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Can Agents with Causal Misperceptions be Systemically Fooled?

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  • Ran Spiegler

    (Tel Aviv University
    University College London (UCL)
    Centre for Macroeconomics (CFM))

Abstract

The conventional rational-expectations postulate rules out the possibility that agents will form systematically biased forecasts of economic variables. I revisit this question under the assumption that agents' expectations are based on a misperceived causal model. Specifically, I analyze a model in which an agent forms forecasts of economic variables after observing a signal. His forecasts are based on fitting a subjective causal model - formalized as a direct acyclic graph, following the "Bayesian networks" literature - to objective long-run data. I show that the agents' forecasts are never systematically biased if and only if his graph is perfect - equivalently, if the direction of the causal links he postulates has no empirical content. I demonstrate the relevance of this result for economic applications - mainly a stylized "monetary policy" example in which the inflation-output relation obeys an expectations-augmented Phillips curve.

Suggested Citation

  • Ran Spiegler, 2016. "Can Agents with Causal Misperceptions be Systemically Fooled?," Discussion Papers 1619, Centre for Macroeconomics (CFM).
  • Handle: RePEc:cfm:wpaper:1619
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    References listed on IDEAS

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    1. Michele Piccione & Ariel Rubinstein, 2003. "Modeling the Economic Interaction of Agents With Diverse Abilities to Recognize Equilibrium Patterns," Journal of the European Economic Association, MIT Press, vol. 1(1), pages 212-223, March.
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    5. Hoover,Kevin D., 2001. "Causality in Macroeconomics," Cambridge Books, Cambridge University Press, number 9780521452175.
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    8. Ignacio Esponda & Demian Pouzo, 2014. "Berk-Nash Equilibrium: A Framework for Modeling Agents with Misspecified Models," Papers 1411.1152, arXiv.org, revised Nov 2019.
    9. Lucas, Robert Jr., 1972. "Expectations and the neutrality of money," Journal of Economic Theory, Elsevier, vol. 4(2), pages 103-124, April.
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    Cited by:

    1. Annekatrin Schrenker, 2023. "Causal Misperceptions of the Part-Time Pay Gap," Berlin School of Economics Discussion Papers 0010, Berlin School of Economics.
    2. Spiegler, Ran, 2022. "On the behavioral consequences of reverse causality," European Economic Review, Elsevier, vol. 149(C).
    3. Annekatrin Schrenker, 2023. "Causal Misperceptions of the Part-Time Pay Gap," Discussion Papers of DIW Berlin 2031, DIW Berlin, German Institute for Economic Research.
    4. Alistair Macaulay & Wenting Song, 2022. "Narrative-Driven Fluctuations in Sentiment: Evidence Linking Traditional and Social Media," Economics Series Working Papers 973, University of Oxford, Department of Economics.
    5. Backhaus, Teresa & Schäper, Clara & Schrenker, Annekatrin, 2023. "Causal misperceptions of the part-time pay gap," Labour Economics, Elsevier, vol. 83(C).
    6. Annekatrin Schrenker, 2023. "Causal Misperceptions of the Part-Time Pay Gap," Rationality and Competition Discussion Paper Series 372, CRC TRR 190 Rationality and Competition.

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    • J1 - Labor and Demographic Economics - - Demographic Economics

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