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09.01.2023 | Regular Article

Risk contagion of bank-firm loan network: evidence from China

verfasst von: Qingmin Hao, Jim Huangnan Shen, Chien-Chiang Lee

Erschienen in: Eurasian Business Review | Ausgabe 2/2023

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Abstract

Starting from Chinese A-listed firms’ loan announcements, this research creatively constructs a dynamic, variant-linkage, and more comprehensive banking network in China during 2007 and 2016. Exploiting techniques from the literature on complex networks, we find that China’s banking network exhibits more clustering, more coherence, higher centrality, and even more heterogeneity. Empirical results show that the above network features, especially the heterogeneity of the network, have a great impact on financial systemic risk. A network with higher clustering coefficient, higher coherence, lower centrality, and greater heterogeneity is associated with a lower financial systemic risk. A range of policy measures can be drawn from our results, including macro-prudential policy, increasing network stability, and applying surcharges for systemically important financial institutions so as to minimize financial systemic risk.

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Fußnoten
1
In January 2007, the Ministry of Finance officially implemented “The Accounting Standards for Business Enterprises”, which further standardized the financial information disclosure of enterprises.
 
2
In 2017, the People’s Bank of China, China Banking Regulatory Commission, China Securities Regulatory Commission, China Insurance Regulatory Commission, and China Foreign Exchange Administration jointly published “Guidance on standardizing the asset management business of financial institutions” to solicit opinions from the public. The guidance aims to regulate the development of the shadow banking system in China and has critical impact on China’s banking system.
 
3
The variance inflation factor (VIF) tests statistics for CC, CO, CN and HN are 5.60, 5.27, 2.25 and 5.15, respectively. According to the rule of thumb for interpreting the VIF, though there is no multicollinearity (i.e., the statistics of VIF is larger than 10) in regression analysis in column (6), variables are moderately or highly correlated with each other.
 
5
In the heterogeneity tests, we don’t add all four network structural features into the regression simultaneously for at least two reasons. For one, the focus of this section is the heterogeneity effect of EPU on each network feature-FSI relationship. For another, the correlations between four features may contaminate the heterogeneity effects of EPU.
 
Literatur
Zurück zum Zitat Acharya, V. V., & Schnabl, P. (2010). Do global banks spread global imbalances? Asset-backed commercial paper during the financial crisis of 2007–09. IMF Economic Review, 58(1), 37–73.CrossRef Acharya, V. V., & Schnabl, P. (2010). Do global banks spread global imbalances? Asset-backed commercial paper during the financial crisis of 2007–09. IMF Economic Review, 58(1), 37–73.CrossRef
Zurück zum Zitat Albert, R., Jeong, H., & Barabási, A. L. (2000). Error and attack tolerance of complex networks. Nature, 406(6794), 378–382.CrossRef Albert, R., Jeong, H., & Barabási, A. L. (2000). Error and attack tolerance of complex networks. Nature, 406(6794), 378–382.CrossRef
Zurück zum Zitat Allen, F., Babus, A., et al. (2009). Financial crises: theory and evidence. Annual Review of Financial Economics, 1(1), 97–116.CrossRef Allen, F., Babus, A., et al. (2009). Financial crises: theory and evidence. Annual Review of Financial Economics, 1(1), 97–116.CrossRef
Zurück zum Zitat Allen, F., & Gale, D. (2000). Financial contagion. Journal of Political Economy, 108(1), 1–33.CrossRef Allen, F., & Gale, D. (2000). Financial contagion. Journal of Political Economy, 108(1), 1–33.CrossRef
Zurück zum Zitat Allen, F., Qian, J., & Qian, M. (2005). Law, finance, and economic growth in China. Journal of Financial Economics, 77(1), 57–116.CrossRef Allen, F., Qian, J., & Qian, M. (2005). Law, finance, and economic growth in China. Journal of Financial Economics, 77(1), 57–116.CrossRef
Zurück zum Zitat Baker, S. R., Bloom, N., & Davis, S. J. (2016). Measuring economic policy uncertainty. The Quarterly Journal of Economics, 131(4), 1593–1636.CrossRef Baker, S. R., Bloom, N., & Davis, S. J. (2016). Measuring economic policy uncertainty. The Quarterly Journal of Economics, 131(4), 1593–1636.CrossRef
Zurück zum Zitat Battiston, S., Puliga, M., Kaushik, R., Tasca, P., & Caldarelli, G. (2012). Debtrank: Too central to fail? financial networks, the fed and systemic risk. Scientific Reports 2 2, Article number: 541. Battiston, S., Puliga, M., Kaushik, R., Tasca, P., & Caldarelli, G. (2012). Debtrank: Too central to fail? financial networks, the fed and systemic risk. Scientific Reports 2 2, Article number: 541.
Zurück zum Zitat Boss, M., Elsinger, H., et al. (2004). Network topology of the interbank market. Quantitative Finance, 4(6), 677–684.CrossRef Boss, M., Elsinger, H., et al. (2004). Network topology of the interbank market. Quantitative Finance, 4(6), 677–684.CrossRef
Zurück zum Zitat Chen, Y., Cheng, L., & Lee, C. C. (2022). How does the use of industrial robots affect the ecological footprint? International evidence. Ecological Economics, 198, 107483.CrossRef Chen, Y., Cheng, L., & Lee, C. C. (2022). How does the use of industrial robots affect the ecological footprint? International evidence. Ecological Economics, 198, 107483.CrossRef
Zurück zum Zitat Chen, Y., Cheng, L., Lee, C. C., & Wang, C. S. (2021). The impact of regional banks on environmental pollution: evidence from China’s city commercial banks. Energy Economics, 102, 105492.CrossRef Chen, Y., Cheng, L., Lee, C. C., & Wang, C. S. (2021). The impact of regional banks on environmental pollution: evidence from China’s city commercial banks. Energy Economics, 102, 105492.CrossRef
Zurück zum Zitat Chen, T. H., & Lee, C. C. (2020). Spatial analysis of liquidity risk in China. The North American Journal of Economics and Finance, 54, 101047.CrossRef Chen, T. H., & Lee, C. C. (2020). Spatial analysis of liquidity risk in China. The North American Journal of Economics and Finance, 54, 101047.CrossRef
Zurück zum Zitat Eboli, M. (2004). Systemic risk in financial networks: a graph theoretic approach. Universita di Chieti Pescara. Eboli, M. (2004). Systemic risk in financial networks: a graph theoretic approach. Universita di Chieti Pescara.
Zurück zum Zitat Eisenberg, L., & Noe, T. H. (2001). Systemic risk in financial systems. Management Science, 47(2), 236–249.CrossRef Eisenberg, L., & Noe, T. H. (2001). Systemic risk in financial systems. Management Science, 47(2), 236–249.CrossRef
Zurück zum Zitat 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(3), 611–638.CrossRef 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(3), 611–638.CrossRef
Zurück zum Zitat Gai, P., Haldane, A., et al. (2011). Complexity, concentration and contagion. Journal of Monetary Economics, 58(5), 453–470.CrossRef Gai, P., Haldane, A., et al. (2011). Complexity, concentration and contagion. Journal of Monetary Economics, 58(5), 453–470.CrossRef
Zurück zum Zitat Gai, P., & Kapadia, S. (2010). Contagion in financial networks. Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences 466(2120): 2401–2423. Gai, P., & Kapadia, S. (2010). Contagion in financial networks. Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences 466(2120): 2401–2423.
Zurück zum Zitat Gong, L., Zhang, J., & Cai, D. (2012). A study on topological structure of bank-firm loan network in listed companies. Statistics & Decision, 7, 158–161. (In Chinese). Gong, L., Zhang, J., & Cai, D. (2012). A study on topological structure of bank-firm loan network in listed companies. Statistics & Decision, 7, 158–161. (In Chinese).
Zurück zum Zitat Haldane, A. G., & May, R. M. (2011). Systemic risk in banking ecosystems. Nature, 469(7330), 351–355.CrossRef Haldane, A. G., & May, R. M. (2011). Systemic risk in banking ecosystems. Nature, 469(7330), 351–355.CrossRef
Zurück zum Zitat Haldane, A. (2009). Why banks failed the stress test. BIS Review 18: 2009. Haldane, A. (2009). Why banks failed the stress test. BIS Review 18: 2009.
Zurück zum Zitat Harrison, S., Lasaosa, A., et al. (2005). Tiering in UK payment systems: credit risk implications. Bank of England Financial Stability Review, 19, 63–70. Harrison, S., Lasaosa, A., et al. (2005). Tiering in UK payment systems: credit risk implications. Bank of England Financial Stability Review, 19, 63–70.
Zurück zum Zitat Holland, P. W., & Leinhardt, S. (1971). Transitivity in structural models of small groups. Comparative Group Studies, 2(2), 107–124.CrossRef Holland, P. W., & Leinhardt, S. (1971). Transitivity in structural models of small groups. Comparative Group Studies, 2(2), 107–124.CrossRef
Zurück zum Zitat Hsieh, M. F., & Lee, C. C. (2020). Foreign bank lending during a crisis: the impact of financial regulations. Economic Systems, 44(3), 100791.CrossRef Hsieh, M. F., & Lee, C. C. (2020). Foreign bank lending during a crisis: the impact of financial regulations. Economic Systems, 44(3), 100791.CrossRef
Zurück zum Zitat Illing, M., & Liu, Y. (2006). Measuring financial stress in a developed country: an application to Canada. Journal of Financial Stability, 2(3), 243–265.CrossRef Illing, M., & Liu, Y. (2006). Measuring financial stress in a developed country: an application to Canada. Journal of Financial Stability, 2(3), 243–265.CrossRef
Zurück zum Zitat Jiang, X. C., Shen, J. H., Lee, C. C., & Cheng, C. (2021). Supply-side structural reform and dynamic capital structure adjustment: evidence from chinese-listed firms. Pacific-Basin Finance Journal, 65, 101482.CrossRef Jiang, X. C., Shen, J. H., Lee, C. C., & Cheng, C. (2021). Supply-side structural reform and dynamic capital structure adjustment: evidence from chinese-listed firms. Pacific-Basin Finance Journal, 65, 101482.CrossRef
Zurück zum Zitat Lee, C. C., Wang, C. W., & Ho, S. J. (2020). Financial innovation and bank growth: the role of institutional environments. North American Journal of Economics and Finance, 53, 101195.CrossRef Lee, C. C., Wang, C. W., & Ho, S. J. (2020). Financial innovation and bank growth: the role of institutional environments. North American Journal of Economics and Finance, 53, 101195.CrossRef
Zurück zum Zitat Lee, C. C., Yuan, Z., & Wang, Q. (2022). How does information and communication technology affect energy security? International evidence. Energy Economics, 109, 105969.CrossRef Lee, C. C., Yuan, Z., & Wang, Q. (2022). How does information and communication technology affect energy security? International evidence. Energy Economics, 109, 105969.CrossRef
Zurück zum Zitat Li, S., Wang, L., Liu, X., et al. (2020). Systemic risk across the banking sector and the firm sector. Systems Engineering Theory & Practice, 40(10), 2492–2504. (In Chinese). Li, S., Wang, L., Liu, X., et al. (2020). Systemic risk across the banking sector and the firm sector. Systems Engineering Theory & Practice, 40(10), 2492–2504. (In Chinese).
Zurück zum Zitat Li, Y., Zhang, Y., Lee, C. C., & Li, J. (2021). Structural characteristics and determinants of an international green technological collaboration network. Journal of Cleaner Production, 324, 129258.CrossRef Li, Y., Zhang, Y., Lee, C. C., & Li, J. (2021). Structural characteristics and determinants of an international green technological collaboration network. Journal of Cleaner Production, 324, 129258.CrossRef
Zurück zum Zitat Liu, M., & Lee, C. C. (2021a). Capturing the dynamics of the China crude oil futures: Markov switching, co-movement, and volatility forecasting. Energy Economics, 103, 105622.CrossRef Liu, M., & Lee, C. C. (2021a). Capturing the dynamics of the China crude oil futures: Markov switching, co-movement, and volatility forecasting. Energy Economics, 103, 105622.CrossRef
Zurück zum Zitat Liu, T. Y., & Lee, C. C. (2021b). Global convergence of inflation rates. The North American Journal of Economics and Finance, 58, 101501.CrossRef Liu, T. Y., & Lee, C. C. (2021b). Global convergence of inflation rates. The North American Journal of Economics and Finance, 58, 101501.CrossRef
Zurück zum Zitat Liu, M., & Lee, C. C. (2022). Is gold a long-run hedge, diversifier, or safe haven for oil? Empirical evidence based on DCC-MIDAS. Resources Policy, 76, 102703.CrossRef Liu, M., & Lee, C. C. (2022). Is gold a long-run hedge, diversifier, or safe haven for oil? Empirical evidence based on DCC-MIDAS. Resources Policy, 76, 102703.CrossRef
Zurück zum Zitat Liu, X., & Fang, L. (2012). Construction of financial pressure index and its effectiveness test. Journal of Industrial Engineering and Engineering Management, 26(3), 1–6. (in Chinese). Liu, X., & Fang, L. (2012). Construction of financial pressure index and its effectiveness test. Journal of Industrial Engineering and Engineering Management, 26(3), 1–6. (in Chinese).
Zurück zum Zitat Newman, M. E. (2002). Assortative mixing in networks. Physical Review Letters, 89(20), 208701.CrossRef Newman, M. E. (2002). Assortative mixing in networks. Physical Review Letters, 89(20), 208701.CrossRef
Zurück zum Zitat Nier, E., Yang, J., et al. (2007). Network models and financial stability. Journal of Economic Dynamics and Control, 31(6), 2033–2060.CrossRef Nier, E., Yang, J., et al. (2007). Network models and financial stability. Journal of Economic Dynamics and Control, 31(6), 2033–2060.CrossRef
Zurück zum Zitat Reinhart, C. M., & Rogoff, K. S. (2009). The aftermath of financial crises. American Economic Review, 99(2), 466–472.CrossRef Reinhart, C. M., & Rogoff, K. S. (2009). The aftermath of financial crises. American Economic Review, 99(2), 466–472.CrossRef
Zurück zum Zitat Shen, J. H., Long, Z., Lee, C. C., & Zhang, J. (2022). Comparative advantage, endowment structure, and trade imbalances. Structural Change and Economic Dynamics, 60, 365–375.CrossRef Shen, J. H., Long, Z., Lee, C. C., & Zhang, J. (2022). Comparative advantage, endowment structure, and trade imbalances. Structural Change and Economic Dynamics, 60, 365–375.CrossRef
Zurück zum Zitat Strogatz, S. H. (2001). Exploring complex networks. Nature, 410(6825), 268–276.CrossRef Strogatz, S. H. (2001). Exploring complex networks. Nature, 410(6825), 268–276.CrossRef
Zurück zum Zitat Upper, C. (2011). Simulation methods to assess the danger of contagion in interbank markets. Journal of Financial Stability, 7(3), 111–125.CrossRef Upper, C. (2011). Simulation methods to assess the danger of contagion in interbank markets. Journal of Financial Stability, 7(3), 111–125.CrossRef
Zurück zum Zitat Vivier-Lirimont, S. (2006). Contagion in interbank debt networks. Unpublished Manuscript. Vivier-Lirimont, S. (2006). Contagion in interbank debt networks. Unpublished Manuscript.
Zurück zum Zitat Wang, C. W., Lee, C. C., & Chen, M. C. (2022). The effects of economic policy uncertainty and country governance on banks’ liquidity creation: international evidence. Pacific-Basin Finance Journal, 71, 101708.CrossRef Wang, C. W., Lee, C. C., & Chen, M. C. (2022). The effects of economic policy uncertainty and country governance on banks’ liquidity creation: international evidence. Pacific-Basin Finance Journal, 71, 101708.CrossRef
Zurück zum Zitat Watts, D. J., & Strogatz, S. H. (1998). Collective dynamics of ‘small-world’ networks. Nature, 393(6684), 440–442.CrossRef Watts, D. J., & Strogatz, S. H. (1998). Collective dynamics of ‘small-world’ networks. Nature, 393(6684), 440–442.CrossRef
Zurück zum Zitat Wen, H., Zhong, Q., & Lee, C. C. (2022). Digitalization, competition strategy and corporate innovation: evidence from chinese manufacturing listed companies. International Review of Financial Analysis, 82, 102166.CrossRef Wen, H., Zhong, Q., & Lee, C. C. (2022). Digitalization, competition strategy and corporate innovation: evidence from chinese manufacturing listed companies. International Review of Financial Analysis, 82, 102166.CrossRef
Zurück zum Zitat Wu, Y., Lee, C. C., Lee, C. C., & Peng, D. (2022). Geographic proximity and corporate investment efficiency: evidence from high-speed rail construction in China. Journal of Banking and Finance, 140, 106510.CrossRef Wu, Y., Lee, C. C., Lee, C. C., & Peng, D. (2022). Geographic proximity and corporate investment efficiency: evidence from high-speed rail construction in China. Journal of Banking and Finance, 140, 106510.CrossRef
Zurück zum Zitat Zhang, X., Zhou, H., & Lee, C. C. (2022). Systemic risk of China’s financial industry during the spread of the COVID-19 epidemic and the breakdown of crude oil negotiation. Emerging Markets Finance and Trade, 58(1), 56–69.CrossRef Zhang, X., Zhou, H., & Lee, C. C. (2022). Systemic risk of China’s financial industry during the spread of the COVID-19 epidemic and the breakdown of crude oil negotiation. Emerging Markets Finance and Trade, 58(1), 56–69.CrossRef
Metadaten
Titel
Risk contagion of bank-firm loan network: evidence from China
verfasst von
Qingmin Hao
Jim Huangnan Shen
Chien-Chiang Lee
Publikationsdatum
09.01.2023
Verlag
Springer International Publishing
Erschienen in
Eurasian Business Review / Ausgabe 2/2023
Print ISSN: 1309-4297
Elektronische ISSN: 2147-4281
DOI
https://doi.org/10.1007/s40821-022-00237-w

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