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      On the reliability of individual economic rationality measurements

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          Significance

          Identifying potential determinants of rationality—interpreted as a characteristic of decision makers—is of great relevance from an applied science perspective: both policy makers and industry have a pronounced interest in understanding which individuals make rational decisions, be it to design effective policies, enhance equity, or fine-tune talent selection processes. However, especially for research at the frontier of foundation to application, we must ensure that our measurements are precise and reliable. Here, we show that established empirical measurements of rationality are not reliable enough, implicating the urgent need for advances in measurement of rationality.

          Abstract

          A contemporary research agenda in behavioral economics and neuroeconomics aims to identify individual differences and (neuro)psychological correlates of rationality. This research has been widely received in important interdisciplinary and field outlets. However, the psychometric reliability of such measurements of rationality has been presumed without enough methodological scrutiny. Drawing from multiple original and published datasets (in total over 1,600 participants), we unequivocally show that contemporary measurements of rationality have moderate to poor reliability according to common standards. Further analyses of the variance components, as well as a allowing participants to revise previous choices, suggest that this is driven by low between-subject variance rather than high measurement error. As has been argued previously for other behavioral measurements, this poses a challenge to the predominant correlational research designs and the search for sociodemographic or neural predictors. While our results draw a sobering picture of the prospects of contemporary measurements of rationality, they are not necessarily surprising from a theoretical perspective, which we outline in our discussion.

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          A Guideline of Selecting and Reporting Intraclass Correlation Coefficients for Reliability Research.

          Intraclass correlation coefficient (ICC) is a widely used reliability index in test-retest, intrarater, and interrater reliability analyses. This article introduces the basic concept of ICC in the content of reliability analysis.
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            Beyond the Turk: Alternative platforms for crowdsourcing behavioral research

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              Prolific.ac—A subject pool for online experiments

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                Author and article information

                Journal
                Proc Natl Acad Sci U S A
                Proc Natl Acad Sci U S A
                pnas
                PNAS
                Proceedings of the National Academy of Sciences of the United States of America
                National Academy of Sciences
                0027-8424
                1091-6490
                26 July 2022
                2 August 2022
                26 January 2023
                : 119
                : 31
                : e2202070119
                Affiliations
                [1] aComparative Psychology, Institute of Experimental Psychology, Heinrich-Heine-University Düsseldorf , Düsseldorf, Germany;
                [2] bMarketing Area, INSEAD , Fontainebleau, France;
                [3] cControl-Interoception-Attention Team, Paris Brain Institute, INSERM U 1127, CNRS UMR 7225, Sorbonne University , Paris, France
                Author notes
                1To whom correspondence may be addressed. Email: felixjan.nitsch@ 123456insead.edu .

                Edited by Tobias Hauser, University College London, London, United Kingdom; received February 5, 2022; accepted June 23, 2022 by Editorial Board Member Michael S. Gazzaniga

                Author contributions: methodology, formal analysis, data curation, writing - original draft, visualization, project administration by F.J.N.; conceptualization by F.J.N., L.M.L., and T.K.; software by F.J.N., L.M.L., and N.L.; supervision by F.J.N. and T.K.; investigation by F.J.N. and L.M.L.; writing - review and editing by F.J.N., L.M.L., N.L., and T.K.; and funding acquisition by T.K.

                Author information
                https://orcid.org/0000-0002-7832-7498
                https://orcid.org/0000-0001-7770-248X
                https://orcid.org/0000-0003-3971-8426
                https://orcid.org/0000-0002-0358-9020
                Article
                202202070
                10.1073/pnas.2202070119
                9351500
                35881803
                60d5a476-fd2d-42ec-837c-8a0ec8f5eb25
                Copyright © 2022 the Author(s). Published by PNAS

                This article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND).

                History
                : 23 June 2022
                Page count
                Pages: 10
                Funding
                Funded by: Deutsche Forschungsgemeinschaft (DFG), FundRef 501100001659;
                Award ID: DFG-KA 2675/4-3
                Award Recipient : Tobias Kalenscher
                Categories
                431
                Social Sciences
                Psychological and Cognitive Sciences

                rationality,reliability,econometrics,psychometrics,measurement

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