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Systemic risk assessment through high order clustering coefficient

Author

Listed:
  • Roy Cerqueti

    (Sapienza University of Rome
    London South Bank University)

  • Gian Paolo Clemente

    (Universitá Cattolica del Sacro Cuore)

  • Rosanna Grassi

    (University of Milano - Bicocca)

Abstract

In this article we propose a novel measure of systemic risk in the context of financial networks. To this aim, we provide a definition of systemic risk which is based on the structure, developed at different levels, of clustered neighbours around the nodes of the network. The proposed measure incorporates the generalized concept of clustering coefficient of order l of a node i introduced in Cerqueti et al. (2018). Its properties are also explored in terms of systemic risk assessment. Empirical experiments on the time-varying global banking network show the effectiveness of the presented systemic risk measure and provide insights on how systemic risk has changed over the last years, also in the light of the recent financial crisis and the subsequent more stringent regulation for globally systemically important banks.

Suggested Citation

  • Roy Cerqueti & Gian Paolo Clemente & Rosanna Grassi, 2021. "Systemic risk assessment through high order clustering coefficient," Annals of Operations Research, Springer, vol. 299(1), pages 1165-1187, April.
  • Handle: RePEc:spr:annopr:v:299:y:2021:i:1:d:10.1007_s10479-020-03525-8
    DOI: 10.1007/s10479-020-03525-8
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    References listed on IDEAS

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    Cited by:

    1. Zhang, Xiaoyuan & Zhang, Tianqi, 2022. "Dynamic credit contagion and aggregate loss in networks," The North American Journal of Economics and Finance, Elsevier, vol. 62(C).
    2. Alexandre, Michel & Silva, Thiago Christiano & Michalak, Krzysztof & Rodrigues, Francisco Aparecido, 2023. "Does the default pecking order impact systemic risk? Evidence from Brazilian data," European Journal of Operational Research, Elsevier, vol. 309(3), pages 1379-1391.
    3. Javier Sánchez García & Salvador Cruz Rambaud, 2024. "The network econometrics of financial concentration," Review of Managerial Science, Springer, vol. 18(7), pages 2007-2045, July.
    4. Yu Zhao & Huaming Du & Qing Li & Fuzhen Zhuang & Ji Liu & Gang Kou, 2022. "A Comprehensive Survey on Enterprise Financial Risk Analysis from Big Data Perspective," Papers 2211.14997, arXiv.org, revised May 2023.
    5. Arcagni, Alberto & Cerqueti, Roy & Grassi, Rosanna, 2024. "Higher-order assortativity for directed weighted networks and Markov chains," European Journal of Operational Research, Elsevier, vol. 316(1), pages 215-227.
    6. Mikhail Stolbov & Daniil Parfenov, 2023. "Credit risk linkages in the international banking network, 2000–2019," Risk Management, Palgrave Macmillan, vol. 25(3), pages 1-38, September.
    7. Saghi, Nadia & Srour, Zainab & Viviani, Jean-Laurent & Jezzini, Mohamad, 2023. "Systemic risk in European banks: Does ownership structure matter?," The Quarterly Review of Economics and Finance, Elsevier, vol. 92(C), pages 88-111.
    8. Li, Bingqing & Zhang, Xiaoyuan, 2024. "Systemic risk and financial networks," The Quarterly Review of Economics and Finance, Elsevier, vol. 94(C), pages 25-36.

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    More about this item

    Keywords

    Systemic risk; Clustering coefficient; Community structures; Network analysis; Cross-border banking;
    All these keywords.

    JEL classification:

    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation
    • C02 - Mathematical and Quantitative Methods - - General - - - Mathematical Economics

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