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An entropy-based early warning indicator for systemic risk

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  • Billio, Monica
  • Casarin, Roberto
  • Costola, Michele
  • Pasqualini, Andrea

Abstract

We analyze the time evolution of systemic risk in Europe by using different entropy measures and construct a new early warning indicator for banking crises. The analysis is based on the cross-sectional distribution of systemic risk measures such as Marginal Expected Shortfall, Delta CoVaR and network connectedness. These measures are conceived at a single institution level for the financial industry in the Euro area and capture different features of the financial market during periods of stress. The empirical analysis shows the forecasting ability of entropy measures in predicting banking crises.

Suggested Citation

  • Billio, Monica & Casarin, Roberto & Costola, Michele & Pasqualini, Andrea, 2016. "An entropy-based early warning indicator for systemic risk," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 45(C), pages 42-59.
    • Handle: RePEc:eee:intfin:v:45:y:2016:i:c:p:42-59
    DOI: 10.1016/j.intfin.2016.05.008
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    9. Liang He & Shouwei Li, 2017. "Network Entropy and Systemic Risk in Dynamic Banking Systems," Complexity, Hindawi, vol. 2017, pages 1-7, November.
    10. Yang, Hsin-Feng & Liu, Chih-Liang & Yeutien Chou, Ray, 2020. "Bank diversification and systemic risk," The Quarterly Review of Economics and Finance, Elsevier, vol. 77(C), pages 311-326.
    11. Anna Maria Fiori & Francesco Porro, 2023. "A compositional analysis of systemic risk in European financial institutions," Annals of Finance, Springer, vol. 19(3), pages 325-354, September.
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    17. Alonso-Alvarez, Irma & Molina, Luis, 2023. "How to foresee crises? A new synthetic index of vulnerabilities for emerging economies," Economic Modelling, Elsevier, vol. 125(C).
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    20. Radu Lupu & Adrian Cantemir Călin & Cristina Georgiana Zeldea & Iulia Lupu, 2021. "Systemic Risk Spillovers in the European Energy Sector," Energies, MDPI, vol. 14(19), pages 1-23, October.
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    More about this item

    Keywords

    Systemic risk measurement; Entropy measures; Bayesian inference; Early warning indicator; Banking crisis;
    All these keywords.

    JEL classification:

    • C10 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - General
    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General
    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G29 - Financial Economics - - Financial Institutions and Services - - - Other

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