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Individual differences in adult decision-making competence.
Open accessAbstract
The authors evaluated the reliability and validity of a set of 7 behavioral decision-making tasks, measuring different aspects of the decision-making process. The tasks were administered to individuals from diverse populations. Participants showed relatively consistent performance within and across the 7 tasks, which were then aggregated into an Adult Decision-Making Competence (A-DMC) index that showed good reliability. The validity of the 7 tasks and of overall A-DMC emerges in significant relationships with measures of socioeconomic status, cognitive ability, and decision-making styles. Participants who performed better on the A-DMC were less likely to report negative life events indicative of poor decision making, as measured by the Decision Outcomes Inventory. Significant predictive validity remains when controlling for demographic measures, measures of cognitive ability, and constructive decision-making styles. Thus, A-DMC appears to be a distinct construct relevant to adults' real-world decisions.
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“Nevertheless, previous research has indicated some degree of common variance among them (Bruine de Bruin, Parker, & Fischhoff, 2007;Finucane & Gullion, 2010;Klaczynski, 2001;Parker & Fischhoff, 2005;Slugoski, Shields, & Dawson, 1993;Stanovich & West, 1998c, 2000;West, Toplak, & Stanovich, 2008).”
From The Cognitive Reflection Test as a predictor of performance on heuristics-and-biases tasks (2011) · cites this paper as Bruine de Bruin, Parker, & Fischhoff, 2007
In the citing paper
“These results converge with a body of other work indicating that the susceptibility to these biases varies considerably (Bruine de Bruin et al., 2007;Cokely & Kelley, 2009;Del Missier, Mantyla, & Bruine de Bruine, 2010;Dohmen, Falk, Huffman, Marklein, & Sunde, 2009;Klaczynski, 2001;Oechssler et al., 2009;Stanovich & West, 1998a, 1998c, 1999, 2000, 2008b;West et al., 2008).”
From The Cognitive Reflection Test as a predictor of performance on heuristics-and-biases tasks (2011) · cites this paper as Bruine de Bruin et al., 2007
In the citing paper
“Recent work on individual differences in cognitive function has begun to challenge this assumption (Bruine de Bruin et al., 2007;Oechssler et al., 2009;Stanovich, 2009bStanovich, , 2011;;Stanovich & West, 2007, 2008a, 2008b).”
From The Cognitive Reflection Test as a predictor of performance on heuristics-and-biases tasks (2011) · cites this paper as Bruine de Bruin et al., 2007
Citations
Cites
Baron, R. M., & Kenny, D. A. (1986) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.51.6.1173 · Cited by 91,532 · cited 1×
“15 A moderation test using hierarchical regression (Baron & Kenny, 1986) shows that adding the interactions of the A-DMC with recruitment site and with highest level of education completed to the main effects improves predictions of the DOI ( R2 .02), F(2, 310) 3.37, p .05.”
MethodInfluentialCoefficient Alpha and the Internal Structure of Tests
Cronbach, L. J. (1951) · Psychometrika · doi:10.1007/bf02310555 · Cited by 43,931
Judgment under Uncertainty: Heuristics and Biases
Tversky, A., & Kahneman, D. (1975) · Utility, Probability, and Human Decision Making · doi:10.1007/978-94-010-1834-0_8 · Cited by 22,650
The Framing of Decisions and the Psychology of Choice
Tversky, A., & Kahneman, D. (1981) · Science · doi:10.1126/science.7455683 · Cited by 18,497 · cited 3×
“50% 60% 70% 80% 90% 100% just guessing absolutely sure”
BackgroundConstruct validity in psychological tests.
Cronbach, L. J., & Meehl, P. E. (1955) · Psychological Bulletin · doi:10.1037/h0040957 · Cited by 11,195 · cited 2×
“which “the measure fits lawfully into a network of expected relationships” (Nunnally & Bernstein, 1994, p. 91; see also Cronbach & Meehl, 1955 ).”
BackgroundJudgment Under Uncertainty: Heuristics and Biases.
Shafer, G. R., Kahnerman, D., Slovic, P., & Tversky, A. (1984) · Journal of the American Statistical Association · doi:10.2307/2288362 · Cited by 5,658
Cacioppo, J. T., & Petty, R. E. (1982) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.42.1.116 · Cited by 5,359 · cited 2×
“In addition, the cognitive style of “need for cognition,” capturing the tendency to think hard about problems (Cacioppo & Petty, 1982), has been associated with having fewer framing errors (Smith & Levin, 1996), suggesting that it may facilitate discovering the deep structure shared by different…”
BackgroundIndividual differences in reasoning: Implications for the rationality debate?
Stanovich, K. E., & West, R. F. (2000) · Behavioral and Brain Sciences · doi:10.1017/s0140525x00003435 · Cited by 4,481
(1998) · Cited by 4,172
Baltes, P. B., & Baltes, M. M. (1990) · Successful Aging · doi:10.1017/cbo9780511665684.003 · Cited by 3,739 · cited 1×
“…whereas the other view posits that older individuals have knowledge and experience that allows them to be more selective, domain specific, and automatized in their problem solving (cf. Baltes & Baltes, 1990; Denney, 1989; Salthouse, 1991), which may make up for any impaired cognitive abilities.”
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BackgroundWhat determines the quality of higher education? A study of commerce graduates in Kerala (India)
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Tommasi, F., Ceschi, A., Weller, J. A., Costantini, A., Passaia, G., Gostimir, M., & Sartori, R. (2021) · European journal of training and development · doi:10.1108/ejtd-11-2020-0169 · Cited by 9
The Quest for Parsimony in Behavioral Economics: New Methods and Evidence on Three FrontsPreprint
Stango, V., Yoong, J., & Zinman, J. (2017) · SSRN Electronic Journal · doi:10.2139/ssrn.2910574 · Cited by 7
Chang, S.-E., Yang, S. Y., Choi, H., Choi, H., & Woo, J. (2025) · Journal of Cleaner Production · doi:10.1016/j.jclepro.2025.145982 · Cited by 6
Ay, T., & Özdemir, A. (2025) · Current Psychology · doi:10.1007/s12144-025-08053-x · Cited by 8
“Previous research has found that rational decision-making increases with age (Carstensen & Mikels, 2005; Strough et al., 2008), while Bruine de Bruin et al. (2007) found that individuals with low socioeconomic status are more prone to sunk-cost bias.”
Successful everyday decision making: Combining attributes and associates
Banks, A. P., & Gamblin, D. M. (2022) · Judgment and Decision Making · doi:10.1017/s1930297500009414 · Cited by 6
Virtual Reality in Decision-Making Training: A Systematic Review and Meta-Analysis
Bi, X., Hu, Y., Yang, X., Zhang, J., Li, X., Tao, P., & Chen, M. H. (2024) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2024.2338331 · Cited by 6
“…personal and professional contexts, influencing the quality of judgments and actions in complex and uncertain environments (Akram, Ilyas, et al., 2024; Akram, Shumaiza, et al., 2023; Akram, Zahid, Kahraman, 2023; Akram, Zahid, & Deveci, 2023; Bruine de Bruin et al., 2007; Geisler & Allwood, 2015).”
Intelligence and the repayment of high- and low-consequences debt
Ganzach, Y., & Amar, M. (2017) · Personality and Individual Differences · doi:10.1016/j.paid.2017.01.037 · Cited by 6
The psychology of sunk cost: A classroom experiment
Sirois, L. (2019) · The Journal of Economic Education · doi:10.1080/00220485.2019.1654954 · Cited by 6
Benefits of Experience and Knowledge for Older Adults’ Monetary Sequence Preferences
Wilson, J. M., Strough, J., & Shook, N. J. (2021) · The International Journal of Aging and Human Development · doi:10.1177/00914150211009464 · Cited by 6
“Although hypothetical scenarios have been shown to predict real- world behaviors (Bruine de Bruin et al., 2007), research on monetary sequence preferences would benefit from field studies investigating age differences in people’s decisions about actually receiving money from a bonus or winning the…”
Background[Antibioresistance of Escherichia coli strains isolated from raw chicken meat in Senegal].
Fofana, A., Alambédji, R. B., Seydi, M., & Akakpo, A. J. (2006) · PubMed · Cited by 6
Vulnerability to Climate Change and Adaptive Capacity from a Demographic Perspective
Muttarak, R. (2022) · International handbooks of population · doi:10.1007/978-3-030-76433-3_4 · Cited by 6
The Maximizing Penalty: Maximizers are Perceived as Less Warm and Receive Less Social Support
Chen, Y., Yang, Y., & Lu, J. (2022) · Social Psychological and Personality Science · doi:10.1177/19485506221132377 · Cited by 6
“…maximizing is negatively correlated with positive psychological indicators (e.g., happiness, optimism, self-esteem, and life satisfaction) and positively correlated with negative psychological indicators (e.g., depression and neuroticism) (Bruine de Bruin et al., 2007; Schwartz et al., 2002).”
BackgroundThe Potential of Factor Analysis for Replication, Generalization, and Integration
de Boeck, P. A. L., DeKay, M. L., & Xu, M. (2022) · Journal of the American Statistical Association · doi:10.1080/01621459.2022.2096618 · Cited by 6
“Multiple framing types have also been used in the assessment of individual differences in decision-making competence (Bruine de Bruin, Parker, and Fischhoff 2007).”
BackgroundMethodGuessing, math, or something else? Lay people's processes for valuing annuities
Post, T. (2023) · Journal of Behavioral Decision Making · doi:10.1002/bdm.2316 · Cited by 6
Metadata
- Authors
- Bruine de Bruin, W., Parker, A. M., & Fischhoff, B.
- Affiliations
- RAND Corporation (US)
- Carnegie Mellon University (US)
- Venue
- Journal of Personality and Social Psychology
- Published
- 2007-05
- Volume
- 92
- Issue
- 5
- Pages
- 938-956
- ISSN
- 0022-3514 (ISSN-L)
- 1939-1315
- OpenAlex
- W2039223548
- Semantic Scholar
- 22168bbc83ed5c1b933d71c3f881dc85b0709321
- Cited by
- 906
- References
- 110
- Citations by year
- 2026: 33 · 2025: 52 · 2024: 45 · 2023: 60 · 2022: 62 · 2021: 81 · 2020: 71 · 2019: 62 · 2018: 54 · 2017: 49 · 2016: 47 · 2015: 70 · 2014: 49 · 2013: 49 · 2012: 34
- FWCI
- 12.54
- Type
- journal article
- Language
- en
- Open access
- green
- figshare.com
- Licence
- cc-by
- Locations
- Journal of Personality and Social Psychology (publishedVersion)
- PubMed (publishedVersion)
- KiltHub Repository (submittedVersion)
- Figshare (submittedVersion, cc-by)
- KiltHub Repository
- Funders
- National Science Foundation (SES-0213782)
- Topics
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Keywords
- individual differences, construct validity, predictive validity, socioeconomic status, cognitive ability, decision-making styles, negative life events
- MeSH terms
- Adaptation, Psychological, Adolescent, Adult, Aged, Aged, 80 and over, Aptitude, Culture, Decision Making, Female, Humans, Individuality, Intelligence, Internal-External Control, Male, Middle Aged, Personality Inventory, Problem Solving, Psychometrics, Self Concept, Social Values, Socioeconomic Factors, Reproducibility of Results
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