Bank leverage and systemic risk: Impact of bank risk-taking and inter-bank business
Xiaoming Zhang
Department of Finance, Beijing Jiaotong University, Beijing, China
Beijing Laboratory of National Economic Security Early-warning Engineering, Beijing Jiaotong University, Beijing, China
Search for more papers by this authorWenzhe Zhang
Department of Finance, Beijing Jiaotong University, Beijing, China
Search for more papers by this authorCorresponding Author
Chien-Chiang Lee
Faculty of Finance, City University of Macau, Taipa, Macao SAR, China
Adnan Kassar School of Business, Lebanese American University, Beirut, Lebanon
Correspondence
Chien-Chiang Lee, Faculty of Finance, City University of Macau, Taipa, Macao SAR, China.
[email protected]; [email protected]
Search for more papers by this authorXiaoming Zhang
Department of Finance, Beijing Jiaotong University, Beijing, China
Beijing Laboratory of National Economic Security Early-warning Engineering, Beijing Jiaotong University, Beijing, China
Search for more papers by this authorWenzhe Zhang
Department of Finance, Beijing Jiaotong University, Beijing, China
Search for more papers by this authorCorresponding Author
Chien-Chiang Lee
Faculty of Finance, City University of Macau, Taipa, Macao SAR, China
Adnan Kassar School of Business, Lebanese American University, Beirut, Lebanon
Correspondence
Chien-Chiang Lee, Faculty of Finance, City University of Macau, Taipa, Macao SAR, China.
[email protected]; [email protected]
Search for more papers by this authorAbstract
In order to prevent and resolve systemic risk more effectively through deleveraging policy, this research takes China A-share listed commercial banks from 2011 to 2021 as samples, calculates the systemic risk spillover through the conditional value at risk model, re-estimates the leverage ratio with reference to the “Administration Measures for the Leverage Ratio of Commercial Banks (revised)”, and evaluates the influence of the leverage ratio on systemic risk. The results show that a high leverage ratio increases systemic risk spillover, and under this increase state-owned commercial banks have the greatest contribution. Further research presents that a better leverage ratio enhances the systemic risk spillover by improving bank risk-taking and encouraging inter-bank business expansion. In addition, over different periods of economic development the influence of the leverage ratio on systemic risk exudes different characteristics. During an economic upswing, the leverage ratio's impact on systemic risk significantly drops.
Open Research
DATA AVAILABILITY STATEMENT
The data that support the findings of this study are available from the corresponding author upon reasonable request.
REFERENCES
- Abrishami, H., Mehrara, M., & Rahmani, M. (2019). Measuring and analysis of systemic risk in Iranian banking sector and investigating its determinants. Journal of Econometric Modelling, 4(3), 11–36. https://doi.org/10.22075/JEM.2019.18530.1361
10.22075/JEM.2019.18530.1361 Google Scholar
- Acharya, V. V., Pedersen, L. H., Philippon, T., & Richardson, M. (2017). Measuring systemic risk. The Review of Financial Studies, 30(1), 2–47. https://doi.org/10.1093/rfs/hhw088
- Acharya, V. V., & Skeie, D. (2011). A model of liquidity hoarding and term premia in inter-bank markets. Journal of Monetary Economics, 58(5), 436–447. https://doi.org/10.1016/j.jmoneco.2011.05.00
- Adrian, T., & Shin, H. S. (2008). Liquidity and financial contagion. Banque de France Financial Stability Review, No.11, 1–7.
- Adrian, T., & Shin, H. S. (2014). Procyclical leverage and value-at-risk. The Review of Financial Studies, 27(2), 373–403. https://doi.org/10.1093/rfs/hht068
- Altunbas, Y., Marques-Ibanez, D., Van Leuvensteijn, M., & Zhao, T. (2022). Market power and bank systemic risk: Role of securitization and bank capital. Journal of Banking & Finance, 138, 106451. https://doi.org/10.1016/j.jbankfin.2022.106451
- Armstrong, C., Nicoletti, A., & Zhou, F. S. (2022). Executive stock options and systemic risk. Journal of Financial Economics, 146(1), 256–276. https://doi.org/10.1016/j.jfineco.2021.09.010
- Ashraf, B. N., Zheng, C., Jiang, C., & Qian, N. (2020). Capital regulation, deposit insurance and bank risk: International evidence from normal and crisis periods. Research in International Business and Finance, 52, 101188. https://doi.org/10.1016/j.ribaf.2020.101188
- Aymanns, C., & Farmer, J. D. (2015). The dynamics of the leverage cycle. Journal of Economic Dynamics and Control, 50, 155–179. https://doi.org/10.1016/j.jedc.2014.09.015
- Bakkar, Y., Rugemintwari, C., & Tarazi, A. (2020). Charter value, risk-taking and systemic risk in banking before and after the global financial crisis of 2007-2008. Applied Economics, 52(36), 3898–3918. https://doi.org/10.1080/00036846.2020.1725234
- Banulescu-Radu, D., Hurlin, C., Leymarie, J., & Scaillet, O. (2021). Backtesting marginal expected shortfall and related systemic risk measures. Management Science, 67(9), 5730–5754. https://doi.org/10.1287/mnsc.2020.3751
- Beltrame, F., Previtali, D., & Sclip, A. (2018). Systematic risk and banks leverage: The role of asset quality. Finance Research Letters, 27, 113–117. https://doi.org/10.1016/j.frl.2018.02.015
- Benoit, S., Colliard, J. E., Hurlin, C., & Pérignon, C. (2017). Where the risk lie: A survey on systemic risk. Review of Finance, 21(1), 109–152. https://doi.org/10.1093/rof/rfw026
- Berger, A. N., & Bouwman, C. H. (2009). Bank liquidity creation. The Review of Financial Studies, 22(9), 3779–3837. https://doi.org/10.1093/rfs/hhn104
- Bhagat, S., Bolton, B., & Lu, J. (2015). Size, leverage, and risk-taking of financial institutions. Journal of Banking & Finance, 59, 520–537. https://doi.org/10.1016/j.jbankfin.2015.06.018
- Bianchi, M. L., De Luca, G., & Rivieccio, G. (2023). Non-gaussian models for CoVaR estimation. International Journal of Forecasting, 39(1), 391–404. https://doi.org/10.1016/j.ijforecast.2021.12.002
- Bianchi, M. L., & Sorrentino, A. M. (2020). Measuring covar: An empirical comparison. Computational Economics, 55(2), 511–528. https://doi.org/10.1007/s10614-019-09901-2
- Billio, M., Getmansky, M., Lo, A. W., & Pelizzon, L. (2012). Econometric measures of connectedness and systemic risk in the finance and insurance sectors. Journal of Financial Economics, 104(3), 535–559. https://doi.org/10.1016/j.jfineco.2011.12.010
- Blum, J. M. (2008). Why ‘Basel II’ may need a leverage ratio restriction. Journal of Banking & Finance, 32(8), 1699–1707. https://doi.org/10.1016/j.jbankfin.2007.12.003
- Borio, C., & Zhu, H. (2012). Capital regulation, risk-taking and monetary policy: A missing link in the transmission mechanism? Journal of Financial Stability, 8(4), 236–251. https://doi.org/10.1016/j.jfs.2011.12.003
- Boyallian, P., & Ruiz-Verdú, P. (2018). Leverage, CEO risk-taking incentives, and bank failure during the 2007–10 financial crisis. Review of Finance, 22(5), 1763–1805. https://doi.org/10.1093/rof/rfx051
- Brunnermeier, M. K., & Pedersen, L. H. (2009). Market liquidity and funding liquidity. The Review of Financial Studies, 22(6), 2201–2238. https://doi.org/10.1093/rfs/hhn098
- Castrén, O., & Kavonius, I. K. (2009). Balance sheet interlinkages and macro-financial risk analysis in the euro area (1124). European Central Bank.
- Cecchetti, S. G., Mohanty, M. S., & Zampolli, F. (2011). The real effects of debt. BIS Working Papers, No. 352.
- Choudhury, T., Scagnelli, S., Yong, J., & Zhang, Z. (2021). Non-traditional systemic risk contagion within the Chinese banking industry. Sustainability, 13(14), 7954. https://doi.org/10.3390/su13147954
- Cincinelli, P., Pellini, E., & Urga, G. (2021). Leverage and systemic risk pro-cyclicality in the Chinese financial system. International Review of Financial Analysis, 78, 101895. https://doi.org/10.1016/j.irfa.2021.101895
- Craig, B., & Ma, Y. (2022). Intermediation in the inter-bank lending market. Journal of Financial Economics, 145(2), 179–207. https://doi.org/10.1016/j.jfineco.2021.11.003
- Davydov, D., Vähämaa, S., & Yasar, S. (2021). Bank liquidity creation and systemic risk. Journal of Banking & Finance, 123, 106031. https://doi.org/10.1016/j.jbankfin.2020.106031
- De Nicolo, M. G., Bartholomew, P. F., Zaman, J., & Zephirin, M. M. G. (2003). Bank consolidation, internationalization, and conglomeration: Trends and implications for financial risk. International Monetary Fund, 3(158), 173–217.
- DeAngelo, H., & Stulz, R. M. (2015). Liquid-claim production, risk management, and bank capital structure: Why high leverage is optimal for banks. Journal of Financial Economics, 116(2), 219–236. https://doi.org/10.1016/j.jfineco.2014.11.011
- Delis, M. D., & Kouretas, G. P. (2011). Interest rates and bank risk-taking. Journal of Banking & Finance, 35(4), 840–855. https://doi.org/10.1016/j.jbankfin.2010.09.032
- Dell'Ariccia, G., Laeven, L., & Suarez, G. A. (2017). Bank leverage and monetary policy's risk-taking channel: Evidence from the United States. The. Journal of Finance, 72(2), 613–654. https://doi.org/10.1111/jofi.12467
- Diamond, W. (2020). Safety transformation and the structure of the financial system. The Journal of Finance, 75(6), 2973–3012. https://doi.org/10.1111/jofi.12967
- Dräger, V., Heckmann-Draisbach, L., & Memmel, C. (2021). Interest and credit risk management in German banks. German Economic Review, 22(1), 63–95. https://doi.org/10.1515/ger-2019-0114
- Duarte, F., & Eisenbach, T. M. (2021). Fire-sale spillovers and systemic risk. The Journal of Finance, 76(3), 1251–1294. https://doi.org/10.1111/jofi.13010
- Elenev, V., Landvoigt, T., & Van Nieuwerburgh, S. (2021). A macroeconomic model with financially constrained producers and intermediaries. Econometrica, 89(3), 1361–1418. https://doi.org/10.3982/ECTA16438
- Eross, A., Urquhart, A., & Wolfe, S. (2016). Liquidity risk contagion in the inter-bank market. Journal of International Financial Markets Institutions and Money, 45, 142–155. https://doi.org/10.1016/j.intfin.2016.07.005
- Fiordelisi, F., Galloppo, G., & Ricci, O. (2014). The effect of monetary policy interventions on inter-bank markets, equity indices and G-SIFIs during financial crisis. Journal of Financial Stability, 11, 49–61. https://doi.org/10.1016/j.jfs.2013.12.002
- Fiszeder, P., Fałdziński, M., & Molnár, P. (2019). Range-based DCC models for covariance and value-at-risk forecasting. Journal of Empirical Finance, 54, 58–76. https://doi.org/10.1016/j.jempfin.2019.08.004
- Fu, B., & Luo, D. (2021). Monetary policy uncertainty and bank leverage: Evidence from China. Economics Letters, 203, 109866. https://doi.org/10.1016/j.econlet.2021.109866
- Gahlon, J. M., & Gentry, J. A. (1982). On the relationship between systematic risk and the degrees of operating and financial leverage. Financial Management, 11(2), 15–23. https://doi.org/10.2307/3665021
- Gai, P., Haldane, A., & Kapadia, S. (2011). Complexity, concentration and contagion. Journal of Monetary Economics, 58(5), 453–470. https://doi.org/10.1016/j.jmoneco.2011.05.005
- Girardi, G., & Ergün, A. T. (2013). Systemic risk measurement: Multivariate GARCH estimation of CoVaR. Journal of Banking & Finance, 37(8), 3169–3180. https://doi.org/10.1016/j.jbankfin.2013.02.027
- Gonzalez, F. (2005). Bank regulation and risk-taking incentives: An international comparison of bank risk. Journal of Banking & Finance, 29(5), 1153–1184. https://doi.org/10.1016/j.jbankfin.2004.05.029
- Greenwood, R., Landier, A., & Thesmar, D. (2015). Vulnerable banks. Journal of Financial Economics, 115(3), 471–485. https://doi.org/10.1016/j.jfineco.2014.11.006
- Guidara, A., Soumaré, I., & Tchana, F. T. (2013). Banks’ capital buffer, risk and performance in the Canadian banking system: Impact of business cycles and regulatory changes. Journal of Banking & Finance, 37(9), 3373–3387. https://doi.org/10.1016/j.jbankfin.2013.05.012
- Guo, Q., Zeng, D., & Lee, C. C. (2023). Impact of smart city pilot on energy and environmental performance: China-based empirical evidence. Sustainable Cities and Society, 97, 104731. https://doi.org/10.1016/j.scs.2023.104731
- Ho, P. H., Huang, C. W., Lin, C. Y., & Yen, J. F. (2016). CEO overconfidence and financial crisis: Evidence from bank lending and leverage. Journal of Financial Economics, 120(1), 194–209. https://doi.org/10.1016/j.jfineco.2015.04.007
- Ibragimov, R., Jaffee, D., & Walden, J. (2011). Diversification disasters. Journal of Financial Economics, 99(2), 333–348. https://doi.org/10.1016/j.jfineco.2010.08.015
- Januário, J. F., & Cruz, C. O. (2023). The impact of the 2008 financial crisis on Lisbon's housing prices. Journal of Risk and Financial Management, 16(1), 46. https://doi.org/10.3390/jrfm16010046
- Jermias, J., & Yigit, F. (2019). Factors affecting leverage during a financial crisis: Evidence from Turkey. Borsa Istanbul Review, 19(2), 171–185. https://doi.org/10.1016/j.bir.2018.07.002
- Kabundi, A., & De Simone, F. N. (2020). Monetary policy and systemic risk-taking in the euro area banking sector. Economic Modelling, 91, 736–758. https://doi.org/10.1016/j.econmod.2019.10.020
- Kargar, M. (2021). Heterogeneous intermediary asset pricing. Journal of Financial Economics, 141(2), 505–532. https://doi.org/10.1016/j.jfineco.2021.04.012
- Khan, F., Muhammadullah, S., Sharif, A., & Lee, C. C. (2024). The role of green energy stock market in forecasting China's crude oil market: An application of IIS approach and sparse regression models. Energy Economics, 130, 107269. https://doi.org/10.1016/j.eneco.2023.107269
- Krichene, H., Chakraborty, A., Inoue, H., & Fujiwara, Y. (2017). Business cycles’ correlation and systemic risk of the Japanese supplier-customer network. PLoS One, 12(10), e0186467. https://doi.org/10.1371/journal.pone.0186467
- Kuzubaş, T. U., Saltoğlu, B., & Sever, C. (2016). Systemic risk and heterogeneous leverage in banking networks. Physica A: Statistical Mechanics and its Applications, 462, 358–375. https://doi.org/10.1016/j.physa.2016.06.085
- Lai, Y. S. (2019). Evaluating the hedging performance of multivariate GARCH models. Asia Pacific Management Review, 24(1), 86–95. https://doi.org/10.1016/j.apmrv.2018.07.003
- Laux, C., & Rauter, T. (2017). Procyclicality of US bank leverage. Journal of Accounting Research, 55(2), 237–273. https://doi.org/10.1111/1475-679X.12163
- Lee, C. C., Ni, W., & Zhang, X. (2023). FinTech development and commercial bank efficiency in China. Global Finance Journal, 57, 100850. https://doi.org/10.1016/j.gfj.2023.100850
- Lee, C. C., Wang, C. W., Hong, P. H., & Lin, W. (2024). Environmental policy stringency and bank risks: Does green economy matter? International Review of Financial Analysis, 91, 103040. https://doi.org/10.1016/j.irfa.2023.103040
- Lee, C. C., & Yuan, Z. (2024). Impact of energy poverty on public health: A non-linear study from an international perspective. World Development, 174, 106444. https://doi.org/10.1016/j.worlddev.2023.106444
- Liu, J., Zheng, Y., & Lee, C. C. (2024). Statistical analysis of the regional air quality index of Yangtze River Delta based on complex network theory. Applied Energy, 357, 122529. https://doi.org/10.1016/j.apenergy.2023.122529
- Liu, X., Chen, Y., & Mu, Q. (2021). Study on the influence of population aging on Chinese economic development based on individual fixed effect model. EDP Sciences, 253, 01053. https://doi.org/10.1051/e3sconf/202125301053
10.1051/e3sconf/202125301053 Google Scholar
- Lou, Z., Xie, Q., Shen, J. H., & Lee, C. C. (2024). Does supply chain finance (SCF) alleviate funding constraints of SMEs? Evidence from China. Research in International Business and Finance, 67, 102157. https://doi.org/10.1016/j.ribaf.2023.102157
- Lu, Y., & Wang, Y. (2023). Bank liquidity hoarding and bank systemic risk: The moderating effect of economic policy uncertainty. Pacific-Basin Finance Journal, 82, 102189. https://doi.org/10.1016/j.pacfin.2023.102189
- Ma, S., Peng, Y., Wu, W., & Zhu, F. (2022). Bank liquidity hoarding and corporate maturity mismatch: Evidence from China. Research in International Business and Finance, 63, 101776. https://doi.org/10.1016/j.ribaf.2022.101776
- Mistrulli, P. E. (2011). Assessing financial contagion in the inter-bank market: Maximum entropy versus observed inter-bank lending patterns. Journal of Banking & Finance, 35(5), 1114–1127. https://doi.org/10.1016/j.jbankfin.2010.09.018
- Morina, F., & Özen, E. (2020). Does the commercial bank's loans affect economic growth? Empirical evidence for the real sector economy in Kosovo (2005-2018). Planning, 15(8), 1205–1222. https://doi.org/10.18280/ijsdp.150807
10.18280/ijsdp.150807 Google Scholar
- Nkuna, O. B., & Matola, M. M. (2021). Regulatory capital requirements and risk taking behaviour: Evidence from the Malawi banking system. AERC Research Paper, No.487.
- Ogneva, M., Piotroski, J. D., & Zakolyukina, A. A. (2020). Accounting fundamentals and systematic risk: Corporate failure over the business cycle. The Accounting Review, 95(5), 321–350. https://doi.org/10.2308/accr-52638
- Poledna, S., Thurner, S., Farmer, J. D., & Geanakoplos, J. (2014). Leverage-induced systemic risk under Basle II and other credit risk policies. Journal of Banking & Finance, 42, 199–212. https://doi.org/10.1016/j.jbankfin.2014.01.038
- Price, G., & Elu, J. (2014). Does regional currency integration ameliorate global macroeconomic shocks in sub-Saharan Africa? The case of the 2008-2009 global financial crisis. Journal of Economic Studies, 41(5), 737–750. https://doi.org/10.1108/JES-08-2011-0092
10.1108/JES-08-2011-0092 Google Scholar
- Regmi, M., & Featherstone, A. M. (2022). Competition, performance and financial stability in US agricultural banking. Agricultural Finance Review, 82(1), 67–88. https://doi.org/10.1108/AFR-12-2020-0185
- Saksonova, S. (2013). Approaches to improving asset structure management in commercial banks. Procedia-Social and Behavioral Sciences, 99, 877–885. https://doi.org/10.1016/j.sbspro.2013.10.560
10.1016/j.sbspro.2013.10.560 Google Scholar
- Schularick, M., & Taylor, A. M. (2012). Credit booms gone bust: Monetary policy, leverage cycles, and financial crises, 1870–2008. American Economic Review, 102(2), 1029–1061. https://doi.org/10.1257/aer.102.2.1029
- Shahzad, S. J. H., Arreola-Hernandez, J., Bekiros, S., Shahbaz, M., & Kayani, G. M. (2018). A systemic risk analysis of Islamic equity markets using vine copula and delta CoVaR modeling. Journal of International Financial Markets Institutions and Money, 56, 104–127. https://doi.org/10.1016/j.intfin.2018.02.013
- Stein, J. C. (2012). Monetary policy as financial stability regulation. The Quarterly Journal of Economics, 127(1), 57–95. https://doi.org/10.1093/qje/qjr054
- Tasca, P., Mavrodiev, P., & Schweitzer, F. (2014). Quantifying the impact of leveraging and diversification on systemic risk. Journal of Financial Stability, 15, 43–52. https://doi.org/10.1016/j.jfs.2014.08.006
- Tian, S., Li, S., & Gu, Q. (2023). Measurement and contagion modelling of systemic risk in Chinese financial sectors: Evidence for functional data analysis and complex network. International Review of Financial Analysis, 90, 102913. https://doi.org/10.1016/j.irfa.2023.102913
- Tiwari, A. K., Trabelsi, N., Abakah, E. J. A., Nasreen, S., & Lee, C. C. (2023). An empirical analysis of the dynamic relationship between clean and dirty energy markets. Energy Economics, 124, 106766. https://doi.org/10.1016/j.eneco.2023.106766
- Tobias, A., & Brunnermeier, M. K. (2016). CoVaR. The American Economic Review, 106(7), 1705. https://doi.org/10.1257/aer.20120555
- Varotto, S., & Zhao, L. (2018). Systemic risk and bank size. Journal of International Money and Finance, 82, 45–70. https://doi.org/10.1016/j.jimonfin.2017.12.002
- Wang, E. Z., & Lee, C. C. (2023). The impact of commercial bank branch expansion on energy efficiency: Micro evidence from China. China Economic Review, 80, 102019. https://doi.org/10.1016/j.chieco.2023.102019
- Wheelock, D. C., & Wilson, P. W. (2018). The evolution of scale economies in US banking. Journal of Applied Econometrics, 33(1), 16–28. https://doi.org/10.1002/jae.2579
- Yahya, F., & Lee, C. C. (2023). Disentangling the asymmetric effect of financialization on green output gap. Energy Economics, 125, 106899. https://doi.org/10.1016/j.eneco.2023.106899
- Yu, J. (2024). Stabilizing leverage, financial technology innovation, and commercial bank risks: Evidence from China. Economic Modelling, 131, 106599. https://doi.org/10.1016/j.econmod.2023.106599
- Zhang, J., Zhang, J., & Wu, Y. (2011). The influence of medium and long-term loan ratio on the stability of commercial banks in China—Theoretical analysis and empirical test. Financial Research, 9, 78–92. (Chinese edition).
- Zhang, W., He, X., & Hamori, S. (2022). Volatility spillover and investment strategies among sustainability-related financial indexes: Evidence from the DCC-GARCH-based dynamic connectedness and DCC-GARCH t-copula approach. International Review of Financial Analysis, 83, 102223. https://doi.org/10.1016/j.irfa.2022.102223
- Zhang, X., Fu, Q., Lu, L., Wang, Q., & Zhang, S. (2021). Bank liquidity creation, network contagion and systemic risk: Evidence from Chinese listed banks. Journal of Financial Stability, 53, 100844. https://doi.org/10.1016/j.jfs.2021.100844
- Zhang, X., Liang, Q., & Lee, C. (2023). How does central bank transparency affect systemic risk? Evidence from developed and developing countries. The Quarterly Review of Economics and Finance, 88, 101–115. https://doi.org/10.1016/j.qref.2022.12.005
- Zhang, X. M., Zhang, X., Lee, C. C., & Zhao, Y. (2023). Measurement and prediction of systemic risk in China's banking industry. Research in International Business and Finance, 64, 101874. https://doi.org/10.1016/j.ribaf.2022.101874