Steinbacher, Matjaz and Steinbacher, Mitja and Steinbacher, Matej (2013): Credit Contagion in Financial Markets: A Network-Based Approach.
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Abstract
We propose a network-based model of credit contagion and examine the e�ects of idiosyncratic and systemic shocks to individual banks and the banking system. The banking system is built as a network in which banks are connected to each other through the interbank market. The microstructure captures the relation between debtors and creditors, and the macroeconomic events capture the sensitivity of the banks' �nancial strenght to macroeconomic events, such as housing. We have demonstrated that while idiosyncratic shocks do not have a potential to substantially disturb the banking system, macroeconomic events of higher magnitudes could be highly harmful, especially if they also spur contagion. In a concerted default of more banks, the stability of a banking system tends to decrease disproportionately. In addition, credit risk analysis is highly sensitive to the network topology and exhibits a nonlinear characteristic. Capital ratio and recovery rates are two additional factors that contribute to the stability of the �nancial system.
Item Type: | MPRA Paper |
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Original Title: | Credit Contagion in Financial Markets: A Network-Based Approach |
Language: | English |
Keywords: | credit contagion; network models; credit risk; structural models; fi�nancial stability; alpha-criticality index |
Subjects: | C - Mathematical and Quantitative Methods > C6 - Mathematical Methods ; Programming Models ; Mathematical and Simulation Modeling > C63 - Computational Techniques ; Simulation Modeling G - Financial Economics > G0 - General > G01 - Financial Crises |
Item ID: | 49616 |
Depositing User: | Matjaz Steinbacher |
Date Deposited: | 09 Sep 2013 11:35 |
Last Modified: | 27 Sep 2019 16:48 |
References: | Acemoglu, D., Ozdaglar, A., Tabhaz-Salehi, A., 2012. The network origins of aggregate fluctuations. Econometrica 80, 1977-2016. Acharya, V.V., Bharath, S.T., Srinivasan, A., 2007. Does industry-wide distress affect defaulted firms? evidence from creditor recoveries. Journal of Financial Economics 85, 787-821. Acharya, V.V., Merrouche, O., 2013. Precautionary hoarding of liquidity and interbank markets: evidence from the subprime crisis. Review of Finance 17, 107-160. Acharya, V.V., Yorulmazer, T., 2007. Too many to fail: An analysis of time-inconsistency in bank closure policies. Journal of Financial Intermediation 16, 1-31. Albert, R., Barabasi, A.L., 2002. Statistical mechanics of complex networks. Reviews of modern physics 74, 47-97. Albert, R., Jeong, H., Barabasi, A.L., 2000. Error and attack tolerance of complex networks. Nature 406, 378-382. Allen, F., Babus, A., 2009. Networks in Finance, in: Kleindorfer, P., Wind, Y., Gunther, R. (Eds.), The Network Challenge: Strategy, Profit, and Risk in an Interlinked World. Prentice Hall Professional, pp. 367-382. Allen, F., Gale, D., 2000. Financial contagion. Journal of Political Economy 108, 1-33. Altman, E.I., Brady, B., Resti, A., Sironi, A., 2005. The link between default and recovery rates: Theory, empirical evidence, and implications. Journal of Business 78, 2203-2228. Ballester, C., Calvo-Armengol, A., Zenou, Y., 2006. Who's who in networks. Wanted: the key player. Econometrica 74, 1403-1417. Battiston, S., Delli Gatti, D., Gallegati, M., Greenwald, B., Stiglitz, J.E., 2012. Liaisons dangereuses: Increasing connectivity, risk sharing, and systemic risk. Journal of Economic Dynamics and Control 36, 1121-1141. Beale, N., Rand, D.G., Battey, H., Croxson, K., May, R.M., Nowak, M.A., 2011. Individual versus systemic risk and the regulator's dilemma. Proceedings of the National Academy of Sciences 108, 12647-12652. Bielecki, T.R., Rutkowski, M., 2002. Credit risk: modeling, valuation and hedging. Springer. Boss, M., Elsinger, H., Summer, M., Thurner, S., 2004. Network topology of the interbank market. Quantitative Finance 4, 677-684. Boston, C.S.F., 1997. CreditRisk+: A credit risk management framework. Technical Report. Technical report, Credit Suisse First Boston. Brunnermeier, M.K., 2009. Deciphering the liquidity and credit crunch 2007-2008. Journal of Economic Perspectives 23, 77-100. Cifuentes, R., Ferrucci, G., Shin, H.S., 2005. Liquidity risk and contagion. Journal of the European Economic Association 3, 556-566. Colander, D., Goldberg, M., Haas, A., Juselius, K., Kirman, A., Lux, T., Sloth, B., 2009. The financial crisis and the systemic failure of the economics profession. Critical Review 21, 249-267. Collin-Dufresne, P., Goldstein, R.S., Martin, J.S., 2001. The determinants of credit spread changes. Journal of Finance 56, 2177-2207. Dasgupta, A., 2004. Financial contagion through capital connections: A model of the origin and spread of bank panics. Journal of the European Economic Association 2, 1049-1084. Degryse, H., Nguyen, G., 2007. Interbank exposures: An empirical examination of contagion risk in the belgian banking system. International Journal of Central Banking 3, 123-171. Duffie, D., Eckner, A., Horel, G., Saita, L., 2009. Frailty correlated default. Journal of Finance 64, 2089-2123. Duffie, D., Singleton, K.J., 2012. Credit risk: pricing, measurement, and management. Princeton University Press. Egloff, D., Leippold, M., Vanini, P., 2007. A simple model of credit contagion. Journal of Banking & Finance 31, 2475-2492. Freixas, X., Parigi, B.M., Rochet, J.C., 2000. Systemic risk, interbank relations, and liquidity provision by the central bank. Journal of money, credit and banking 32, 611-638. Furfine, C.H., 2003. Interbank exposures: Quantifying the risk of contagion. Journal of Money, Credit and Banking 35, 111-128. Gai, P., Kapadia, S., 2010. Contagion in financial networks. Proceedings of the Royal Society A: Mathematical, Physical and Engineering Science 466, 2401-2423. Giesecke, K., Weber, S., 2004. Cyclical correlations, credit contagion, and portfolio losses. Journal of Banking & Finance 28, 3009-3036. Gilchrist, S., Yankov, V., Zakrajsek, E., 2009. Credit market shocks and economic fluctuations: Evidence from corporate bond and stock markets. Journal of Monetary Economics 56, 471-493. Gupton, G.M., Finger, C.C., Bhatia, M., 1997. Creditmetrics: technical document. JP Morgan & Co. Haldane, A.G., May, R.M., 2011. Systemic risk in banking ecosystems. Nature 469, 351-355. Hirshleifer, D., 2001. Investor psychology and asset pricing. Journal of Finance 56, 1533-1597. Iori, G., De Masi, G., Precup, O.V., Gabbi, G., Caldarelli, G., 2008. A network analysis of the italian overnight money market. Journal of Economic Dynamics and Control 32, 259-278. Jackson, M.O., 2010. Social and economic networks. Princeton University Press. Jarrow, R.A., Turnbull, S.M., 1995. Pricing derivatives on financial securities subject to credit risk. Journal of Finance 50, 53-85. Jorion, P., Zhang, G., 2007. Good and bad credit contagion: Evidence from credit default swaps. Journal of Financial Economics 84, 860-883. Kindleberger, C.P., Aliber, R.Z., 2011. Manias, panics and crashes: a history of financial crises. Palgrave Macmillan. Leitner, Y., 2005. Financial networks: Contagion, commitment, and private sector bailouts. Journal of Finance 60, 2925-2953. Leland, H.E., 1994. Corporate debt value, bond covenants, and optimal capital structure. Journal of Finance 49, 1213-1252. Leland, H.E., Toft, K.B., 1996. Optimal capital structure, endogenous bankruptcy, and the term structure of credit spreads. Journal of Finance 51, 987-1019. van Lelyveld, I., Liedorp, F., 2006. Interbank contagion in the dutch banking sector: A sensitivity analysis. International Journal of Central Banking 2, 99-133. Markowitz, H., 1952. Portfolio selection. Journal of Finance 7, 77-91. Merton, R.C., 1974. On the pricing of corporate debt: The risk structure of interest rates. Journal of Finance 29, 449-470. Nier, E., Yang, J., Yorulmazer, T., Alentorn, A., 2007. Network models and financial stability. Journal of Economic Dynamics and Control 31, 2033-2060. Pastor-Satorras, R., Vespignani, A., 2001. Epidemic spreading in scale-free networks. Physical review letters 86, 3200-3203. Rochet, J.C., Tirole, J., 1996. Interbank lending and systemic risk. Journal of Money, credit and Banking 28, 733-762. Schelling, T.C., 1971. Dynamic models of segregation. Journal of mathematical sociology 1, 143-186. Schweitzer, F., Fagiolo, G., Sornette, D., Vega-Redondo, F., Vespignani, A., White, D.R., 2009. Economic networks: The new challenges. Science 325, 422-425. Shleifer, A., Vishny, R.W., 1992. Liquidation values and debt capacity: A market equilibrium approach. Journal of Finance 47, 1343-1366. Shleifer, A., Vishny, R.W., 2011. Fire sales in finance and macroeconomics. Journal of Economic Perspectives 25, 29-48. Sornette, D., 2009. Why stock markets crash: critical events in complex financial systems. Princeton University Press. Steinbacher, M., Steinbacher, M., Steinbacher, M., 2013. Interaction-based models in economics and finance. Available at SSRN 2262855. Steinbacher, M., Steinbacher, M., Steinbacher, M., 2014. Banks and their contagion potential: How stable is banking system?, in: Leitner, S., Wall, F. (Eds.), Artificial Economics and Self Organization. Springer International Publishing, pp. 161-175. Testfatsion, L., Judd, K.L., 2006. Handbook of Computational Economics. Volume 2. Elsevier. Tirole, J., 2011. Illiquidity and all its friends. Journal of Economic Literature 49, 287-325. Upper, C., 2011. Simulation methods to assess the danger of contagion in interbank markets. Journal of Financial Stability 7, 111-125. Upper, C., Worms, A., 2004. Estimating bilateral exposures in the german interbank market: Is there a danger of contagion? European Economic Review 48, 827-849. Vasicek, O., 1977. An equilibrium characterization of the term structure. Journal of Financial Economics 5, 177-188. Wasserman, S., Faust, K., 1994. Social Network Analysis: Methods and Applications. Cambridge University Press. Watts, D.J., Strogatz, S.H., 1998. Collective dynamics of 'small-world' networks. Nature 393, 440-442. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/49616 |