vasicek, O. A. (1984). Credit Valuation. KMV Corporation.
http://www.ressources-actuarielles.net/EXT/ISFA/1226.nsf/0/c181fb77ee99d464c125757a00505078/$FILE/Credit_Valuation.pdf
[10] Zhou, C. (1997). A Jump-Diffusion Approach to Modeling Credit Risk and Valuing Defaultable Securities.
http://papers.ssrn.com/sol3/papers.cfm?abstract_id=39800

Copyright © 2023 by authors and Scientific Research Publishing Inc.

Creative Commons License

This work and the related PDF file are licensed under a Creative Commons Attribution 4.0 International License.