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Making text count: Identifying systemic risk spillover channels in the Chinese banking sector using annual reports text

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  • Nan, Shijing
  • Wang, Minna
  • You, Wanhai
  • Guo, Yawei

Abstract

Using the annual report text information of Chinese listed banks from 2007 to 2020, this paper constructs multiple kinds of spatial weight matrices from the perspective of business similarity to identify the systemic risk spillover channels. Furthermore, the Bayesian posterior probability methodology proposed by Debarsy and LeSage (2018) is employed to assess the relative importance of each spillover channel. Besides, we discuss the risk spillovers of specific factors. The empirical results show that the loan type, loan region, investment industry, and income structure are all effective risk spillover channels, and the loan type channel is of the utmost importance. And also the spillover effects of bank-specific factors are identified and continuous. Our results are validated by robust analysis.

Suggested Citation

  • Nan, Shijing & Wang, Minna & You, Wanhai & Guo, Yawei, 2023. "Making text count: Identifying systemic risk spillover channels in the Chinese banking sector using annual reports text," Finance Research Letters, Elsevier, vol. 55(PA).
    • Handle: RePEc:eee:finlet:v:55:y:2023:i:pa:s1544612323002738
    DOI: 10.1016/j.frl.2023.103901
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    References listed on IDEAS

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    1. Kohonen, Anssi, 2014. "Transmission of government default risk in the eurozone," Journal of International Money and Finance, Elsevier, vol. 47(C), pages 71-85.
    2. Viral V. Acharya & Lasse H. Pedersen & Thomas Philippon & Matthew Richardson, 2017. "Measuring Systemic Risk," The Review of Financial Studies, Society for Financial Studies, vol. 30(1), pages 2-47.
    3. Li, Jianping & Li, Jingyu & Zhu, Xiaoqian & Yao, Yinhong & Casu, Barbara, 2020. "Risk spillovers between FinTech and traditional financial institutions: Evidence from the U.S," International Review of Financial Analysis, Elsevier, vol. 71(C).
    4. Berger, Allen N. & Hasan, Iftekhar & Zhou, Mingming, 2010. "The effects of focus versus diversification on bank performance: Evidence from Chinese banks," Journal of Banking & Finance, Elsevier, vol. 34(7), pages 1417-1435, July.
    5. Debarsy, Nicolas & Dossougoin, Cyrille & Ertur, Cem & Gnabo, Jean-Yves, 2018. "Measuring sovereign risk spillovers and assessing the role of transmission channels: A spatial econometrics approach," Journal of Economic Dynamics and Control, Elsevier, vol. 87(C), pages 21-45.
    6. Fong, Tom Pak Wing & Wong, Alfred Y-T., 2012. "Gauging potential sovereign risk contagion in Europe," Economics Letters, Elsevier, vol. 115(3), pages 496-499.
    7. Wei-Qiang Huang & Peipei Liu, 2022. "Identifying Sovereign Risk Spillover Channels: A Spatial Econometric Approach," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 58(10), pages 2820-2836, August.
    8. Asgharian, Hossein & Hess, Wolfgang & Liu, Lu, 2013. "A spatial analysis of international stock market linkages," Journal of Banking & Finance, Elsevier, vol. 37(12), pages 4738-4754.
    9. repec:zbw:bofitp:2010_004 is not listed on IDEAS
    10. Fricke, Daniel, 2016. "Has the banking system become more homogeneous? Evidence from banks’ loan portfolios," Economics Letters, Elsevier, vol. 142(C), pages 45-48.
    11. Fu, Xiaoqing (Maggie) & Heffernan, Shelagh, 2009. "The effects of reform on China's bank structure and performance," Journal of Banking & Finance, Elsevier, vol. 33(1), pages 39-52, January.
    12. Cronin, David & Flavin, Thomas J. & Sheenan, Lisa, 2016. "Contagion in Eurozone sovereign bond markets? The good, the bad and the ugly," Economics Letters, Elsevier, vol. 143(C), pages 5-8.
    13. Zhang, Weiping & Zhuang, Xintian & Li, Yanshuang, 2019. "Dynamic evolution process of financial impact path under the multidimensional spatial effect based on G20 financial network," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 532(C).
    14. Mehdi Mili, 2018. "Systemic risk spillovers in sovereign credit default swaps in Europe: a spatial approach," Journal of Asset Management, Palgrave Macmillan, vol. 19(2), pages 133-143, March.
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    Cited by:

    1. Nan, Shijing & Huo, Yuchen & Lee, Chien-Chiang, 2023. "Assessing the role of globalization on renewable energy consumption: New evidence from a spatial econometric analysis," Renewable Energy, Elsevier, vol. 215(C).

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