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Univariate vs. Multivariate Forecasts of GNP Growth and Stock Returns: Evidence and Implications for the Persistence of Shocks, Detrending Methods

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John H. Cochrane

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Abstract

Lagged GNP growth rates are poor forecasts of future GNP growth rates in postwar US data, leading to the impression that GNP is nearly a random walk. However, other variables, and especially the lagged consumption/GNP ratio, do forecast long-horizon GNP growth, and show that GNP has temporary components. Labor income and stock prices (using the dividend/price ratio) display the same behavior. This paper documents these facts and examines their implications for the persistence of shocks to GNP and time-variation in expected stock returns. I find that GNP has an almost entirely transitory response to a GNP shock that holds consumption constant. This is intuitive: if consumption does not change, permanent income did not change, so the change in GNP should be transitory. Similarly, a stock price shock that holds dividends constant suggests a discount rate change, and prices display a large transitory movement in response to this shock. The paper also examines implications of transitory variations in GNP and labor income for methods of extracting stochastic trends or "cyclically adjusting" GNP, and for explaining "excess smoothness" violations of the permanent income hypothesis.

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Paper provided by National Bureau of Economic Research, Inc in its series NBER Working Papers with number 3427.

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Date of creation: Apr 1994
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Handle: RePEc:nbr:nberwo:3427

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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. Beveridge, Stephen & Nelson, Charles R., 1981. "A new approach to decomposition of economic time series into permanent and transitory components with particular attention to measurement of the `business cycle'," Journal of Monetary Economics, Elsevier, vol. 7(2), pages 151-174. [Downloadable!] (restricted)
  2. Clark, Peter K, 1987. "The Cyclical Component of U.S. Economic Activity," The Quarterly Journal of Economics, MIT Press, vol. 102(4), pages 797-814, November. [Downloadable!] (restricted)
  3. Campbell, John Y & Mankiw, N Gregory, 1987. "Are Output Fluctuations Transitory?," The Quarterly Journal of Economics, MIT Press, vol. 102(4), pages 857-80, November. [Downloadable!] (restricted)
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  4. West, Kenneth D., 1988. "The insensitivity of consumption to news about income," Journal of Monetary Economics, Elsevier, vol. 21(1), pages 17-33, January. [Downloadable!] (restricted)
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  5. Fama, Eugene F & French, Kenneth R, 1988. "Permanent and Temporary Components of Stock Prices," Journal of Political Economy, University of Chicago Press, vol. 96(2), pages 246-73, April. [Downloadable!] (restricted)
  6. Campbell, John Y & Deaton, Angus, 1989. "Why Is Consumption So Smooth?," Review of Economic Studies, Blackwell Publishing, vol. 56(3), pages 357-73, July. [Downloadable!] (restricted)
  7. Hodrick, Robert J, 1992. "Dividend Yields and Expected Stock Returns: Alternative Procedures for Inference and Measurement," Review of Financial Studies, Oxford University Press for Society for Financial Studies, vol. 5(3), pages 357-86. [Downloadable!] (restricted)
  8. Cochrane, John H. & Sbordone, Argia M., 1988. "Multivariate estimates of the permanent components of GNP and stock prices," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 255-296. [Downloadable!] (restricted)
  9. Robert G. King & Charles I. Plosser & James H. Stock & Mark W. Watson, 1992. "Stochastic Trends and Economic Fluctuations," NBER Working Papers 2229, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  10. Cochrane, John H, 1988. "How Big Is the Random Walk in GNP?," Journal of Political Economy, University of Chicago Press, vol. 96(5), pages 893-920, October. [Downloadable!] (restricted)
  11. Cogley, Timothy, 1990. "International Evidence on the Size of the Random Walk in Output," Journal of Political Economy, University of Chicago Press, vol. 98(3), pages 501-18, June. [Downloadable!] (restricted)
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(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. Hugo Oliveros & Carlos Huertas, . "Desequilibrios Nominales y Reales del Tipo de Cambio en Colombia," Borradores de Economia 220, Banco de la Republica de Colombia. [Downloadable!]
  2. Robert F. Engle & Joao Victor Issler, 1993. "Estimating Sectoral Cycles Using Cointegration and Common Features," NBER Working Papers 4529, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  3. Norman Morin, 2006. "Likelihood ratio tests on cointegrating vectors, disequilibrium adjustment vectors, and their orthogonal complements," Finance and Economics Discussion Series 2006-21, Board of Governors of the Federal Reserve System (U.S.). [Downloadable!]
  4. Bharat Trehan, 1991. "Using consumption to forecast income," FRBSF Economic Letter, Federal Reserve Bank of San Francisco, issue Jun 7. [Downloadable!]
  5. Dean Corbea & Sam Ouliaris & Peter C.B. Phillips, 1991. "A Reexamination of the Consumption Function Using Frequency Domain Regressors," Cowles Foundation Discussion Papers 997, Cowles Foundation, Yale University. [Downloadable!]
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  6. Valerie A. Ramey, 1991. "The Source of Fluctuations in Money: Evidence From Trade Credit," NBER Working Papers 3756, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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