Dynamic Forecasts of Qualitative Variables: A Qual VAR Model of U.S. Recessions
AbstractThis article presents a new Qual VAR model for incorporating information from qualitative and/or discrete variables in vector autoregressions. With a Qual VAR, it is possible to create dynamic forecasts of the qualitative variable using standard VAR projections. Previous forecasting methods for qualitative variables, in contrast, only produce static forecasts. I apply the Qual VAR to forecasting the 2001 business recession out of sample and to analyzing the Romer and Romer (1989) narrative measure of monetary policy contractions as an endogenous variable in a VAR. Out of sample, the model predicts the timing of the 2001 recession quite well relative to the recession probabilities put forth at the time by professional forecasters. Qual VARs -- which include information about the qualitative variable -- can also enhance the quality of density forecasts of the other variables in the system.
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Bibliographic InfoArticle provided by American Statistical Association in its journal Journal of Business and Economic Statistics.
Volume (Year): 23 (2005)
Issue (Month): (January)
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- Tom Doan, . "RATS programs to replicate Dueker(2005) JBES dynamic probit model," Statistical Software Components RTZ00049, Boston College Department of Economics.
- Michael J. Dueker, 2003. "Dynamic forecasts of qualitative variables: a Qual VAR model of U.S. recessions," Working Papers 2001-012, Federal Reserve Bank of St. Louis.
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.:
- Graciela L. Kaminsky & Carmen M. Reinhart, 1996.
"The twin crises: the causes of banking and balance-of-payments problems,"
International Finance Discussion Papers
544, Board of Governors of the Federal Reserve System (U.S.).
- Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
- 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.
- Arturo Estrella & Frederic S. Mishkin, 1999.
"Predicting U.S. Recessions: Financial Variables as Leading Indicators,"
NBER Working Papers
5379, National Bureau of Economic Research, Inc.
- Arturo Estrella & Frederic S. Mishkin, 1998. "Predicting U.S. Recessions: Financial Variables As Leading Indicators," The Review of Economics and Statistics, MIT Press, vol. 80(1), pages 45-61, February.
- Arturo Estrella & Frederic S. Mishkin, 1996. "Predicting U.S. recessions: financial variables as leading indicators," Research Paper 9609, Federal Reserve Bank of New York.
- James D. Hamilton & Oscar Jorda, 2000.
"A Model for the Federal Funds Rate Target,"
NBER Working Papers
7847, National Bureau of Economic Research, Inc.
- Oscar Jorda & James D. Hamilton, 2003. "A model for the federal funds rate target," Working Papers 997, University of California, Davis, Department of Economics.
- James D. Hamilton & Oscar Jorda, . "A model for the federal funds rate target," Department of Economics 99-07, California Davis - Department of Economics.
- Ben S. Bernanke & Alan S. Blinder, 1989.
"The federal funds rate and the channels of monetary transmission,"
89-10, Federal Reserve Bank of Philadelphia.
- Bernanke, Ben S & Blinder, Alan S, 1992. "The Federal Funds Rate and the Channels of Monetary Transmission," American Economic Review, American Economic Association, vol. 82(4), pages 901-21, September.
- Ben Bernanke, 1990. "The Federal Funds Rate and the Channels of Monetary Transnission," NBER Working Papers 3487, National Bureau of Economic Research, Inc.
- Graciela Kaminsky & Karen K. Lewis, 1993.
"Does Foreign Exchange Intervention Signal Future Monetary Policy?,"
NBER Working Papers
4298, National Bureau of Economic Research, Inc.
- Kaminsky, Graciela L. & Lewis, Karen K., 1996. "Does foreign exchange intervention signal future monetary policy?," Journal of Monetary Economics, Elsevier, vol. 37(2-3), pages 285-312, April.
- Graciela L. Kaminsky & Karen K. Lewis, 1996. "Does foreign exchange intervention signal future monetary policy?," Working Papers 96-7, Federal Reserve Bank of Philadelphia.
- Kaminsky, G.L. & Lewis, K.K., 1992. "Does Foreign Exchange Intervention Signal Future Monetary Policy?," Weiss Center Working Papers 93-3, Wharton School - Weiss Center for International Financial Research.
- Graciela L. Kaminsky & Karen K. Lewis, 1993. "Does foreign exchange intervention signal future monetary policy?," Finance and Economics Discussion Series 93-1, Board of Governors of the Federal Reserve System (U.S.).
- Eichengreen, Barry & Watson, Mark W & Grossman, Richard S, 1985. "Bank Rate Policy under the Interwar Gold Standard: A Dynamic Probit Model," Economic Journal, Royal Economic Society, vol. 95(379), pages 725-45, September.
- Michael Dueker, 1998.
"Conditional heteroskedasticity in qualitative response models of time series: a Gibbs sampling approach to the bank prime rate,"
1998-011, Federal Reserve Bank of St. Louis.
- Dueker, Michael, 1999. "Conditional Heteroscedasticity in Qualitative Response Models of Time Series: A Gibbs-Sampling Approach to the Bank Prime Rate," Journal of Business & Economic Statistics, American Statistical Association, vol. 17(4), pages 466-72, October.
- Eichenbaum, Martin & Evans, Charles L, 1995. "Some Empirical Evidence on the Effects of Shocks to Monetary Policy on Exchange Rates," The Quarterly Journal of Economics, MIT Press, vol. 110(4), pages 975-1009, November.
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