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Exploring risks in syndicated loan networks: Evidence from real estate investment trusts

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  • Kanno, Masayasu

Abstract

This study explores credit and systemic risks in the interconnected market for syndicated loans to Japan's real estate investment trusts (J-REITs). Although earlier studies have investigated various aspects of the syndicated loan market, few have considered the financial network and risk resilience perspectives. To bridge this gap, I conduct network analysis using credit exposures or Euclidean distance between loans and perform a macrostress test by extending Furfine's algorithm. The analysis results indicate that Japanese major banks, large regional banks, and J-REITs play a key role in terms of degree centrality. In addition, the test results show that no J-REIT's default causes default contagion of the lending institutions based on syndicated loans outstanding at the end of 2021. Overall, this study provides effective methodologies to evaluate the interconnectedness between loans as well as risk contagion from borrowers to lenders in a two-mode network for syndicated loans.

Suggested Citation

  • Kanno, Masayasu, 2022. "Exploring risks in syndicated loan networks: Evidence from real estate investment trusts," Economic Modelling, Elsevier, vol. 115(C).
    • Handle: RePEc:eee:ecmode:v:115:y:2022:i:c:s0264999322001997
    DOI: 10.1016/j.econmod.2022.105953
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    as
    1. Ivan Alves & Stijn Ferrari & Pietro Franchini & Jean-Cyprien Heam & Pavol Jurca & Sam Langfield & Sebastiano Laviola & Franka Liedorp & Antonio Sánchez & Santiago Tavolaro & Guillaume Vuillemey, 2013. "The structure and resilience of the European interbank market," ESRB Occasional Paper Series 03, European Systemic Risk Board.
    2. Deng, Yang & Zeng, Yan & Li, Zhirui, 2019. "Real estate prices and systemic banking crises," Economic Modelling, Elsevier, vol. 80(C), pages 111-120.
    3. Delis, Manthos D. & Iosifidi, Maria & Mylonidis, Nikolaos, 2021. "Industry heterogeneity in the risk-taking channel," Economic Modelling, Elsevier, vol. 104(C).
    4. Liow, Kim Hiang & Huang, Yuting, 2018. "The dynamics of volatility connectedness in international real estate investment trusts," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 55(C), pages 195-210.
    5. 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.
    6. 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.
    7. 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.
    8. Lim, Jongha & Minton, Bernadette A. & Weisbach, Michael S., 2014. "Syndicated loan spreads and the composition of the syndicate," Journal of Financial Economics, Elsevier, vol. 111(1), pages 45-69.
    9. Gatev, Evan & Strahan, Philip E., 2009. "Liquidity risk and syndicate structure," Journal of Financial Economics, Elsevier, vol. 93(3), pages 490-504, September.
    10. Kanno, Masayasu, 2019. "Network structures and credit risk in cross-shareholdings among listed Japanese companies," Japan and the World Economy, Elsevier, vol. 49(C), pages 17-31.
    11. 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.
    12. 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.
    13. 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.
    14. Baumöhl, Eduard & Bouri, Elie & Hoang, Thi-Hong-Van & Hussain Shahzad, Syed Jawad & Výrost, Tomáš, 2022. "Measuring systemic risk in the global banking sector: A cross-quantilogram network approach," Economic Modelling, Elsevier, vol. 109(C).
    15. Larry Eisenberg & Thomas H. Noe, 2001. "Systemic Risk in Financial Systems," Management Science, INFORMS, vol. 47(2), pages 236-249, February.
    16. Bhattacharya, Mita & Inekwe, John Nkwoma & Valenzuela, Maria Rebecca, 2018. "Financial integration in Africa: New evidence using network approach," Economic Modelling, Elsevier, vol. 72(C), pages 379-390.
    17. Champagne, Claudia, 2014. "The international syndicated loan market network: An “unholy trinity”?," Global Finance Journal, Elsevier, vol. 25(2), pages 148-168.
    18. Andrew G. Haldane & Robert M. May, 2011. "Systemic risk in banking ecosystems," Nature, Nature, vol. 469(7330), pages 351-355, January.
    19. Jon M. Kleinberg, 2000. "Navigation in a small world," Nature, Nature, vol. 406(6798), pages 845-845, August.
    20. Marco Bardoscia & Stefano Battiston & Fabio Caccioli & Guido Caldarelli, 2015. "DebtRank: A Microscopic Foundation for Shock Propagation," PLOS ONE, Public Library of Science, vol. 10(6), pages 1-13, June.
    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," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 39(1-2), pages 113-140, January.
    22. Kanno, Masayasu, 2020. "Credit risk assessment in real estate investment trusts: A perspective on blockholding and lending networks," International Review of Financial Analysis, Elsevier, vol. 71(C).
    23. Chang, Guang-Di & Chen, Chia-Shih, 2014. "Evidence of contagion in global REITs investment," International Review of Economics & Finance, Elsevier, vol. 31(C), pages 148-158.
    24. Daniele Petrone & Vito Latora, 2016. "A dynamic approach merging network theory and credit risk techniques to assess systemic risk in financial networks," Papers 1610.00795, arXiv.org, revised Apr 2018.
    25. Deng, Yang & Zhang, Ziqing & Zhu, Li, 2021. "A model-based index for systemic risk contribution measurement in financial networks," Economic Modelling, Elsevier, vol. 95(C), pages 35-48.
    26. Hasan, Iftekhar & Politsidis, Panagiotis N. & Sharma, Zenu, 2021. "Global syndicated lending during the COVID-19 pandemic," Journal of Banking & Finance, Elsevier, vol. 133(C).
    27. Cai, Jian & Eidam, Frederik & Saunders, Anthony & Steffen, Sascha, 2018. "Syndication, interconnectedness, and systemic risk," Journal of Financial Stability, Elsevier, vol. 34(C), pages 105-120.
    28. 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.
    29. Furfine, Craig H, 2003. "Interbank Exposures: Quantifying the Risk of Contagion," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 35(1), pages 111-128, February.
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    More about this item

    Keywords

    Syndicated loan; REIT; Interconnectedness; Credit risk; Systemic risk; 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

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