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Macro stress testing in the banking system of China

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Abstract

In this paper, we develop a framework for macro stress testing of China’s banking system. Our estimates of the correlations between banks’ stability indicators and macroeconomic factors establish significant relationships between the nonperforming loan ratio and key macroeconomic variables, such as GDP growth, the retail price index, the unemployment rate, total fixed investment, the money supply, interest rates, and exchange rates. Further, results from the macro stress tests show that robustness, or otherwise, of the banking system is highly dependent on the source of the potential risk. Our value-at-risk tests suggest that (at a 99% confidence level) the Chinese banking system is robust with respect to interest rate shocks. However, GDP growth and exchange rate shocks exhibit a profound negative effect, indicating that significant losses become likely. These results should inform investors, policy makers, and regulators with regard to loss-limitation in China’s banking system.

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Notes

  1. The notion of stress testing—which was originally developed in medicine [3]—has emerged as both an ex-ante risk management tool for identifying vulnerability ahead an extreme shock, and a crisis management and resolution tool [4, 5].

References

  1. Tagkalakis, A. 2013. The effects of financial crisis on fiscal positions. European Journal of Political Economy 29(29): 197–213.

    Article  Google Scholar 

  2. Aboody, D., J.S. Hughes, and N. Bugra Ozel. 2014. Corporate bond returns and the financial crisis. Journal of Banking & Finance 40: 42–53.

    Article  Google Scholar 

  3. Missal, M.E. 1938. Exercise tests and the electrocardiograph in the study of angina pectoris. Annals of Internal Medicine 11(11): 2018–2036.

    Article  Google Scholar 

  4. Wong, J., T.C. Wong, and P. Leung. 2010. Predicting banking distress in the EMEAP economies. Journal of Financial Stability 6(3): 169–179.

    Article  Google Scholar 

  5. Visco, I. 2011. Key issues for the success of macro prudential policies. Bank for International Settlement Working Paper, No. 60.

  6. Sorge, M. 2004. Stress-testing financial systems: An overview of current methodologies. Bank for International Settlement Working Paper, No. 164.

  7. Marcelo, A., A. Rodríguez, and C. Trucharte. 2008. Stress tests and their contribution to financial stability. Journal of Banking Regulation 9(2): 65–81.

    Article  Google Scholar 

  8. Stulz, R. 2008. Risk management failures: What are they and when do they happen? Journal of Applied Corporate Finance 20(4): 39–48.

    Article  Google Scholar 

  9. Huang, X., H. Zhou, and H. Zhu. 2009. A framework for assessing the systemic risk of major financial institutions. Journal of Banking & Finance 33(11): 2036–2049.

    Article  Google Scholar 

  10. Aizenman, J., and G.K. Pasricha. 2012. Determinants of financial stress and recovery during the great recession. International Journal of Finance & Economics 17(4): 347–372.

    Article  Google Scholar 

  11. Borio, C. 2006. Monetary and financial stability: Here to stay? Journal of Banking & Finance 30(12): 3407–3414.

    Article  Google Scholar 

  12. Borio, C., M. Drehmann, and K. Tsatsaronis. 2012. Stress-testing macro stress testing: Does it live up to expectations? Bank for International Settlements Working Paper, No.369.

  13. Drehmann, M. 2005. A market based macro stress test for the corporate credit exposures of UK banks. BCBS seminar on Banking and Financial Stability: Workshop on Applied Banking Research.

  14. Elsinger, H., A. Lehar, and M. Summer. 2006. Risk assessment for banking system. Management Science 52(9): 1301–1341.

    Article  Google Scholar 

  15. Jacobson, T., J. Lindé, and K. Roszbach. 2005. Exploring interactions between real activity and the financial stance. Journal of Financial Stability 1(3): 308–341.

    Article  Google Scholar 

  16. De Graeve, F., T. Kick, and M. Koetter. 2008. Monetary policy and financial (in) stability: An integrated micro–macro approach. Journal of Financial Stability 4(3): 205–231.

    Article  Google Scholar 

  17. Pesaran, H.H., T. Schuermann, and L.V. Smith. 2009. Forecasting economic and financial variables with global VARs. International Journal of Forecasting 25(4): 642–675.

    Article  Google Scholar 

  18. Aikman, D., P. Alessandri, B. Eklund, P. Gai, S. Kapadia, E. Martin, and M. Willison. 2009. Funding liquidity risk in a quantitative model of systemic stability. EFA 2009 Bergen Meetings Paper.

  19. Wilson, T.C. 1997. Portfolio credit risk (I). Risk 10(9): 111–117.

    Google Scholar 

  20. Wilson, T.C. 1997. Portfolio credit risk (II). Risk 10(10): 56–61.

    Google Scholar 

  21. Virolainen, K. 2004. Macro stress-testing with a macroeconomic credit risk model for Finland. Bank of Finland Discussion Paper, No. 18/2004.

  22. Sorge, M., and K. Virolainen. 2006. A comparative analysis of macro stress-testing methodologies with application to Finland. Journal of Financial Stability 2(2): 113–151.

    Article  Google Scholar 

  23. Misina, M., D. Tessier, and S. Dey 2006. Stress testing the corporate loans portfolio of the Canadian banking sector. Bank of Canada Working Paper, No. 2006-47.

  24. Jiménez, G., and J. Mencía. 2009. Modelling the distribution of credit losses with observable and latent factors. Journal of Empirical Finance 16(2): 235–253.

    Article  Google Scholar 

  25. Xu, M., and X. Liu. 2008. Financial system stability assessment: Based on the comparison of macro stress testing method. Study of International Finance 2: 39–42. (in Chinese).

    Google Scholar 

  26. Ren, Y., and X. Sun. 2007. The application of stress testing of credit risk. Statistic and Decision 7: 101–106. (in Chinese).

    Google Scholar 

  27. Chen, H., and Z. Wu. 2004. The vulnerability of banking system. Journal of Quantitative & Technical Economics 4: 69–71. (in Chinese).

    Google Scholar 

  28. Boss, M. 2002. A macroeconomic credit risk model for stress testing the Austrian credit portfolio. Oesterreichische National Bank Financial Stability Report 4: 64–82.

    Google Scholar 

  29. Wong, J., K.F. Choi, and T. Fong. 2006. A framework for macro stress testing the credit risk of banks in Hong Kong. Hong Kong Monetary Authority Quarterly Bulletin December: 25–38.

    Google Scholar 

  30. Bardsen, G., K.G. Lindquist, and D.P. Tsomocos. 2006. Evaluation of macroeconomic models for financial stability analysis. Norges Bank Working Paper No. 2006/01.

  31. Bunn, P., A. Cunningham, and M. Drehmann. 2005. Stress testing as a tool for assessing systemic risk. Bank of England Financial Stability Review 18: 116–126.

    Google Scholar 

  32. Pesaran, H.H., T. Schuermann, B.J. Treutler, and S.M. Weiner. 2006. Macroeconomic dynamics and credit risk: A global perspective. Journal of Money Credit and Banking 38(5): 1211–1261.

    Article  Google Scholar 

  33. Alves, I. 2005. Sectoral fragility: Factors and dynamics. Bank for International Settlement Working Paper No 22.

  34. China Bank Regulatory Commission. 2005. The core indicators for the risk management of commercial banks. (in Chinese).

  35. White, E.N. 2009. Lessons from the great American real estate boom and bust of the 1920s. National Bureau of Economic Research, Working Paper 15573.

  36. Posen, A. 2003. It takes more than a bubble to become Japan. Institute for International Economics Working Paper, No. 3-9.

  37. Lutkepohl, H. 1993. Introduction to multiple time series analysis. Berlin: Springer.

    Book  Google Scholar 

  38. Shen, Y., and W. Feng. 2010. Empirical research of the macroeconomic variables and the credit risk of banks: Based on the analysis of macro stress testing. Friend of Accounting 22: 88–91. (in Chinese).

    Google Scholar 

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Correspondence to Zhongmin Wu.

Appendix

Appendix

See Table 8.

Table 8 Lag length criteria

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Jiang, B., Philp, B. & Wu, Z. Macro stress testing in the banking system of China. J Bank Regul 19, 287–298 (2018). https://doi.org/10.1057/s41261-017-0057-9

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  • DOI: https://doi.org/10.1057/s41261-017-0057-9

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