Credit risk management (CRM) is to identify, measure, monitor, and control risk arising from the possibility of default in payments. Existing CRM tools available for large financial institutions do not meet the requirements of rural commercial banks (RCBs) because their main customers are SMEs and farming households whose financial data and credit rating records are not available. RCBs in China also expose specific risks connected to rural commercial banking business and in particular farming-related loans and services. Adopting a qualitative analysis approach to identify key factors contributing to failures of RCBs’ customers, we endeavour to develop a CRM framework for RCBs in China. The framework, which is based on the identification of business failures of RCBs’ customers and factors contributing to failures of SMEs and farming households, incorporates financial and non-financial variables. Using nonfinancial variables along with financial variables as predictors of company failure significantly improves credit analysis quality and accuracy. Also, this study recognises guanxi1 as risk potentials and includes guanxi risks in the framework. This study has made contributions to the extant literature on CRM of banks in general and RCBs in particular.
References
[1]
Alessandri, P., & Drehmann, M. (2010). An Economic Capital Model Integrating Credit and Interest Rate Risk in Banking Book. Journal of Banking & Finance, 34, 730-742.
https://doi.org/10.1016/j.jbankfin.2009.06.012
[2]
Alquier, A. M. B., & Tignol, M. H. L. (2006). Risk Management in Small- and Medium-Sized Enterprises. Production Planning & Control: The Management of Operations, 17, 273-282. https://doi.org/10.1080/09537280500285334
[3]
Altman, E. I. (1968). Financial Rations, Discriminant Analysis and the Prediction of Corporate Bankruptcy. Journal of Finance, 23, 589-609.
https://doi.org/10.1111/j.1540-6261.1968.tb00843.x
[4]
Altman, E. I. (2005). An Emerging Market Credit Scoring System for Corporate Bonds. Emerging Markets Review, 6, 311-323. https://doi.org/10.1016/j.ememar.2005.09.007
[5]
Altman, E. I., & Sabato, G. (2007). Modelling Credit Risk from SMEs: Evidence from the US Market. Abacus, 43, 332-357. https://doi.org/10.1111/j.1467-6281.2007.00234.x
[6]
Altman, E. I., Baidya, T. K. N., & Dias, L. M. R. (1979). Assessing Potential Financial Problems for Firms in Brazil. Journal of International Business Studies, 10, 9-24.
https://doi.org/10.1057/palgrave.jibs.8490787
[7]
Altman, E. I., Haldeman, R. G., & Narayanan, P. (1977). ZETA Analysis: A New Model to Identify Bankruptcy Risk of Corporations. Journal of Banking and Finance, 1, 29-54.
https://doi.org/10.1016/0378-4266(77)90017-6
[8]
Altman, E. I., Sabato, G., & Wilson, N. (2010). The Value of Non-Financial Information in Small and Medium-Sized Enterprise Risk Management. The Journal of Credit Risk, 6, 1-33. https://doi.org/10.21314/JCR.2010.110
[9]
Ayayi, A. G. (2012). Credit Risk Assessment in the Microfinance Industry. Economics of Transition, 20, 37-72. https://doi.org/10.1111/j.1468-0351.2011.00429.x
[10]
Basel Committee on Banking Supervision (2001). The Standardized Approach to Credit Risk, Consultative. Basel Committee on Banking Supervision.
[11]
Beaver, W. (1967). Financial Ratio as Predictors of Failure, Empirical Research in Accounting: Selected Studies 1966. Journal of Accounting Research, 4, 71-111.
https://doi.org/10.2307/2490171
[12]
Breuer, T., Jandacka, M., Rheinberger, K., & Summer, M. (2010). Does Adding up of Economic Capital for Market-and Credit Risk Amount to Conservative Risk Assessment, Journal of Banking & Finance, 34, 703-712.
https://doi.org/10.1016/j.jbankfin.2009.03.013
Chen, R.-R., Fabozzi, F. J., Pan, G. G., & Sverdlove, R. (2006). Sources of Credit Risk: Evidence from Credit Default Swaps. The Journal of Fixed Income, 16, 7-21.
https://doi.org/10.3905/jfi.2006.670090
[15]
Chen, X. P., & Chen, C. C. (2004). On the Intricacies of the Chinese Guanxi: A Process Model of Guanxi Development. Asia Pacific Journal of Management, 21, 305-324.
https://doi.org/10.1023/B:APJM.0000036465.19102.d5
[16]
China Rural Commercial Bank Market Report (2010-2011).
http://www.researchinchina.com/Htmls/Report/2011/6137.html
[17]
Crouhy, M., Galai, D., & Mark, R. (2000). A Comparative Analysis of Current Credit Risk Models. Journal of Banking & Finance, 24, 59-117.
https://doi.org/10.1016/S0378-4266(99)00053-9
[18]
Eisenhardt, K. M. (1989). Building Theories from Case Study Research. Academy of Management Review, 14, 532-550.
[19]
Everett, J., & Watson, J. (1998). Small Business Failure and External Risk Factors. Small Business Economics, 11, 371-390. https://doi.org/10.1023/A:1008065527282
[20]
Frecknall-Hughes, J., Simpson, M., & Padmore, J. (2007). Inherent Limitations in Using Financial Ratio Analysis to Assess Small and Medium Sized Company Performance. Working Paper.
https://www.researchgate.net/publication/228484206_Inherent_limitations_in_using_financial_
ratio_analysis_to_assess_small_and_medium_sized_company_performance
[21]
Gama, A. P. M., & Geraldes, H. S. A. (2012). Credit Risk Assessment and the Impact of the New Basel Capital Accord on Small and Medium-Sized Enterprises: An Empirical Analysis. Management Research Review, 35, 727-749.
https://doi.org/10.1108/01409171211247712
[22]
Gao, S., Sung, M. C., & Zhang, J. (2012). Risk Management Capability Building in SMEs: A Social Capital Perspective. International Small Business Journal, 31, 677-700.
https://doi.org/10.1177/0266242611431094
[23]
Grunert, J., Norden, L., & Weber, M. (2004). The Role of Non-Financial Factors in Internal Credit Ratings. Journal of Banking and Finance, 29, 509-531.
https://doi.org/10.1016/j.jbankfin.2004.05.017
[24]
He, G., Du, X., Bai, C., & Li, Z. (2009). China Microfinance Industry Assessment Report. China Association of Microfinance.
[25]
Headd, B. (2003). Redefining Business Success: Distinguishing between Closure and Failure. Small Business Economics, 21, 51-61. https://doi.org/10.1023/A:1024433630958
[26]
Hudson, J. (1986). An Analysis of Company Liquidations. Applied Economics, 18, 219-235. https://doi.org/10.1080/00036848600000025
[27]
Hudson, J. (1987). The Age, Regional and Industrial Structure of Company Liquidations. Journal of Business Finance & Accounting, 14, 199-213.
https://doi.org/10.1111/j.1468-5957.1987.tb00539.x
[28]
Islam, M., & Kantor, J. (2005). The Development of Quality Management Accounting Practices in China. Managerial Auditing Journal, 20, 707-724.
https://doi.org/10.1108/02686900510611249
[29]
Jacobs, M. (2012). An Empirical Study of the Returns on Defaulted Debt. Applied Financial Economics, 22, 563-579. https://doi.org/10.1080/09603107.2011.619495
[30]
Jin, J., Yu, Z., & Mi, C. (2012). Commercial Bank Credit Risk Management Based on Grey Incidence Analysis. Grey Systems: Theory and Application, 2, 385-394.
https://doi.org/10.1108/20439371211273267
[31]
Lehmann, B. (2003). Is It Worth the While? The Relevance of Qualitative Information in Credit Rating. http://ssrn.com/abstract=410186
https://doi.org/10.2139/ssrn.410186
[32]
Lou, Y. (1997). Guanxi and Performance of Foreign-Invested Enterprises in China: An Empirical Inquiry. Management International Review, 37, 51-70.
[33]
Lovett, S., Simmons, L. C., & Kali, R. (1999). Guanxi versus the Market: Ethics and Efficiency. Journal of International Business Studies, 30, 231-247.
https://doi.org/10.1057/palgrave.jibs.8490068
[34]
McKinsey & Company (1997). Credit Portfolio View. New York: McKinsey Inc.
[35]
Medema, L., Koning, R. H., & Lensink, R. (2009). A Practical Approach to Validating a PD Model. Journal of Banking & Finance, 33, 701-708.
https://doi.org/10.1016/j.jbankfin.2008.11.007
[36]
Merton, R. C. (1974). On the Pricing of Corporate Debt: The Risk Structure of Interest Rates. Journal of Finance, 29, 449-470.
https://doi.org/10.1111/j.1540-6261.1974.tb03058.x
[37]
Mester, L. (1997). What’s the Point of Credit Scoring? Federal Reserve Bank of Philadelphia Business Review, 3-16.
[38]
Phillips, B., & Kirchhoff, B. (1989). Formation, Growth and survival: Small Firm Dynamics in the US Economy. Small Business Economics, 1, 65-74.
https://doi.org/10.1007/BF00389917
[39]
Pille, P., & Paradi, J. C. (2002). Financial Performance Analysis of Ontario (Canada) Credit Unions: An Application of DEA in the Regulatory Environment. European Journal of Operating Research, 139, 339-350. https://doi.org/10.1016/S0377-2217(01)00359-9
[40]
Rahman, M. W., & Luo, J. C. (2011). Sustainability of NGO-Type Microfinance Service Provider in Shaanxi, China: Peer with Grameen Bank, Bangladesh. African Journal of Business Management, 6, 5319-5327.
[41]
Ribeiro, M. S., Pina, J. P., Soares, J., & Lopes, M. C. (2011). Quantitative vs. Qualitative Criteria for Credit Risk Assessment. Frontiers in Finance and Economics, 8, 69-87.
https://doi.org/10.2139/ssrn.2012443
[42]
Seligman, S. D. (1999). Guanxi: Grease for the Wheels of China. The China Business Review, 26, 34-38.
[43]
Stiglitz, J. E., & Weiss, A. (1981). Credit Rationing in Markets with Imperfect Information. The American Economic Review, 71, 393-410.
[44]
Stuart, F. I., McCutcheon, D. M., Handfield, R. B., McLachlin, R., & Samson, D. (2002). Effective Case Research in Operations Management: A Process Perspective. Journal of Operations Management, 20, 419-433. https://doi.org/10.1016/S0272-6963(02)00022-0
[45]
Taormina, R. J., & Gao, J. H. (2010). A Research Model for Guanxi Behavior: Antecedents, Measures, and Outcomes of Chinese Social Networking. Social Science Research, 39, 1195-1212. https://doi.org/10.1016/j.ssresearch.2010.07.003
[46]
Treacy, W. F., & Carey, M. S. (2000). Credit Risk Rating Systems at Large US Banks. Journal of Banking & Finance, 24, 167-201.
https://doi.org/10.1016/S0378-4266(99)00056-4
[47]
Von Stein, J. H., & Ziegler, W. (1984). The Prognosis and Surveillance of Risks from Commercial Credit Borrowers. Journal of Banking & Finance, 8, 249-268.
https://doi.org/10.1016/0378-4266(84)90006-2
[48]
Watson, J., & Everett, J. (1993). Defining Small Business Failure. International Small Business Journal, 11, 35-48. https://doi.org/10.1177/026624269301100302
[49]
Wei, L. Q., Liu, J., Chen, Y. Y., & Wu, L. Z. (2010). Political Skill, Supervisor-Subordinate Guanxi and Career Prospects in Chinese Firms. Journal of Management Studies, 47, 437-454. https://doi.org/10.1111/j.1467-6486.2009.00871.x
[50]
Yin, R. K. (1994). Case Study Research: Design and Methods (2nd ed.). Thousand Oaks, CA: Sage.