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Leading indicators of crisis incidence: evidence from developed countries

  • Babecký, Jan
  • Havránek, Tomáš
  • Matějů, Jakub
  • Rusnák, Marek
  • Šmídková, Kateřina
  • Vašíček, Bořek

We search for early warning indicators that could indicate important risks in developed economies. We therefore examine which indicators are most useful in explaining costly macroeconomic developments following the occurrence of economic crises in EU and OECD countries between 1970 and 2010. To define our dependent variable, we bring together a (continuous) measure of crisis incidence, which combines the output and employment loss and the fiscal deficit into an index of real costs, with a (discrete) database of crisis occurrence. In contrast to recent studies, we explicitly take into account model uncertainty in two steps. First, for each potential leading indicator, we select the relevant prediction horizon by using panel vector autoregression. Second, we identify the most useful leading indicators with Bayesian model averaging. Our results suggest that domestic housing prices, share prices, and credit growth, and some global variables, such as private credit, are risk factors worth monitoring in developed economies. JEL Classification: C33, E44, E58, F47, G01

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Paper provided by European Central Bank in its series Working Paper Series with number 1486.

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Date of creation: Oct 2012
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Handle: RePEc:ecb:ecbwps:20121486
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  1. Love, Inessa & Zicchino, Lea, 2006. "Financial development and dynamic investment behavior: Evidence from panel VAR," The Quarterly Review of Economics and Finance, Elsevier, vol. 46(2), pages 190-210, May.
  2. Gernot Doppelhofer & Ronald I. Miller & Xavier Sala-i-Martin, 2000. "Determinants of Long-Term Growth: A Bayesian Averaging of Classical Estimates (BACE) Approach," NBER Working Papers 7750, National Bureau of Economic Research, Inc.
  3. Theoharry Grammatikos & Robert Vermeulen, 2010. "Transmission of the Financial and Sovereign Debt Crises to the EMU: Stock Prices, CDS Spreads and Exchange Rates," LSF Research Working Paper Series 10-13, Luxembourg School of Finance, University of Luxembourg.
  4. Carmen Fernandez & Eduardo Ley & Mark F J Steel, 1998. "Benchmark priors for Bayesian model averaging," ESE Discussion Papers 26, Edinburgh School of Economics, University of Edinburgh.
  5. Fratzscher, Marcel & Matthieu Bussiere, 2003. "Towards A New Early Warning System of Financial Crises," Royal Economic Society Annual Conference 2003 81, Royal Economic Society.
  6. Jan Babecký & Tomáš Havránek & Jakub Mateju & Marek Rusnák & Katerina Šmídková & Borek Vašícek, 2012. "Banking, Debt, and Currency Crises: Early Warning Indicators for Developed Countries," Working Papers IES 2012/20, Charles University Prague, Faculty of Social Sciences, Institute of Economic Studies, revised Jul 2012.
  7. Subir Lall & Roberto Cardarelli & Selim Elekdag, 2009. "Financial Stress, Downturns, and Recoveries," IMF Working Papers 09/100, International Monetary Fund.
  8. Iana Liadze & Ray Barrell & Professor E. Philip Davis, 2009. "Bank Regulation, Property Prices And Early Warning Systems For Banking Crises In Oecd Countries," NIESR Discussion Papers 2201, National Institute of Economic and Social Research.
  9. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
  10. Matthieu Bussi�re, 2013. "Balance of payment crises in emerging markets: how early were the ‘early’ warning signals?," Applied Economics, Taylor & Francis Journals, vol. 45(12), pages 1601-1623, April.
  11. Richard Blundell & Steve Bond, 1995. "Initial conditions and moment restrictions in dynamic panel data models," IFS Working Papers W95/17, Institute for Fiscal Studies.
  12. Andrew K. Rose & Mark M. Spiegel, 2011. "Cross-country causes and consequences of the crisis: an update," Working Paper Series 2011-02, Federal Reserve Bank of San Francisco.
  13. Theo Eicher & Chris Papageogiou & Adrian E Raftery, 2007. "Default Priors and Predictive Performance in Bayesian Model Averaging, with Application to Growth Determinants," Working Papers UWEC-2007-25-P, University of Washington, Department of Economics.
  14. Lorenzo Codogno & Carlo Favero & Alessandro Missale, 2003. "Yield spreads on EMU government bonds," Economic Policy, CEPR;CES;MSH, vol. 18(37), pages 503-532, October.
  15. Gabriele Galati & Richhild Moessner, 2011. "Macroprudential policy - a literature review," BIS Working Papers 337, Bank for International Settlements.
  16. Holtz-Eakin, Douglas & Newey, Whitney & Rosen, Harvey S, 1988. "Estimating Vector Autoregressions with Panel Data," Econometrica, Econometric Society, vol. 56(6), pages 1371-95, November.
  17. Reinhart, Carmen & Kaminsky, Graciela, 1999. "The twin crises: The causes of banking and balance of payments problems," MPRA Paper 14081, University Library of Munich, Germany.
  18. Catherine A. Pattillo & Andrew Berg, 1998. "Are Currency Crises Predictable? A Test," IMF Working Papers 98/154, International Monetary Fund.
  19. Graciela L. Kaminsky, 1998. "Currency and banking crises: the early warnings of distress," International Finance Discussion Papers 629, Board of Governors of the Federal Reserve System (U.S.).
  20. Kaminsky, Graciela & Lizondo, Saul & Reinhart, Carmen M., 1997. "Leading indicators of currency crises," Policy Research Working Paper Series 1852, The World Bank.
  21. Jesús Crespo Cuaresma & Tomáš Slacík, 2007. "On the Determinants of Currency Crises: The Role of Model Uncertainty," Focus on European Economic Integration, Oesterreichische Nationalbank (Austrian Central Bank), issue 2, pages 54-68.
  22. Arellano, Manuel & Bond, Stephen, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," Review of Economic Studies, Wiley Blackwell, vol. 58(2), pages 277-97, April.
  23. Anderson, T. W. & Hsiao, Cheng, 1982. "Formulation and estimation of dynamic models using panel data," Journal of Econometrics, Elsevier, vol. 18(1), pages 47-82, January.
  24. Claudio Borio & Craig Furfine & Philip Lowe, 2001. "Procyclicality of the financial system and financial stability: issues and policy options," BIS Papers chapters, in: Bank for International Settlements (ed.), Marrying the macro- and micro-prudential dimensions of financial stability, volume 1, pages 1-57 Bank for International Settlements.
  25. Martin Feldkircher & Stefan Zeugner, 2009. "Benchmark Priors Revisited: On Adaptive Shrinkage and the Supermodel Effect in Bayesian Model Averaging," IMF Working Papers 09/202, International Monetary Fund.
  26. Andrew Berg & Eduardo Borensztein & Catherine Pattillo, 2005. "Assessing Early Warning Systems: How Have They Worked in Practice?," IMF Staff Papers, Palgrave Macmillan, vol. 52(3), pages 5.
  27. Favero, Carlo & Pagano, Marco & von Thadden, Ernst-Ludwig, 2010. "How Does Liquidity Affect Government Bond Yields?," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(01), pages 107-134, February.
  28. Saravelo, George & Frankel, Jeffrey A., 2011. "Can Leading Indicators Assess Country Vulnerability? Evidence from the 2008-09 Global Financial Crisis," Scholarly Articles 5027952, Harvard Kennedy School of Government.
  29. Luc Laeven & Fabian Valencia, 2010. "Resolution of Banking Crises: The Good, the Bad, and the Ugly," IMF Working Papers 10/146, International Monetary Fund.
  30. Frankel, Jeffrey A. & Rose, Andrew K., 1996. "Currency crashes in emerging markets: An empirical treatment," Journal of International Economics, Elsevier, vol. 41(3-4), pages 351-366, November.
  31. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
  32. Moral-Benito, Enrique, 2010. "Model averaging in economics," MPRA Paper 26047, University Library of Munich, Germany.
  33. Estrella, Arturo & Hardouvelis, Gikas A, 1991. " The Term Structure as a Predictor of Real Economic Activity," Journal of Finance, American Finance Association, vol. 46(2), pages 555-76, June.
  34. Fabian Valencia & Luc Laeven, 2008. "Systemic Banking Crises: A New Database," IMF Working Papers 08/224, International Monetary Fund.
  35. Stephen Cecchetti & Ingo Fender & Kostas Patrick McGuire, 2010. "Toward a global risk map," BIS Working Papers 309, Bank for International Settlements.
  36. Burkart, Oliver & Coudert, Virginie, 2002. "Leading indicators of currency crises for emerging countries," Emerging Markets Review, Elsevier, vol. 3(2), pages 107-133, June.
  37. Krugman, Paul, 1979. "A Model of Balance-of-Payments Crises," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 11(3), pages 311-25, August.
  38. Fornari, Fabio & Lemke, Wolfgang, 2010. "Predicting recession probabilities with financial variables over multiple horizons," Working Paper Series 1255, European Central Bank.
  39. Nickell, Stephen J, 1981. "Biases in Dynamic Models with Fixed Effects," Econometrica, Econometric Society, vol. 49(6), pages 1417-26, November.
  40. Alessi, Lucia & Detken, Carsten, 2011. "Quasi real time early warning indicators for costly asset price boom/bust cycles: A role for global liquidity," European Journal of Political Economy, Elsevier, vol. 27(3), pages 520-533, September.
  41. Davis, E. Philip & Karim, Dilruba, 2008. "Comparing early warning systems for banking crises," Journal of Financial Stability, Elsevier, vol. 4(2), pages 89-120, June.
  42. Jan Willem Slingenberg & Jakob de Haan, 2011. "Forecasting Financial Stress," DNB Working Papers 292, Netherlands Central Bank, Research Department.
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