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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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    as
    1. Syngjoo Choi & Shachar Kariv & Wieland M?ller & Dan Silverman, 2014. "Who Is (More) Rational?," American Economic Review, American Economic Association, vol. 104(6), pages 1518-1550, June.
    2. Péter Hudomiet & Robert J. Willis, 2013. "Estimating Second Order Probability Beliefs from Subjective Survival Data," Decision Analysis, INFORMS, vol. 10(2), pages 152-170, June.
    3. John J. McArdle & James P. Smith & Robert Willis, 2011. "Cognition and Economic Outcomes in the Health and Retirement Survey," NBER Chapters, in: Explorations in the Economics of Aging, pages 209-233, National Bureau of Economic Research, Inc.
    4. Michael Hurd & Maarten Van Rooij & Joachim Winter, 2011. "Stock market expectations of Dutch households," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 26(3), pages 416-436, April.
    5. van Rooij, Maarten & Lusardi, Annamaria & Alessie, Rob, 2011. "Financial literacy and stock market participation," Journal of Financial Economics, Elsevier, vol. 101(2), pages 449-472, August.
    6. Rob Alessie & Stefan Hochguertel & Arthur van Soest, 2004. "Ownership of Stocks and Mutual Funds: A Panel Data Analysis," The Review of Economics and Statistics, MIT Press, vol. 86(3), pages 783-796, August.
    7. Hoderlein, Stefan & Winter, Joachim, 2010. "Structural measurement errors in nonseparable models," Journal of Econometrics, Elsevier, vol. 157(2), pages 432-440, August.
    8. Maurer, Jürgen, 2009. "Who has a clue to preventing the flu? Unravelling supply and demand effects on the take-up of influenza vaccinations," Journal of Health Economics, Elsevier, vol. 28(3), pages 704-717, May.
    9. Tanjim Hossain & Ryo Okui, 2013. "The Binarized Scoring Rule," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(3), pages 984-1001.
    10. Simon Gächter & Elke Renner, 2010. "The effects of (incentivized) belief elicitation in public goods experiments," Experimental Economics, Springer;Economic Science Association, vol. 13(3), pages 364-377, September.
    11. Charles F. Manski, 2004. "Measuring Expectations," Econometrica, Econometric Society, vol. 72(5), pages 1329-1376, September.
    12. Roger Klein & Francis Vella, 2009. "A semiparametric model for binary response and continuous outcomes under index heteroscedasticity," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(5), pages 735-762.
    13. Hans-Martin von Gaudecker & Arthur van Soest & Erik Wengstrom, 2011. "Heterogeneity in Risky Choice Behavior in a Broad Population," American Economic Review, American Economic Association, vol. 101(2), pages 664-694, April.
    14. Knoef, Marike & Been, Jim & Alessie, Rob & Caminada, Koen & Goudswaard, Kees & Kalwij, Adriaan, 2016. "Measuring retirement savings adequacy: developing a multi-pillar approach in the Netherlands," Journal of Pension Economics and Finance, Cambridge University Press, vol. 15(1), pages 55-89, January.
    15. Matthew Rabin, 2000. "Risk Aversion and Expected-Utility Theory: A Calibration Theorem," Econometrica, Econometric Society, vol. 68(5), pages 1281-1292, September.
    16. Hans-Martin Von Gaudecker, 2015. "How Does Household Portfolio Diversification Vary with Financial Literacy and Financial Advice?," Journal of Finance, American Finance Association, vol. 70(2), pages 489-507, April.
    17. Kristin J. Kleinjans & Arthur Van Soest, 2014. "Rounding, Focal Point Answers And Nonresponse To Subjective Probability Questions," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 29(4), pages 567-585, June.
    18. Palfrey, Thomas R. & Wang, Stephanie W., 2009. "On eliciting beliefs in strategic games," Journal of Economic Behavior & Organization, Elsevier, vol. 71(2), pages 98-109, August.
    19. Haliassos, Michael & Bertaut, Carol C, 1995. "Why Do So Few Hold Stocks?," Economic Journal, Royal Economic Society, vol. 105(432), pages 1110-1129, September.
    20. Wang, Stephanie W., 2011. "Incentive effects: The case of belief elicitation from individuals in groups," Economics Letters, Elsevier, vol. 111(1), pages 30-33, April.
    21. Olivier Armantier & Wändi Bruine de Bruin & Giorgio Topa & Wilbert Klaauw & Basit Zafar, 2015. "Inflation Expectations And Behavior: Do Survey Respondents Act On Their Beliefs?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 56, pages 505-536, May.
    22. Gábor Kézdi & Robert J. Willis, 2011. "Household Stock Market Beliefs and Learning," NBER Working Papers 17614, National Bureau of Economic Research, Inc.
    23. Hans-Martin von Gaudecker & Arthur van Soest & Erik Wengstrom, 2011. "Heterogeneity in Risky Choice Behavior in a Broad Population," American Economic Review, American Economic Association, vol. 101(2), pages 664-694, April.
    24. Péter Hudomiet & Gábor Kézdi & Robert J. Willis, 2011. "Stock market crash and expectations of American households," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 26(3), pages 393-415, April.
    25. Charles Bellemare & Luc Bissonnette & Sabine Kröger, 2012. "Flexible Approximation of Subjective Expectations Using Probability Questions," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 30(1), pages 125-131.
    26. Binswanger, Johannes & Salm, Martin, 2017. "Does everyone use probabilities? The role of cognitive skills," European Economic Review, Elsevier, vol. 98(C), pages 73-85.
    27. Adeline Delavande & Susann Rohwedder, 2011. "Individuals' uncertainty about future social security benefits and portfolio choice," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 26(3), pages 498-519, April.
    28. Klein, Roger W & Spady, Richard H, 1993. "An Efficient Semiparametric Estimator for Binary Response Models," Econometrica, Econometric Society, vol. 61(2), pages 387-421, March.
    29. Michael D. Hurd, 2009. "Subjective Probabilities in Household Surveys," Annual Review of Economics, Annual Reviews, vol. 1(1), pages 543-564, May.
    30. Wändi Bruine de Bruin & Katherine G. Carman, 2012. "Measuring Risk Perceptions," Medical Decision Making, , vol. 32(2), pages 232-236, March.
    31. de Bruin, Wandi Bruine & Fischhoff, Baruch & Millstein, Susan G. & Halpern-Felsher, Bonnie L., 2000. "Verbal and Numerical Expressions of Probability: "It's a Fifty-Fifty Chance"," Organizational Behavior and Human Decision Processes, Elsevier, vol. 81(1), pages 115-131, January.
    32. Michael D. Hurd & Susann Rohwedder, 2012. "Stock Price Expectations and Stock Trading," NBER Working Papers 17973, National Bureau of Economic Research, Inc.
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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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