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Early warning systems for currency crises: A multivariate extreme value approach

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  • Cumperayot, Phornchanok
  • Kouwenberg, Roy

Abstract

We apply extreme value theory to assess the tail dependence between three currency crisis measures and 18 economic indicators commonly used for predicting crises. In our pooled sample of 46 countries in the period 1974–2008, we find that nearly all pairs of variables are asymptotically independent: in the limit, extreme values of economic indicators are not followed by severe currency crashes. Our findings may explain the poor performance of existing early warning systems for currency crises. However, we do find that economic variables with stronger extremal association with the exchange rate have better crisis prediction performance, both in-sample and out-of-sample.

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  • Cumperayot, Phornchanok & Kouwenberg, Roy, 2013. "Early warning systems for currency crises: A multivariate extreme value approach," Journal of International Money and Finance, Elsevier, vol. 36(C), pages 151-171.
  • Handle: RePEc:eee:jimfin:v:36:y:2013:i:c:p:151-171
    DOI: 10.1016/j.jimonfin.2013.03.008
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    3. Alexander Guarín-López & Ignacio Lozano-Espitia, 2016. "Credit Funding and Banking Fragility: An Empirical Analysis for Emerging Economies," Borradores de Economia 14306, Banco de la Republica.
    4. Phornchanok Cumperayot Kouwenberg, 2015. "Stability of Thai Baht: Tales from the Tails," PIER Discussion Papers 1, Puey Ungphakorn Institute for Economic Research.
    5. Mohammad Karimi & Marcel‐Cristian Voia, 2019. "Empirics of currency crises: A duration analysis approach," Review of Financial Economics, John Wiley & Sons, vol. 37(3), pages 428-449, July.
    6. Li, Wei-Zhen & Zhai, Jin-Rui & Jiang, Zhi-Qiang & Wang, Gang-Jin & Zhou, Wei-Xing, 2022. "Predicting tail events in a RIA-EVT-Copula framework," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 600(C).
    7. Carmen M. Reinhart & Kenneth S. Rogoff, 2009. "The Aftermath of Financial Crises," American Economic Review, American Economic Association, vol. 99(2), pages 466-472, May.
    8. Tjeerd M. Boonman & Jan P. A. M. Jacobs & Gerard H. Kuper & Alberto Romero, 2019. "Early Warning Systems for Currency Crises with Real-Time Data," Open Economies Review, Springer, vol. 30(4), pages 813-835, September.
    9. Narcisa Kadlcakova & Lubos Komarek & Zlatuse Komarkova & Michal Hlavacek, 2016. "Identification of Asset Price Misalignments on Financial Markets With Extreme Value Theory," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 52(11), pages 2595-2609, November.
    10. Kehinde Damilola Ilesanmi & Devi Datt Tewari, 2021. "An Early Warning Signal (EWS) Model for Predicting Financial Crisis in Emerging African Economies," International Journal of Financial Research, International Journal of Financial Research, Sciedu Press, vol. 12(1), pages 101-110, January.
    11. Charles Ka Yui Leung & Edward Chi Ho Tang, 2023. "The dynamics of the house price‐to‐income ratio: Theory and evidence," Contemporary Economic Policy, Western Economic Association International, vol. 41(1), pages 61-78, January.
    12. Xun Huang & Cheng-Zhao Zhang & Jia Yuan, 2020. "Predicting Extreme Financial Risks on Imbalanced Dataset: A Combined Kernel FCM and Kernel SMOTE Based SVM Classifier," Computational Economics, Springer;Society for Computational Economics, vol. 56(1), pages 187-216, June.
    13. Phornchanok Cumperayot & Casper G. de Vries, 2006. "Large Swings in Currencies driven by Fundamentals," Tinbergen Institute Discussion Papers 06-086/2, Tinbergen Institute.
    14. Jing, Zhongbo, 2015. "On the relation between currency and banking crises in developing countries, 1980–2010," The North American Journal of Economics and Finance, Elsevier, vol. 34(C), pages 267-291.
    15. Phornchanok Cumperayot, 2015. "Stability of Thai Baht: Tales from the Tails," PIER Discussion Papers 1., Puey Ungphakorn Institute for Economic Research, revised Sep 2015.
    16. Anuradha Guru & Mandira Sarma, "undated". "Exchange Market Pressure in India," Centre for International Trade and Development, Jawaharlal Nehru University, New Delhi Discussion Papers 12-04, Centre for International Trade and Development, Jawaharlal Nehru University, New Delhi, India.
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    19. Vera Ivanyuk, 2021. "Modeling of Crisis Processes in the Financial Market," Economies, MDPI, vol. 9(4), pages 1-17, October.
    20. Roni Frish, 2016. "Currency Crises and Real Exchange Rate Depreciation," Bank of Israel Working Papers 2016.01, Bank of Israel.
    21. Vera Ivanyuk, 2023. "Development of an Econometric Model of Crisis and Assessment of the Crisis Risk," Mathematics, MDPI, vol. 11(22), pages 1-29, November.

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    More about this item

    Keywords

    Currency crises; Crisis prediction; Extreme value theory; Emerging markets;
    All these keywords.

    JEL classification:

    • F31 - International Economics - - International Finance - - - Foreign Exchange
    • F37 - International Economics - - International Finance - - - International Finance Forecasting and Simulation: Models and Applications
    • F47 - International Economics - - Macroeconomic Aspects of International Trade and Finance - - - Forecasting and Simulation: Models and Applications
    • G01 - Financial Economics - - General - - - Financial Crises

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