Good management or good finances? An agent-based study on the causes of bank failure
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DOIhttp://dx.doi.org/10.21511/bbs.13(3).2018.09
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Article InfoVolume 13 2018, Issue #3, pp. 95-105
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The recent series of banking crises in the United States and in the Eurozone has resulted in numerous bank failures. In this paper, an agent-based model is employed to test for factors that determine bank viability in times of distress, focusing mainly on the endogenous risk of financial institutions. The authors test for the effects of both management and financial factors on the institutions’ ability to weather the storm during times when the banking system experiences distress. The agent-based simulation process is split into a setup period, when the simulation builds the structural characteristics of each bank, and a testing period, where these characteristics are tested against the final result, which is the bank’s viability. A risk estimation model is built and it is found that the proposed model is successful in predicting whether a particular bank can endure a stress testing situation. The empirical results confirm the relevant literature and put further emphasis on the policy implications regarding banking supervision and regulation, particularly in context of the Eurozone banking union.
- Keywords
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JEL Classification (Paper profile tab)G01, G32, G21, G28, H3
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References44
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Tables3
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Figures4
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- Figure 1. CRO presence for each of the four final states
- Figure 2. Dependent and independent board members for each of the four states
- Figure 3. Average ownership percentages for each of the final states
- Figure 4. Interest rates over the respective market average
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- Table1. Summaries of monitored variables for each final state
- Table 2. Linear regression model for the prediction of the final state of the bank
- Table 3. Robustness check of the prediction model over 1,000 simulations
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- Aebi, V., Sabato, G., & Schmid, M. (2012). Risk management, corporate governance, and bank performance in the financial crisis. Journal of Banking & Finance, 36(12), 3213-3226.
- Agoraki, M. E. K., Delis, M. D., & Staikouras, P. K. (2010). The effect of board size and composition on bank efficiency. International Journal of Banking, Accounting and Finance, 2(4), 357-386.
- Barr, R. S., Seiford, L. M., & Siems, T. F. (1993). An envelopment-analysis approach to measuring the managerial efficiency of banks. Annals of Operations Research, 45(1), 1-19.
- Barry, T. A., Lepetit, L., & Tarazi, A. (2011). Ownership structure and risk in publicly held and privately owned banks. Journal of Banking & Finance, 35(5), 1327-1340.
- Battese, G. E., & Coelli, T. J. (1995). A model for technical inefficiency effects in a stochastic frontier production function for panel data. Empirical Eeconomics, 20(2), 325-332.
- Beltratti, A., & Stulz, R. M. (2009). Why Did Some Banks Perform Better during the Credit Crisis? A Cross-Country Study of the Impact of Governance and Regulation (Fisher College of Business Working Paper No. 2009-03-012).
- Bookstaber, R., Paddrik, M., & Tivnan, B. (2018). An agent-based model for financial vulnerability. Journal of Economic Interaction and Coordination, 13(2), 433-466.
- Broll, U., Guo, X., Welzel, P., & Wong, W. K. (2015). The banking firm and risk taking in a two-moment decision model. Economic Modelling, 50, 275-280.
- Calluzzo, P., & Dong, G. N. (2015). Has the financial system become safer after the crisis? The changing nature of financial institution risk. Journal of Banking & Finance, 53, 233-248.
- Conyon, M. J., & Peck, S. I. (1998). Board size and corporate performance: evidence from European countries. The European Journal of Finance, 4(3), 291-304.
- Drehmann, M., & Tarashev, N. (2013). Measuring the systemic importance of interconnected banks. Journal of Financial Intermediation, 22(4), 586-607.
- Drehmann, M., Sorensen, S., & Stringa M. (2010). The integrated impact of credit and interest rate risk on banks: A dynamic framework and stress testing application. Journal of Banking & Finance, 34(4), 713-729.
- ElKelish, W. W. (2017). Corporate governance risk and the agency problem. Corporate Governance: The International Journal of Business in Society, 18(2), 254-269.
- García-Marco, T., & Robles-Fernández, M. D. (2008). Risk-taking Behaviour and Ownership in the Banking Industry: The Spanish evidence. Journal of Economics and Business, 60(4), 332-354.
- García-Palacios, J. H., Hasman, A., & Samartín, M. (2014). Banking crises and government intervention. Journal of Financial Stability, 15, 32-42.
- Gupta, K., Krishnamurti, C., & Tourani-Rad, A. (2013). Is corporate governance relevant during the financial crisis? Journal of International Financial Markets, Institutions and Money, 23, 85-110.
- Haq, M., & Heaney, R. (2012). Factors determining European bank risk. Journal of International Financial Markets, Institutions and Money, 22(4), 696-718.
- Haque, F., & Shahid, R. (2016). Ownership, risk-taking and performance of banks in emerging economies: Evidence from India. Journal of Financial Economic Policy, 8(3), 282-297.
- Huang, X., Zhou, H., & Zhu, H. (2009). A framework for assessing the systemic risk of major financial institutions. Journal of Banking & Finance, 33(11), 2036-2049.
- Iannotta, G., Nocera, G., & Sironi, A. (2007). Ownership structure, risk and performance in the European banking industry. Journal of Banking & Finance, 31(7), 2127-2149.
- Kangis, P., & Kareklis, P. (2001). Governance and organisational controls in public and private banks. Corporate Governance: The International Journal of Business in Society, 1(1), 31-38.
- Karas, A., Pyle, W., & Schoors, K. (2013). Deposit insurance, banking crises, and market discipline: Evidence from a natural experiment on deposit flows and rates. Journal of Money, Credit and Banking, 45(1), 179-200.
- Kaur Virk, G. (2017). The influence of board characteristics on corporate illegality. Journal of Financial Regulation and Compliance, 25(2), 133-148.
- Koerniadi, H., Krishnamurti, C., & Tourani-Rad, A. (2014). Corporate governance and the variability of stock returns. International Journal of Managerial Finance, 10(4), 494-510.
- Konishi, M., & Yasuda, Y. (2004). Factors affecting bank risk taking: Evidence from Japan. Journal of Banking & Finance, 28(1), 215-232.
- Laeven, L., & Levine, R. (2009). Bank Governance, Regulation and Risk Taking. Journal of Financial Economics, 93(2), 259-275.
- Macey, J. R., & O’Hara, M. (2003). The corporate Governance of Banks. Economic Policy Review, 9(1).
- Mullineux, A. (2006). The corporate governance of banks. Journal of Financial Regulation and Compliance, 14(4), 375-382.
- O’Connor, T., & Byrne, J. (2015). Governance and the corporate life-cycle. International Journal of Managerial Finance, 11(1), 23-43.
- Philippas, D., Koutelidakis, Y., & Leontitsis, A. (2015). Insights into European interbank network contagion. Managerial Finance, 41(8), 754-772.
- Polyzos, S., & Samitas, A. (2015). Banking Crises & Contagion: Why Worry About Taxation, Output and the Cost of Capital? Investment Management and Financial Innovations, 12(2).
- Reddy, K., & Locke, S. (2014). The relationship between ownership structure, capital structure and corporate governance practices: A case study of co-operatives and mutuals in New Zealand. International Journal of Managerial Finance, 10(4), 511-536.
- Riccetti, L., Russo, A., & Gallegati, M. (2016). Financialisation and crisis in an agent based macroeconomic model. Economic Modelling, 52, 162-172.
- Samitas, A., & Polyzos, S. (2016). Freeing Greece from capital controls: Were the restrictions enforced in time? Research in International Business and Finance, 37, 196-213.
- Samitas, A., & Polyzos, S. (2015). To Basel or not to Basel? Banking crises and contagion. Journal of Financial Regulation and Compliance, 23(3), 298-318.
- Samitas, A., Polyzos, S., & Siriopoulos, C. (2018). Brexit and financial stability: An agent-based simulation. Economic Modelling, 69, 181-192.
- Simper, R., Hall, M. J., Liu, W., Zelenyuk, V., & Zhou, Z. (2015). How relevant is the choice of risk management control variable to non-parametric bank profit efficiency analysis? The case of South Korean banks. Annals of Operations Research, 250(1), 105-127.
- Sullivan, R. J., & Spong, K. R. (2007). Manager Wealth Concentration, Ownership Structure and Risk in Commercial Banks. Journal of Financial Intermediation, 16(2), 229-248.
- Tsomocos, D. P. (2003a). Equilibrium analysis, banking and financial instability. Journal of Mathematical Economics, 39(5), 619-655.
- Tsomocos, D. P. (2003b). Equilibrium analysis, banking, contagion and financial fragility (Bank of England Working Paper No. 175).
- Williams, J., & Nguyen, N. (2005). Financial liberalisation, crisis, and restructuring: A comparative study of bank performance and bank governance in South East Asia. Journal of Banking & Finance, 29(8), 2119-2154.
- Wong, J., Wong, T. C., & Leung, P. (2007). A Leading Indicator Model of Banking Distress – Developing an Early Warning System for Hong Hong and Other EMEAP Economies December 18, 2007 (Hong Kong Monetary Authority Working Paper No. 22/2007).
- Wong, J., Wong, T. C., & Leung, P. (2010). Predicting banking distress in the EMEAP economies. Journal of Financial Stability, 6(3), 169-179.
- Wu, X., & Li, H. (2015). Board independence and the quality of board monitoring: evidence from China. International Journal of Managerial Finance, 11(3), 308-328.