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Biases in Macroeconomic Forecasts: Irrationality or Asymmetric Loss?

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Author Info
Allan Timmermann
Graham Elliott
Ivana Komunjer

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Abstract

Survey data on expectations frequently find evidence that forecasts are biased, rejecting the joint hypothesis of rational expectations and symmetric loss. While the literature has attempted to explain this bias through forecasters' strategic behavior, we propose a simpler explanation based on asymmetric loss. We establish that existing rationality tests are not robust to even small deviations from symmetry and hence have little ability to tell whether the forecaster is irrational or the loss function is asymmetric. We propose new and more general methods for testing forecast rationality jointly with flexible families of loss functions that embed quadratic loss as a special case. An empirical application to survey data on forecasts of nominal output growth shows strong evidence against rationality and symmetric loss. There is considerably weaker evidence against rationality once asymmetric loss is permitted

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Paper provided by Econometric Society in its series Econometric Society 2004 North American Summer Meetings with number 601.

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Date of creation: 11 Aug 2004
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Handle: RePEc:ecm:nasm04:601

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Related research
Keywords: rationality testing forecasting asymmetric loss

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Find related papers by JEL classification:
C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Other Model Applications
E27 - Macroeconomics and Monetary Economics - - Macroeconomics: Consumption, Saving, Production, Employment, and Investment - - - Forecasting and Simulation

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  6. Batchelor, Roy & Dua, Pami, 1991. "Blue Chip Rationality Tests," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 23(4), pages 692-705, November. [Downloadable!] (restricted)
  7. Owen Lamont, 1995. "Macroeconomics Forecasts and Microeconomic Forecasters," NBER Working Papers 5284, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  9. Leitch, Gordon & Tanner, J Ernest, 1991. "Economic Forecast Evaluation: Profits versus the Conventional Error Measures," American Economic Review, American Economic Association, vol. 81(3), pages 580-90, June. [Downloadable!] (restricted)
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  17. Ehrbeck, Tilman & Waldmann, Robert, 1996. "Why Are Professional Forecasters Biased? Agency versus Behavioral Explanations," The Quarterly Journal of Economics, MIT Press, vol. 111(1), pages 21-40, February. [Downloadable!] (restricted)
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  20. Zarnowitz, Victor, 1985. "Rational Expectations and Macroeconomic Forecasts," Journal of Business & Economic Statistics, American Statistical Association, vol. 3(4), pages 293-311, October.
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  22. Bonham, Carl & Cohen, Richard, 1995. "Testing the Rationality of Price Forecasts: Comment," American Economic Review, American Economic Association, vol. 85(1), pages 284-89, March. [Downloadable!] (restricted)
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Full references

Cited by:
(explanations, 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.)

  1. 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!]
  2. Stanislav Anatolyev, 2006. "Dynamic modeling under linear-exponential loss," Working Papers w0092, Center for Economic and Financial Research (CEFIR). [Downloadable!]
  3. 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!]
  4. George A. Christodoulakis, 2005. "The European Union GDP Forecast Rationality under Asymmetric Preferences," Working Papers 30, Bank of Greece. [Downloadable!]
  5. Sean D. Campbell, 2005. "Stock market volatility and the Great Moderation," Finance and Economics Discussion Series 2005-47, Board of Governors of the Federal Reserve System (U.S.). [Downloadable!]
  6. Carlos Carmona, 2005. "Bias in Federal Reserve Inflation Forecasts: Is the Federal Reserve Irrational or Just Cautious?," University of California at San Diego, Economics Working Paper Series 2005-05, Department of Economics, UC San Diego. [Downloadable!]
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