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Who Is (More) Rational?
Open accessAbstract
Revealed preference theory offers a criterion for decision-making quality: if decisions are high quality then there exists a utility function the choices maximize. We conduct a large-scale experiment to test for consistency with utility maximization. Consistency scores vary markedly within and across socioeconomic groups. In particular, consistency is strongly related to wealth: A standard deviation increase in consistency is associated with 15–19 percent more household wealth. This association is quantitatively robust to conditioning on correlates of unobserved constraints, preferences, and beliefs. Consistency with utility maximization under laboratory conditions thus captures decision-making ability that applies across domains and influences important real-world outcomes. (JEL D12, D14, D81, D83, D91, G11)
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“These are in contrast to results of our human experiment (SI Appendix, Tables S5 and S6) and prior studies where rationality score and preference have been shown to differ across demographic groups (22, 28, 61).”
From The emergence of economic rationality of GPT (2023) · cites this paper as [22]
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Cites
Sample Selection Bias as a Specification Error
Heckman, J. J. (1979) · Econometrica · doi:10.2307/1912352 · Cited by 28,779
THE BIG FIVE PERSONALITY DIMENSIONS AND JOB PERFORMANCE: A META‐ANALYSIS
BARRICK, M. R., & MOUNT, M. K. (1991) · Personnel Psychology · doi:10.1111/j.1744-6570.1991.tb00688.x · Cited by 8,689
Grit: perseverance and passion for long-term goals
Duckworth, A. L., Peterson, C., Matthews, M. D., & Kelly, D. R. (2007) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.92.6.1087 · Cited by 6,911
Kahneman, D., & Tversky, A. (1984) · American Psychologist · doi:10.1037/0003-066x.39.4.341 · Cited by 6,544
Risk Aversion and Incentive Effects
Holt, C. A., & Laury, S. K. (2002) · American Economic Review · doi:10.1257/000282802762024700 · Cited by 5,893
Cognitive Reflection and Decision Making
Frederick, S. (2005) · Journal of Economic Perspectives · doi:10.1257/089533005775196732 · Cited by 5,256
Selection on observed and unobserved variables: Assessing the effectiveness of Catholic schools
Altonji, J. G., Elder, T. E., & Taber, C. R. (2005) · Journal of Political Economy · doi:10.1086/426036 · Cited by 3,706
Tests for Specification Errors in Classical Linear Least-Squares Regression Analysis
Ramsey, J. B. (1969) · Journal of the Royal Statistical Society Series B (Statistical Methodology) · doi:10.1111/j.2517-6161.1969.tb00796.x · Cited by 3,388
A Model of Reference-Dependent Preferences
Koszegi, B., & Rabin, M. (2006) · The Quarterly Journal of Economics · doi:10.1093/qje/121.4.1133 · Cited by 2,728
Baby Boomer Retirement Security: The Roles of Planning, Financial Literacy, and Housing Wealth
Lusardi, A., & Mitchell, O. S. (2006) · Journal of Monetary Economics · doi:10.1016/j.jmoneco.2006.12.001 · Cited by 2,366
Giving According to GARP: An Experimental Test of the Consistency of Preferences for Altruism
James Andreoni, A., & Miller, J. H. (2002) · Econometrica · doi:10.1111/1468-0262.00302 · Cited by 1,921
Developments in Non-Expected Utility Theory: The Hunt for a Descriptive Theory of Choice under Risk
Starmer, C. (2000) · Journal of Economic Literature · doi:10.1257/jel.38.2.332 · Cited by 1,885
Thaler, R. H., & Sunstein, C. R. (2003) · American Economic Review · doi:10.1257/000282803321947001 · Cited by 1,874
Rules for Ordering Uncertain Prospects
Hadar, J., & Russell, W. R. (1969) · American Economic Review · Cited by 1,721
Risk Aversion and Expected-utility Theory: A Calibration Theorem
Rabin, M. (2000) · Econometrica · doi:10.1111/1468-0262.00158 · Cited by 1,624
PERSONALITY MEASURES AS PREDICTORS OF JOB PERFORMANCE: A META‐ANALYTIC REVIEW
Tett, R. P., Jackson, D. N., & Rothstein, M. G. (1991) · Personnel Psychology · doi:10.1111/j.1744-6570.1991.tb00696.x · Cited by 1,481
Are Risk Aversion and Impatience Related to Cognitive Ability?
Dohmen, T., Falk, A., Huffman, D., & Sunde, U. (2010) · American Economic Review · doi:10.1257/aer.100.3.1238 · Cited by 1,332
A Theory of Disappointment Aversion
Gül, F. (1991) · Econometrica · doi:10.2307/2938223 · Cited by 1,306
Efficiency Estimation of Production Functions
Afriat, S. N. (1972) · International Economic Review · doi:10.2307/2525845 · Cited by 1,261
Duflo, E., & Saez, E. (2003) · The Quarterly Journal of Economics · doi:10.1162/00335530360698432 · Cited by 1,229
The Construction of Utility Functions from Expenditure Data
Afriat, S. N. (1967) · International Economic Review · doi:10.2307/2525382 · Cited by 1,183
The Nonparametric Approach to Demand Analysis
Varian, H. R. (1982) · Econometrica · doi:10.2307/1912771 · Cited by 1,173
Irrational Behavior and Economic Theory
Becker, G. S. (1962) · Journal of Political Economy · doi:10.1086/258584 · Cited by 1,156
Regulation for Conservatives: Behavioral Economics and the Case for "Asymmetric Paternalism" \n
Camerer, C. F., Issacharoff, S., Loewenstein, G. F., O’Donoghue, T., & Rabin, M. (2003) · CaltechAUTHORS (California Institute of Technology) · Cited by 1,105
Dynan, K. E., Skinner, J., & Zeldes, S. P. (2004) · Journal of Political Economy · doi:10.1086/381475 · Cited by 1,021
Rabin, M., & Thaler, R. H. (2001) · The Journal of Economic Perspectives · doi:10.1257/jep.15.1.219 · Cited by 950
The Age of Reason: Financial Decisions over the Life Cycle and Implications for Regulation
Agarwal, S. D., Driscoll, J. C., Gabaix, X., & Laibson, D. (2009) · Brookings Papers on Economic Activity · doi:10.1353/eca.0.0067 · Cited by 849
What Accounts for the Variation in Retirement Wealth Among U.S. Households
Bernheim, B., Skinner, J. S., & Weinberg, S. (2001) · American Economic Review · doi:10.1257/aer.91.4.832 · Cited by 807
The effects of financial education in the workplace: evidence from a survey of households
Bernheim, B. D., & Garrett, D. M. (2002) · Journal of Public Economics · doi:10.1016/s0047-2727(01)00184-0 · Cited by 758
Papke, L. E., & Wooldridge, J. M. (1993) · National Bureau of Economic Research · doi:10.3386/t0147 · Cited by 727
Cognitive skills affect economic preferences, strategic behavior, and job attachment
Burks, S. V., Carpenter, J. P., Goette, L. F., & Rustichini, A. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0812360106 · Cited by 659
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Andersen, S., Harrison, G. W., Lau, M. I., & Rutström, E. E. (2006) · Experimental Economics · doi:10.1007/s10683-006-7055-6 · Cited by 636
Wealth Accumulation and the Propensity to Plan
Ameriks, J., Caplin, A., & Leahy, J. V. (2003) · The Quarterly Journal of Economics · doi:10.1162/00335530360698487 · Cited by 602
Beyond Revealed Preference: Choice-Theoretic Foundations for Behavioral Welfare Economics *
Bernheim, B. D., & Rangel, A. (2009) · Quarterly Journal of Economics · doi:10.1162/qjec.2009.124.1.51 · Cited by 599
Are Americans Saving “Optimally” for Retirement?
Scholz, J. K., Seshadri, A., & Khitatrakun, S. (2006) · Journal of Political Economy · doi:10.1086/506335 · Cited by 573
Sources of Advantageous Selection: Evidence from the Medigap Insurance Market
Fang, H., Keane, M. P., & Silverman, D. P. (2008) · Journal of Political Economy · doi:10.1086/587623 · Cited by 500
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Varian, H. R. (1983) · The Review of Economic Studies · doi:10.2307/2296957 · Cited by 483
Individual Preferences for Giving
Fisman, R. J., Kariv, S., & Markovits, D. B. (2007) · American Economic Review · doi:10.1257/aer.97.5.1858 · Cited by 471
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Lusardi, A., & Mitchell, O. S. (2006) · SSRN Electronic Journal · doi:10.2139/ssrn.1094808 · Cited by 461
Cognitive Abilities and Household Financial Decision Making
Agarwal, S. D., & Bhashkar Mazumder, B. (2013) · American Economic Journal Applied Economics · doi:10.1257/app.5.1.193 · Cited by 448
Duflo, E., & Saez, E. (2002) · SSRN Electronic Journal · doi:10.2139/ssrn.315659 · Cited by 425
Are Risk Aversion and Impatience Related to Cognitive Ability?Preprint
Dohmen, T., Falk, A., Huffman, D., & Sunde, U. (2007) · SSRN Electronic Journal · doi:10.2139/ssrn.982149 · Cited by 358
Consistency and Heterogeneity of Individual Behavior under Uncertainty
Choi, S., Fisman, R. J., Gale, D. M., & Kariv, S. (2007) · American Economic Review · doi:10.1257/aer.97.5.1921 · Cited by 355
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Choi, J. J., Laibson, D., & Madrian, B. C. (2011) · Review of Economics and Statistics · doi:10.1162/rest_a_00100 · Cited by 354
Economic Literacy: An International Comparison
Jappelli, T. (2010) · The Economic Journal · doi:10.1111/j.1468-0297.2010.02397.x · Cited by 351
Heterogeneity in Risky Choice Behavior in a Broad Population
von Gaudecker, H.-M., van Soest, A., & Wengström, E. (2011) · American Economic Review · doi:10.1257/aer.101.2.664 · Cited by 349
Heuristic Thinking and Limited Attention in the Car Market
Lacetera, N., Pope, D. G., & Sydnor, J. R. (2012) · American Economic Review · doi:10.1257/aer.102.5.2206 · Cited by 344
Bellemare, C., Kröger, S., & van Soest, A. (2008) · Econometrica · doi:10.1111/j.1468-0262.2008.00860.x · Cited by 338
Goodness-of-Fit in Optimizing Models
Varian, H. R. (1990) · Journal of Econometrics · doi:10.1016/0304-4076(90)90051-t · Cited by 322
The Five-Factor Framing of Personality and Beyond: Some Ruminations
Block, J. (2010) · Psychological Inquiry · doi:10.1080/10478401003596626 · Cited by 319
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Ahn, D. S., Choi, S., Gale, D. M., & Kariv, S. (2014) · Quantitative Economics · doi:10.3982/qe243 · Cited by 305
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Bronars, S. G. (1987) · Econometrica · doi:10.2307/1913608 · Cited by 285
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Charness, G., Karni, E., & Levin, D. (2006) · SSRN Electronic Journal · doi:10.2139/ssrn.932252 · Cited by 32
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Roland, E. (2015) · Cited by 3
Papke (1996) · doi:10.1002/(sici)1099-1255(199611)11:6
Research works printed but not linked: 3
- 10.2307/3312889 · DOI
- Choi Syngjoo, 2014, American Economic Review. http://dx.doi.org/10.1257/aer., 104, 1518, 10.1257/aer.104.6.1518 · DOI
- 10.1162/qjec.121.4.1133 · DOI · Paper page
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Metadata
- Authors
- Choi, S., Kariv, S., Müller, W., & Silverman, D.
- Affiliations
- University College London (GB)
- University of California, Berkeley (US)
- University of Vienna (AT)
- Arizona State University (US)
- Venue
- American Economic Review
- Publisher
- American Economic Association
- Published
- 2014-06-01
- Volume
- 104
- Issue
- 6
- Pages
- 1518-1550
- ISSN
- 0002-8282 (ISSN-L)
- OpenAlex
- W1601160662
- Cited by
- 277
- References
- 87
- Citations by year
- 2026: 10 · 2025: 15 · 2024: 15 · 2023: 20 · 2022: 28 · 2021: 29 · 2020: 17 · 2019: 19 · 2018: 23 · 2017: 26 · 2016: 15 · 2015: 24 · 2014: 18
- FWCI
- 5.99
- Type
- journal article
- Language
- en
- Open access
- green
- doi.org
- Locations
- American Economic Review (publishedVersion)
- National Bureau of Economic Research (publishedVersion)
- Research portal (Tilburg University) (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- SSRN Electronic Journal (submittedVersion)
- UCL Discovery (University College London) (submittedVersion)
- Seoul National University Open Repository (Seoul National University) (submittedVersion)
- Funders
- Network for Studies on Pensions, Aging and Retirement
- Nederlandse Organisatie voor Wetenschappelijk Onderzoek
- Universiteit van Tilburg
- Economic and Social Research Council
- Topics
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Experimental Behavioral Economics Studies
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Economic and Environmental Valuation
- Keywords
- revealed preference, utility maximization, decision consistency, rationality, socioeconomic heterogeneity, income, gender differences, age, wealth, personality, risk tolerance, field experiments
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