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Comparing Predictions and Outcomes : Theory and Application to Income Changes

Author

Listed:
  • Das, J.W.M.

    (Tilburg University, School of Economics and Management)

  • Dominitz, J.
  • van Soest, A.H.O.

    (Tilburg University, School of Economics and Management)

Abstract

Household surveys often elicit respondents' intentions or predictions of future outcomes. The survey questions may ask respondents to choose among a selection of (ordered) response categories. If panel data or repeated cross-sections are available, then predictions may be compared with realized outcomes. The categorical nature of the predictions data complicates this comparison, however. Generalizing previous findings on binary intentions data, we derive bounds on features of the empirical distribution of realized outcomes under the “best-case” hypothesis that respondents form rational expectations and that reported expectations are best predictions of future outcomes. These bounds are shown to depend on the assumed model of how respondents form their “best prediction” when forced to choose among (ordered) categories. An application to data on income change expectations and realizations illustrates how alternative response models may be used to test the best-case hypothesis.
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Suggested Citation

  • Das, J.W.M. & Dominitz, J. & van Soest, A.H.O., 1997. "Comparing Predictions and Outcomes : Theory and Application to Income Changes," Other publications TiSEM 6eef11dd-0ae4-4673-b8c0-2, Tilburg University, School of Economics and Management.
  • Handle: RePEc:tiu:tiutis:6eef11dd-0ae4-4673-b8c0-23afb786c6f3
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    References listed on IDEAS

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    1. Carroll, Christopher D & Fuhrer, Jeffrey C & Wilcox, David W, 1994. "Does Consumer Sentiment Forecast Household Spending? If So, Why?," American Economic Review, American Economic Association, vol. 84(5), pages 1397-1408, December.
    2. Guiso, Luigi & Jappelli, Tullio & Terlizzese, Daniele, 1996. "Income Risk, Borrowing Constraints, and Portfolio Choice," American Economic Review, American Economic Association, vol. 86(1), pages 158-172, March.
    3. Marcel Das & Bas Donkers, 1999. "How Certain Are Dutch Households About Future Income? An Empirical Analysis," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 45(3), pages 325-338, September.
    4. MacKuen, Michael B. & Erikson, Robert S. & Stimson, James A., 1992. "Peasants or Bankers? The American Electorate and the U.S. Economy," American Political Science Review, Cambridge University Press, vol. 86(3), pages 597-611, September.
    5. Das, Marcel & van Soest, Arthur, 1997. "Expected and realized income changes: Evidence from the Dutch socio-economic panel," Journal of Economic Behavior & Organization, Elsevier, vol. 32(1), pages 137-154, January.
    6. Ilmakunnas, Seija & Pudney, Stephen, 1990. "A model of female labour supply in the presence of hours restrictions," Journal of Public Economics, Elsevier, vol. 41(2), pages 183-210, March.
    7. Arie Kapteyn & Peter Kooreman & Rob Willemse, 1988. "Some Methodological Issues in the Implementation of Subjective Poverty Definitions," Journal of Human Resources, University of Wisconsin Press, vol. 23(2), pages 222-242.
    8. Keane, Michael P & Runkle, David E, 1990. "Testing the Rationality of Price Forecasts: New Evidence from Panel Data," American Economic Review, American Economic Association, vol. 80(4), pages 714-735, September.
    9. Das, Marcel & van Soest, Arthur, 1999. "A panel data model for subjective information on household income growth," Journal of Economic Behavior & Organization, Elsevier, vol. 40(4), pages 409-426, December.
    10. Hardle, Wolfgang & Linton, Oliver, 1986. "Applied nonparametric methods," Handbook of Econometrics, in: R. F. Engle & D. McFadden (ed.), Handbook of Econometrics, edition 1, volume 4, chapter 38, pages 2295-2339, Elsevier.
    11. Das, Marcel & van Soest, Arthur, 1999. "A panel data model for subjective information on household income growth," Journal of Economic Behavior & Organization, Elsevier, vol. 40(4), pages 409-426, December.
    12. Jeff Dominitz & Charles F. Manski, 1996. "Eliciting Student Expectations of the Returns to Schooling," Journal of Human Resources, University of Wisconsin Press, vol. 31(1), pages 1-26.
    13. F. Thomas Juster, 1966. "Consumer Buying Intentions and Purchase Probability: An Experiment in Survey Design," NBER Books, National Bureau of Economic Research, Inc, number just66-2, August.
    14. Hardle, Wolfgang & Linton, Oliver, 1986. "Applied nonparametric methods," Handbook of Econometrics, in: R. F. Engle & D. McFadden (ed.), Handbook of Econometrics, edition 1, volume 4, chapter 38, pages 2295-2339, Elsevier.
    15. Maria Ward Otoo, 1997. "The sources of worker anxiety: evidence from the Michigan survey," Finance and Economics Discussion Series 1997-48, Board of Governors of the Federal Reserve System (U.S.).
    16. Guiso, Luigi & Jappelli, Tullio & Terlizzese, Daniele, 1992. "Earnings uncertainty and precautionary saving," Journal of Monetary Economics, Elsevier, vol. 30(2), pages 307-337, November.
    17. repec:tiu:tiutis:bdbe10dd-649c-4521-ab28-7aa051a5bf82 is not listed on IDEAS
    18. Leonard, Jonathan S, 1982. "Wage Expectations in the Labor Market: Survey Evidence on Rationality," The Review of Economics and Statistics, MIT Press, vol. 64(1), pages 157-161, February.
    19. G. S. Maddala, 1994. "Econometric Methods And Applications," Books, Edward Elgar Publishing, volume 0, number 293.
    20. Nerlove, Marc, 1983. "Expectations, Plans, and Realizations in Theory and Practice," Econometrica, Econometric Society, vol. 51(5), pages 1251-1279, September.
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    More about this item

    JEL classification:

    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis

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