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Should we trust measures of trust?

Author

Listed:
  • Héloise Cloléry

    (CREST-Ecole polytechnique, IP Paris)

  • Guillaume Hollard

    (CREST-Ecole polytechnique, IP Paris and CNRS)

  • Fabien Perez

    (CREST-Ensae, IP Paris)

  • Inès Picard

    (CREST-Genes, IP Paris)

Abstract

Trust is an important economic variable that may however be subject to measurement error, leading to econometric issues such as attenuation bias or spurious correlations. We use a test/retest protocol to assess the measurement error in the two main tasks that are used to elicit trust, namely survey questions and experimental games. We find that trust measures based on the trust game entail substantial measurement error (with up to 15% of noise), while there is virtually no noise in stated trust measures. Given the specificity of our subject pool (students in a top Engineering school) and the short period of time between the test and the retest, we consider these percentages of noise as lower bounds. We also provide a sub-group analysis based on measures of cognitive ability and effort. We find substantial heterogeneity across sub-groups in trust-game behavior, but none for the survey questions. We finally discuss which measure of trust should be used, and the estimation strategies that can be applied to limit the effect of measurement error.

Suggested Citation

  • Héloise Cloléry & Guillaume Hollard & Fabien Perez & Inès Picard, 2022. "Should we trust measures of trust?," Working Papers 2022-13, Center for Research in Economics and Statistics.
  • Handle: RePEc:crs:wpaper:2022-13
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    References listed on IDEAS

    as
    1. Zak, Paul J & Knack, Stephen, 2001. "Trust and Growth," Economic Journal, Royal Economic Society, vol. 111(470), pages 295-321, April.
    2. Thöni, Christian & Tyran, Jean-Robert & Wengström, Erik, 2012. "Microfoundations of social capital," Journal of Public Economics, Elsevier, vol. 96(7-8), pages 635-643.
    3. Stephen Knack & Philip Keefer, 1997. "Does Social Capital Have an Economic Payoff? A Cross-Country Investigation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(4), pages 1251-1288.
    4. Bellemare, Charles & Kroger, Sabine, 2007. "On representative social capital," European Economic Review, Elsevier, vol. 51(1), pages 183-202, January.
    5. Fabien Perez & Guillaume Hollard & Radu Vranceanu, 2021. "How serious is the measurement-error problem in risk-aversion tasks?," Journal of Risk and Uncertainty, Springer, vol. 63(3), pages 319-342, December.
    6. Algan, Yann & Cahuc, Pierre & Sangnier, Marc, 2011. "Efficient and Inefficient Welfare States," IZA Discussion Papers 5445, Institute of Labor Economics (IZA).
    7. Lisa Anderson & Jennifer Mellor, 2009. "Are risk preferences stable? Comparing an experimental measure with a validated survey-based measure," Journal of Risk and Uncertainty, Springer, vol. 39(2), pages 137-160, October.
    8. Ben Gillen & Erik Snowberg & Leeat Yariv, 2019. "Experimenting with Measurement Error: Techniques with Applications to the Caltech Cohort Study," Journal of Political Economy, University of Chicago Press, vol. 127(4), pages 1826-1863.
    9. Sangnier, Marc, 2013. "Does trust favor macroeconomic stability?," Journal of Comparative Economics, Elsevier, vol. 41(3), pages 653-668.
    10. Yann Algan & Pierre Cahuc, 2010. "Inherited Trust and Growth," American Economic Review, American Economic Association, vol. 100(5), pages 2060-2092, December.
    11. Brañas-Garza, Pablo & Kujal, Praveen & Lenkei, Balint, 2019. "Cognitive reflection test: Whom, how, when," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 82(C).
    12. Ashraf, Nava & Bohnet, Iris & Piankov, Nikita, 2003. "Is Trust a Bad Investment?," Working Paper Series rwp03-047, Harvard University, John F. Kennedy School of Government.
    13. La Porta, Rafael, et al, 1997. "Trust in Large Organizations," American Economic Review, American Economic Association, vol. 87(2), pages 333-338, May.
    14. Ernst Fehr & Urs Fischbacher & Bernhard von Rosenbladt & J�rgen Schupp & Gert G. Wagner, "undated". "A Nation-Wide Laboratory: Examining trust and trustworthiness by integrating behavioral experiments into representative surveys," IEW - Working Papers 141, Institute for Empirical Research in Economics - University of Zurich.
    15. Johnson, Noel D. & Mislin, Alexandra A., 2011. "Trust games: A meta-analysis," Journal of Economic Psychology, Elsevier, vol. 32(5), pages 865-889.
    16. Yann Algan & Pierre Cahuc & Marc Sangnier, 2016. "Trust and the Welfare State: the Twin Peaks Curve," Economic Journal, Royal Economic Society, vol. 126(593), pages 861-883, June.
    17. Amador-Hidalgo, Luis & Brañas-Garza, Pablo & Espín, Antonio M. & García-Muñoz, Teresa & Hernández-Román, Ana, 2021. "Cognitive abilities and risk-taking: Errors, not preferences," European Economic Review, Elsevier, vol. 134(C).
    18. Nicholas J. Cox, 2008. "Speaking Stata: Correlation with confidence, or Fisher's z revisited," Stata Journal, StataCorp LP, vol. 8(3), pages 413-439, September.
    19. Charles A. Holt & Susan K. Laury, 2002. "Risk Aversion and Incentive Effects," American Economic Review, American Economic Association, vol. 92(5), pages 1644-1655, December.
    20. Banerjee, Ritwik, 2018. "On the interpretation of World Values Survey trust question - Global expectations vs. local beliefs," European Journal of Political Economy, Elsevier, vol. 55(C), pages 491-510.
    21. Armin Falk & Anke Becker & Thomas Dohmen & David Huffman & Uwe Sunde, 2023. "The Preference Survey Module: A Validated Instrument for Measuring Risk, Time, and Social Preferences," Management Science, INFORMS, vol. 69(4), pages 1935-1950, April.
    22. repec:hal:spmain:info:hdl:2441/432sbils8u9t7qa99cii5psht1 is not listed on IDEAS
    23. Chen, Daniel L. & Schonger, Martin & Wickens, Chris, 2016. "oTree—An open-source platform for laboratory, online, and field experiments," Journal of Behavioral and Experimental Finance, Elsevier, vol. 9(C), pages 88-97.
    24. Yu, Shu & Beugelsdijk, Sjoerd & de Haan, Jakob, 2015. "Trade, trust and the rule of law," European Journal of Political Economy, Elsevier, vol. 37(C), pages 102-115.
    25. Shane Frederick, 2005. "Cognitive Reflection and Decision Making," Journal of Economic Perspectives, American Economic Association, vol. 19(4), pages 25-42, Fall.
    26. J. R. Lockwood & Daniel F. McCaffrey, 2020. "Recommendations about estimating errors-in-variables regression in Stata," Stata Journal, StataCorp LP, vol. 20(1), pages 116-130, March.
    27. Billur Aksoy & Haley Harwell & Ada Kovaliukaite & Catherine Eckel, 2018. "Measuring trust: A reinvestigation," Southern Economic Journal, John Wiley & Sons, vol. 84(4), pages 992-1000, April.
    28. Greiner, Ben, 2004. "An Online Recruitment System for Economic Experiments," MPRA Paper 13513, University Library of Munich, Germany.
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    More about this item

    Keywords

    Trust; Trust Game; Measurement Error; ORIV.;
    All these keywords.

    JEL classification:

    • C18 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Methodolical Issues: General
    • C26 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Instrumental Variables (IV) Estimation
    • C91 - Mathematical and Quantitative Methods - - Design of Experiments - - - Laboratory, Individual Behavior
    • D91 - Microeconomics - - Micro-Based Behavioral Economics - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making

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