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Macro-financial vulnerabilities and future financial stress: assessing systemic risks and predicting systemic events

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  • Lo Duca, Marco
  • Peltonen, Tuomas A.
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    Abstract

    This paper develops a framework for assessing systemic risks and for predicting (out-of-sample) systemic events, i.e. periods of extreme financial instability with potential real costs. We test the ability of a wide range of “stand alone” and composite indicators in predicting systemic events and evaluate them by taking into account policy makers’ preferences between false alarms and missing signals. Our results highlight the importance of considering jointly various indicators in a multivariate framework. We find that taking into account jointly domestic and global macrofinancial vulnerabilities greatly improves the performance of discrete choice models in forecasting systemic events. Our framework shows a good out-of-sample performance in predicting the last financial crisis. Finally, our model would have issued an early warning signal for the United States in 2006 Q2, 5 quarters before the emergence of money markets tensions in August 2007. JEL Classification: E44, E58, F01, F37, G01

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    Bibliographic Info

    Paper provided by European Central Bank in its series Working Paper Series with number 1311.

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    Date of creation: Mar 2011
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    Handle: RePEc:ecb:ecbwps:20111311

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    Related research

    Keywords: Asset Price Booms and Busts; Early Warning Indicators; Financial stress; Macro-Prudential Policies;

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    1. Bussiere, Matthieu & Fratzscher, Marcel, 2006. "Towards a new early warning system of financial crises," Journal of International Money and Finance, Elsevier, vol. 25(6), pages 953-973, October.
    2. Moritz Schularick & Alan M. Taylor, 2012. "Credit Booms Gone Bust: Monetary Policy, Leverage Cycles, and Financial Crises, 1870-2008," American Economic Review, American Economic Association, vol. 102(2), pages 1029-61, April.
    3. Michael D. Bordo & Michael J. Dueker & David C. Wheelock, 2002. "Aggregate Price Shocks and Financial Instability: A Historical Analysis," Economic Inquiry, Western Economic Association International, vol. 40(4), pages 521-538, October.
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    Cited by:
    1. Cevik, Emrah Ismail & Dibooglu, Sel & Kutan, Ali M., 2013. "Measuring financial stress in transition economies," Journal of Financial Stability, Elsevier, vol. 9(4), pages 597-611.
    2. Ponomarenko, Alexey, 2012. "Early warning indicators of asset price boom/bust cycles in emerging markets," BOFIT Discussion Papers 22/2012, Bank of Finland, Institute for Economies in Transition.
    3. Solntsev, O. & Mamonov, M. & Pestova, A. & Magomedova, Z., 2011. "Experience in Developing Early Warning System for Financial Crises and the Forecast of Russian Banking Sector Dynamic in 2012," Journal of the New Economic Association, New Economic Association, issue 12, pages 41-76.
    4. Sarlin, Peter & Peltonen, Tuomas A., 2011. "Mapping the State of Financial Stability," BOFIT Discussion Papers 18/2011, Bank of Finland, Institute for Economies in Transition.
    5. Jonas Dovern & Björn van Roye, 2013. "International transmission of financial stress: evidence from a GVAR," Kiel Working Papers 1844, Kiel Institute for the World Economy.

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