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Credit rating migration risk and interconnectedness in a corporate lending network

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  • Kanno, Masayasu

Abstract

This study assesses the credit rating migration risk and interconnectedness in Japan's corporate lending market during the fiscal years 2008–2015. First, the study conducts a portfolio credit risk analysis by using outstanding lending data with borrowers’ and lenders’ names. The results show an expected shortfall with tail dependence of t-copula captures the heavy-tailed risk of Japanese institutions. The study also measures credit risk exposures and credit risk amounts by industry sector, and evaluates sector concentration risk. Subsequently, the study analyzes the network structure of lending contracts using network centrality measures. From the perspective of the network, institutions play a central role in terms of degree centrality. Further, the study undertakes a stress test using a historical economic scenario pertaining to a credit rating migration matrix shortly after the Lehman Brothers’ bankruptcy. The test finds a much sparser network structure due to a large number of firm defaults. The study's analysis offers banks and insurers important implications regarding credit risk management of corporate lending.

Suggested Citation

  • Kanno, Masayasu, 2020. "Credit rating migration risk and interconnectedness in a corporate lending network," Research in International Business and Finance, Elsevier, vol. 54(C).
  • Handle: RePEc:eee:riibaf:v:54:y:2020:i:c:s0275531919310487
    DOI: 10.1016/j.ribaf.2020.101282
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    1. Tsaig, Yaakov & Levy, Amnon & Wang, Yashan, 2011. "Analyzing the impact of credit migration in a portfolio setting," Journal of Banking & Finance, Elsevier, vol. 35(12), pages 3145-3157.
    2. Gordy, Michael B., 2000. "A comparative anatomy of credit risk models," Journal of Banking & Finance, Elsevier, vol. 24(1-2), pages 119-149, January.
    3. Schuermann, Til, 2014. "Stress testing banks," International Journal of Forecasting, Elsevier, vol. 30(3), pages 717-728.
    4. Renneboog, Luc & Zhao, Yang, 2014. "Director networks and takeovers," Journal of Corporate Finance, Elsevier, vol. 28(C), pages 218-234.
    5. Abbassi, Puriya & Brownlees, Christian & Hans, Christina & Podlich, Natalia, 2017. "Credit risk interconnectedness: What does the market really know?," Journal of Financial Stability, Elsevier, vol. 29(C), pages 1-12.
    6. G. De Masi & M. Gallegati, 2012. "Bank–firms topology in Italy," Empirical Economics, Springer, vol. 43(2), pages 851-866, October.
    7. Kanno, Masayasu, 2015. "The network structure and systemic risk in the Japanese interbank market," Japan and the World Economy, Elsevier, vol. 36(C), pages 102-112.
    8. Kanno, Masayasu, 2015. "Assessing systemic risk using interbank exposures in the global banking system," Journal of Financial Stability, Elsevier, vol. 20(C), pages 105-130.
    9. Masayasu Kanno, 2018. "Bank–insurer–firm tripartite interconnectedness of credit risk exposures in a cross-shareholding network," Risk Management, Palgrave Macmillan, vol. 20(4), pages 273-303, November.
    10. Wang, Lanfang & Wang, Susheng, 2012. "Endogenous networks in investment syndication," Journal of Corporate Finance, Elsevier, vol. 18(3), pages 640-663.
    11. Wei-Shao Wu & Hsing-Hua Chang & Sandy Suardi & Yuanchen Chang, 2013. "The Cascade Effect on Lending Conditions: Evidence from the Syndicated Loan Market," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 40(9-10), pages 1247-1275, November.
    12. Masayasu Kanno, 2015. "Macro stress test for credit risk," Journal of Risk Finance, Emerald Group Publishing, vol. 16(5), pages 554-574, November.
    13. Christophe J. Godlewski & Bulat Sanditov & Thierry Burger-Helmchen, 2012. "Bank Lending Networks, Experience, Reputation, and Borrowing Costs: Empirical Evidence from the French Syndicated Lending Market," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 39(1-2), pages 113-140, January.
    14. Lux, Thomas, 2016. "A model of the topology of the bank – firm credit network and its role as channel of contagion," Journal of Economic Dynamics and Control, Elsevier, vol. 66(C), pages 36-53.
    15. Masayasu Kanno, 2018. "Correction to: Bank–insurer–firm tripartite interconnectedness of credit risk exposures in a cross-shareholding network," Risk Management, Palgrave Macmillan, vol. 20(4), pages 347-347, November.
    16. Varotto, Simone, 2012. "Stress testing credit risk: The Great Depression scenario," Journal of Banking & Finance, Elsevier, vol. 36(12), pages 3133-3149.
    17. Cocco, João F. & Gomes, Francisco J. & Martins, Nuno C., 2009. "Lending relationships in the interbank market," Journal of Financial Intermediation, Elsevier, vol. 18(1), pages 24-48, January.
    18. Silva, Thiago Christiano & Alexandre, Michel da Silva & Tabak, Benjamin Miranda, 2018. "Bank lending and systemic risk: A financial-real sector network approach with feedback," Journal of Financial Stability, Elsevier, vol. 38(C), pages 98-118.
    19. Michael Boss & Helmut Elsinger & Martin Summer & Stefan Thurner, 2004. "An Empirical Analysis of the Network Structure of the Austrian Interbank Market," Financial Stability Report, Oesterreichische Nationalbank (Austrian Central Bank), issue 7, pages 77-87.
    20. Breuer, Thomas & Jandačka, Martin & Mencía, Javier & Summer, Martin, 2012. "A systematic approach to multi-period stress testing of portfolio credit risk," Journal of Banking & Finance, Elsevier, vol. 36(2), pages 332-340.
    21. Christophe J. Godlewski & Bulat Sanditov & Thierry Burger-Helmchen, 2012. "Bank lending networks, experience, reputation, and borrowing costs : empirical evidence from the french syndicated lending market," Post-Print hal-01289953, HAL.
    22. Crouhy, Michel & Galai, Dan & Mark, Robert, 2000. "A comparative analysis of current credit risk models," Journal of Banking & Finance, Elsevier, vol. 24(1-2), pages 59-117, January.
    23. Helmut Elsinger & Alfred Lehar & Martin Summer, 2006. "Using Market Information for Banking System Risk Assessment," International Journal of Central Banking, International Journal of Central Banking, vol. 2(1), March.
    24. Larry Eisenberg & Thomas H. Noe, 2001. "Systemic Risk in Financial Systems," Management Science, INFORMS, vol. 47(2), pages 236-249, February.
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    More about this item

    Keywords

    Credit rating migration risk; Sector concentration; Interconnectedness; Centrality measure; Credit value at risk and expected shortfall; Stress test;
    All these keywords.

    JEL classification:

    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill
    • G10 - Financial Economics - - General Financial Markets - - - General (includes Measurement and Data)
    • D85 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Network Formation
    • L14 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Transactional Relationships; Contracts and Reputation
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation
    • F37 - International Economics - - International Finance - - - International Finance Forecasting and Simulation: Models and Applications

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