A Semiparametric Early Warning Model of Financial Stress Events
The authors use the Financial Stress Index created by the International Monetary Fund to predict the likelihood of financial stress events for five developed countries: Canada, France, Germany, the United Kingdom and the United States. They use a semiparametric panel data model with nonparametric specification of the link functions and linear index function. The empirical results show that the semiparametric early warning model captures some well-known financial stress events. For Canada, Germany, the United Kingdom and the United States, the semiparametric model can provide much better out-of-sample predicted probabilities than the logit model for the time period from 2007Q2 to 2010Q2, while for France, the logit model provides better performance for non-financial stress events than the semiparametric model.
|Date of creation:||2013|
|Date of revision:|
|Contact details of provider:|| Postal: 234 Wellington Street, Ottawa, Ontario, K1A 0G9, Canada|
Phone: 613 782-8845
Fax: 613 782-8874
Web page: http://www.bank-banque-canada.ca/
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Lavergne, Pascal, 2001.
"An equality test across nonparametric regressions,"
Journal of Econometrics,
Elsevier, vol. 103(1-2), pages 307-344, July.
- 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.
- Hali J. Edison, 2003.
"Do indicators of financial crises work? An evaluation of an early warning system,"
International Journal of Finance & Economics,
John Wiley & Sons, Ltd., vol. 8(1), pages 11-53.
- Hali J. Edison, 2000. "Do indicators of financial crises work? an evaluation of an early warning system," International Finance Discussion Papers 675, Board of Governors of the Federal Reserve System (U.S.).
- Baltagi, Badi H. & Hidalgo, Javier & Li, Qi, 1996. "A nonparametric test for poolability using panel data," Journal of Econometrics, Elsevier, vol. 75(2), pages 345-367, December.
- Graciela Laura Kaminsky, 1997.
"Leading Indicators of Currency Crises,"
IMF Working Papers
97/79, International Monetary Fund.
- Reinhart, Carmen & Kaminsky, Graciela & Lizondo, Saul, 1998. "Leading Indicators of Currency Crises," MPRA Paper 6981, University Library of Munich, Germany.
- Kaminsky, Graciela & Lizondo, Saul & Reinhart, Carmen M., 1997. "Leading indicators of currency crises," Policy Research Working Paper Series 1852, The World Bank.
- Klein, R.W. & Spady, R.H., 1991.
"An Efficient Semiparametric Estimator for Binary Response Models,"
70, Bell Communications - Economic Research Group.
- Klein, Roger W & Spady, Richard H, 1993. "An Efficient Semiparametric Estimator for Binary Response Models," Econometrica, Econometric Society, vol. 61(2), pages 387-421, March.
- Fratzscher, Marcel & Matthieu Bussiere, 2003.
"Towards A New Early Warning System of Financial Crises,"
Royal Economic Society Annual Conference 2003
81, Royal Economic Society.
- 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.
- Bussière, Matthieu & Fratzscher, Marcel, 2002. "Towards a new early warning system of financial crises," Working Paper Series 0145, European Central Bank.
- Miroslav Misina & Greg Tkacz, 2009. "Credit, Asset Prices, and Financial Stress," International Journal of Central Banking, International Journal of Central Banking, vol. 5(4), pages 95-122, December.
- Subir Lall & Roberto Cardarelli & Selim Elekdag, 2009. "Financial Stress, Downturns, and Recoveries," IMF Working Papers 09/100, International Monetary Fund.
- Carlos Ordás Criado, 2007.
"Temporal and spatial homogeneity in air pollutants panel EKC estimations: Two nonparametric tests applied to Spanish provinces,"
IRENE Working Papers
07-01, IRENE Institute of Economic Research.
- Ordás Criado, Carlos, 2007. "Temporal and spatial homogeneity in air pollutants panel EKC estimations: Two nonparametric tests applied to Spanish provinces," MPRA Paper 5043, University Library of Munich, Germany.
- Berg, Andrew & Pattillo, Catherine, 1999. "Predicting currency crises:: The indicators approach and an alternative," Journal of International Money and Finance, Elsevier, vol. 18(4), pages 561-586, August.
- Nicholas Bloom, 2007.
"The Impact of Uncertainty Shocks,"
NBER Working Papers
13385, National Bureau of Economic Research, Inc.
- Holló, Dániel & Kremer, Manfred & Lo Duca, Marco, 2012. "CISS - a composite indicator of systemic stress in the financial system," Working Paper Series 1426, European Central Bank.
When requesting a correction, please mention this item's handle: RePEc:bca:bocawp:13-13. See general information about how to correct material in RePEc.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: ()
If references are entirely missing, you can add them using this form.