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Measuring Biases in Expectation Formation

Author

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  • Florian Peters

    (University of Amsterdam)

  • Simas Kucinskas

    (University of Amsterdam)

Abstract

We develop a general framework for measuring biases in expectation formation. The method is based on the insight that biases can be inferred from the response of forecast errors to past news. Empirically, biases are measured by flexibly estimating the impulse response function of forecast errors. The framework does not require precise knowledge of the true data-generating process, and it nests all major existing models of expectations. Monte Carlo simulations show that the method is able to detect biases in empirically relevant settings. We illustrate the methodology using data on inflation forecasts. Our framework can guide future models of expectations.

Suggested Citation

  • Florian Peters & Simas Kucinskas, 2018. "Measuring Biases in Expectation Formation," Tinbergen Institute Discussion Papers 18-058/IV, Tinbergen Institute.
  • Handle: RePEc:tin:wpaper:20180058
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    2. Julian Emmler & Bernd Fitzenberger, 2022. "Temporary overpessimism: Job loss expectations following a large negative employment shock," Economics of Transition and Institutional Change, John Wiley & Sons, vol. 30(3), pages 621-661, July.
    3. Massenot, Baptiste & Pettinicchi, Yuri, 2019. "Can households see into the future? Survey evidence from the Netherlands," Journal of Economic Behavior & Organization, Elsevier, vol. 164(C), pages 77-90.
    4. Cornand, Camille & Hubert, Paul, 2020. "On the external validity of experimental inflation forecasts: A comparison with five categories of field expectations," Journal of Economic Dynamics and Control, Elsevier, vol. 110(C).
    5. Camille Cornand & Paul Hubert, 2020. "On the external validity of experimental inflation forecasts," SciencePo Working papers Main hal-02894262, HAL.
    6. Emmler, Julian & Fitzenberger, Bernd, 2021. "Temporary overpessimism: Job loss expectations following a large negative employment shock," IAB-Discussion Paper 202105, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
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    8. Huo, Zhen & Pedroni, Marcelo, 2023. "Dynamic information aggregation: Learning from the past," Journal of Monetary Economics, Elsevier, vol. 136(C), pages 107-124.
    9. Hanna Freudenreich & Sindu W. Kebede, 2022. "Experience of shocks, household wealth and expectation formation: Evidence from smallholder farmers in Kenya," Agricultural Economics, International Association of Agricultural Economists, vol. 53(5), pages 756-774, September.
    10. Camille Cornand & Paul Hubert, 2019. "On the external validity of experimental inflation forecasts: A comparison with five categories of field expectations: A comparison with five categories of field expectations," Sciences Po publications 03, Sciences Po.
    11. Camille Cornand & Paul Hubert, 2018. "On the external validity of experimental inflation forecasts: A comparison with five categories of field expectations," Working Papers halshs-01890770, HAL.
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    More about this item

    Keywords

    expectation formation; bias; underreaction; overreaction;
    All these keywords.

    JEL classification:

    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • D84 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Expectations; Speculations
    • E70 - Macroeconomics and Monetary Economics - - Macro-Based Behavioral Economics - - - General
    • G40 - Financial Economics - - Behavioral Finance - - - General

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