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The precision of subjective data and the explanatory power of economic models

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  • Drerup, Tilman
  • Enke, Benjamin
  • von Gaudecker, Hans-Martin

Abstract

Subjective expectations are important primitives in many economic models, yet their direct measurement often yields imprecise and inconsistent data. This has previously been treated as a pure measurement error problem. In contrast, this paper argues that the individual-level precision of such data may reflect the structure of the underlying decision process. We estimate a semiparametric double index model on data specifically collected for this purpose and show that stock market participation decisions exhibit little variation in economic model primitives when individuals provide error-ridden belief statements. In contrast, beliefs and risk preferences predict strong variation in stock market participation for individuals who report precise expectations measures.

Suggested Citation

  • Drerup, Tilman & Enke, Benjamin & von Gaudecker, Hans-Martin, 2017. "The precision of subjective data and the explanatory power of economic models," Journal of Econometrics, Elsevier, vol. 200(2), pages 378-389.
  • Handle: RePEc:eee:econom:v:200:y:2017:i:2:p:378-389
    DOI: 10.1016/j.jeconom.2017.06.017
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    3. Tilman H. Drerup & Matthias Wibral & Christian Zimpelmann, 2023. "Skewness expectations and portfolio choice," Experimental Economics, Springer;Economic Science Association, vol. 26(1), pages 107-144, March.
    4. Stefano Giglio & Matteo Maggiori & Johannes Stroebel & Stephen Utkus, 2021. "Five Facts about Beliefs and Portfolios," American Economic Review, American Economic Association, vol. 111(5), pages 1481-1522, May.
    5. Armando N. Meier, 2019. "Emotions, Risk Attitudes, and Patience," SOEPpapers on Multidisciplinary Panel Data Research 1041, DIW Berlin, The German Socio-Economic Panel (SOEP).
    6. Artūras Juodis & Simas Kučinskas, 2023. "Quantifying noise in survey expectations," Quantitative Economics, Econometric Society, vol. 14(2), pages 609-650, May.
    7. Heiss, Florian & Hurd, Michael & van Rooij, Maarten & Rossmann, Tobias & Winter, Joachim, 2022. "Dynamics and heterogeneity of subjective stock market expectations," Journal of Econometrics, Elsevier, vol. 231(1), pages 213-231.
    8. Nils Grevenbrock & Max Groneck & Alexander Ludwig & Alexander Zimper, 2021. "Cognition, Optimism, And The Formation Of Age‐Dependent Survival Beliefs," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 62(2), pages 887-918, May.
    9. Gary Charness & Thomas Garcia & Theo Offerman & Marie Claire Villeval, 2020. "Do measures of risk attitude in the laboratory predict behavior under risk in and outside of the laboratory?," Journal of Risk and Uncertainty, Springer, vol. 60(2), pages 99-123, April.
    10. Chen, Si & Schildberg-Hörisch, Hannah, 2018. "Looking at the bright side: The motivation value of overconfidence," DICE Discussion Papers 291, Heinrich Heine University Düsseldorf, Düsseldorf Institute for Competition Economics (DICE).
    11. Hans-Martin von Gaudecker & Axel Wogrolly, 2019. "The Dynamics of Households' Stock Market Beliefs," CRC TR 224 Discussion Paper Series crctr224_2019_079, University of Bonn and University of Mannheim, Germany.
    12. Constantin Charles & Cary D. Frydman & Mete Kilic, 2022. "Insensitive Investors," CESifo Working Paper Series 10067, CESifo.
    13. Charles, Constantin & Frydman, Cary & Kilic, Mete, 2023. "Insensitive Investors," LSE Research Online Documents on Economics 120788, London School of Economics and Political Science, LSE Library.
    14. Rossmann, Tobias, 2019. "Economic Uncertainty and Subjective Inflation Expectations," Rationality and Competition Discussion Paper Series 160, CRC TRR 190 Rationality and Competition.
    15. Drerup, Tilman H., 2019. "Eliciting subjective expectations for bivariate outcomes," Journal of Behavioral and Experimental Finance, Elsevier, vol. 23(C), pages 29-45.
    16. Christoph Breunig & Stephan Martin, 2020. "Nonclassical Measurement Error in the Outcome Variable," Papers 2009.12665, arXiv.org, revised May 2021.
    17. Rüdiger Weber & Annika Weber & Christine Laudenbach & Johannes Wohlfart, 2021. "Beliefs About the Stock Market and Investment Choices: Evidence from a Field Experiment," CEBI working paper series 21-17, University of Copenhagen. Department of Economics. The Center for Economic Behavior and Inequality (CEBI).
    18. Benjamin Enke & Thomas Graeber, 2019. "Cognitive Uncertainty," CESifo Working Paper Series 7971, CESifo.
    19. Chen, Si & Schildberg-Hörisch, Hannah, 2019. "Looking at the bright side: The motivational value of confidence," European Economic Review, Elsevier, vol. 120(C).
    20. Heiss, Florian & Hurd, Michael & Rossmann, Tobias & Winter, Joachim & van Rooij, Maarten, 2019. "Dynamics and Heterogeneity of Subjective Stock Market Expectations," Rationality and Competition Discussion Paper Series 157, CRC TRR 190 Rationality and Competition.
    21. Zimpelmann, Christian & Gaudecker, Hans-Martin von & Holler, Radost & Janys, Lena & Siflinger, Bettina, 2021. "Hours and income dynamics during the Covid-19 pandemic: The case of the Netherlands," Labour Economics, Elsevier, vol. 73(C).
    22. David Danz & Lise Vesterlund & Alistair J. Wilson, 2020. "Belief Elicitation: Limiting Truth Telling with Information on Incentives," NBER Working Papers 27327, National Bureau of Economic Research, Inc.
    23. Wossen, Tesfamicheal & Abay, Kibrom A. & Abdoulaye, Tahirou, 2022. "Misperceiving and misreporting input quality: Implications for input use and productivity," Journal of Development Economics, Elsevier, vol. 157(C).
    24. Christine Laudenbach & Annika Weber & Johannes Wohlfart, 2021. "Beliefs About the Stock Market and Investment Choices: Evidence from a Field Experiment," ECONtribute Discussion Papers Series 128, University of Bonn and University of Cologne, Germany.

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    More about this item

    Keywords

    Measurement error; Subjective expectations; Stock market participation;
    All these keywords.

    JEL classification:

    • C35 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions
    • C51 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Construction and Estimation
    • G11 - Financial Economics - - General Financial Markets - - - Portfolio Choice; Investment Decisions

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