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Estimation and Testing of Forecast Rationality under Flexible Loss

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Author Info
Graham Elliott

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Abstract

In situations where a sequence of forecasts is observed, a common strategy is to examine "rationality" conditional on a given loss function. We examine this from a different perspective-supposing that we have a family of loss functions indexed by unknown shape parameters, then given the forecasts can we back out the loss function parameters consistent with the forecasts being rational even when we do not observe the underlying forecasting model? We establish identification of the parameters of a general class of loss functions that nest popular loss functions as special cases and provide estimation methods and asymptotic distributional results for these parameters. This allows us to construct new tests of forecast rationality that allow for asymmetric loss. The methods are applied in an empirical analysis of IMF and OECD forecasts of budget deficits for the G7 countries. We find that allowing for asymmetric loss can significantly change the outcome of empirical tests of forecast rationality. Copyright The Review of Economic Studies Limited, 2005.

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File URL: http://www.blackwell-synergy.com/doi/abs/10.1111/0034-6527.00363
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Publisher Info
Article provided by Blackwell Publishing in its journal Review of Economic Studies.

Volume (Year): 72 (2005)
Issue (Month): 4 (October)
Pages: 1107-1125
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Handle: RePEc:bla:restud:v:72:y:2005:i:4:p:1107-1125

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  1. Clements, Michael P., 2008. "Explanations of the inconsistencies in survey respondents'forecasts," The Warwick Economics Research Paper Series (TWERPS) 870, University of Warwick, Department of Economics. [Downloadable!]
  2. Alquist, Ron & Kilian, Lutz, 2007. "What Do We Learn from the Price of Crude Oil Futures?," CEPR Discussion Papers 6548, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
  3. Carlos Capistrán-Carmona, 2005. "Bias in Federal Reserve Inflation Forecasts: Is the Federal Reserve Irrational or Just Cautious?," Computing in Economics and Finance 2005 127, Society for Computational Economics. [Downloadable!]
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  4. Clements, Michael P, 2006. "Internal consistency of survey respondents.forecasts : Evidence based on the Survey of Professional Forecasters," The Warwick Economics Research Paper Series (TWERPS) 772, University of Warwick, Department of Economics. [Downloadable!]
  5. Martin Ellison & Thomas J. Sargent, 2009. "A defence of the FOMC," Economics Series Working Papers 457, University of Oxford, Department of Economics. [Downloadable!]
  6. Joerg Doepke & Ulrich Fritsche & Boriss Siliverstovs, 2009. "Evaluating German Business Cycle Forecasts Under an Asymmetric Loss Function," Macroeconomics and Finance Series 200905, Hamburg University, Department Wirtschaft und Politik. [Downloadable!]
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  7. George A. Christodoulakis, 2005. "The European Union GDP Forecast Rationality under Asymmetric Preferences," Working Papers 30, Bank of Greece. [Downloadable!]
  8. Konstantin A. Kholodilin & Boriss Siliverstovs, 2009. "Do forecasters inform or reassure? Evaluation of the German real-time data," KOF Working papers 09-215, KOF Swiss Economic Institute, ETH Zurich. [Downloadable!]
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  9. Stanislav Anatolyev, 2006. "Dynamic modeling under linear-exponential loss," Working Papers w0092, Center for Economic and Financial Research (CEFIR). [Downloadable!]
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  10. Eric Ghysels & Jonathan H. Wright, 2006. "Forecasting professional forecasters," Finance and Economics Discussion Series 2006-10, Board of Governors of the Federal Reserve System (U.S.). [Downloadable!]
  11. G. A. Christodoulakis & E. C. Mamatzakis, 2009. "Assessing the prudence of economic forecasts in the EU," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(4), pages 583-606. [Downloadable!]
  12. George Christodoulakis & Emmanuel Mamatzakis, 2008. "Asymmetries in the sport-forward G10 exchange rates: an answer to an old puzzle?," Discussion Paper Series 2008_12, Department of Economics, University of Macedonia, revised Sep 2008. [Downloadable!]
  13. Marcella Niglio, 2007. "Multi-step forecasts from threshold ARMA models using asymmetric loss functions," Statistical Methods and Applications, Springer, vol. 16(3), pages 395-410, November. [Downloadable!] (restricted)
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