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Intelligence, personality, and interests: Evidence for overlapping traits
Abstract
The authors review the development of the modern paradigm for intelligence assessment and application and consider the differentiation between intelligence-as-maximal performance and intelligence-as-typical performance. They review theories of intelligence, personality, and interest as a means to establish potential overlap. Consideration of intelligence-as-typical performance provides a basis for evaluation of intelligence-personality and intelligence-interest relations. Evaluation of relations among personality constructs, vocational interests, and intellectual abilities provides evidence for communality across the domains of personality of J. L. Holland's (1959) model of vocational interests. The authors provide an extensive meta-analysis of personality-intellectual ability correlations, and a review of interest-intellectual ability associations. They identify 4 trait complexes: social, clerical/conventional, science/math, and intellectual/cultural.
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In the citing paper
“Openness-related traits are widely acknowledged correlates of cognitive abilities (17).”
From Meta-analytic relations between personality and cognitive ability (2023) · cites this paper as [17]
In the citing paper
“Second, investment of intelligence into acquired knowledge (i.e., invested abilities) was found to require a hungry mind (i.e., openness traits) and interest in the domain of knowledge to be acquired (17, 19).”
From Meta-analytic relations between personality and cognitive ability (2023) · cites this paper as [17]
In the citing paper
“A few meta-analyses have summarized available research (e.g., refs. 17–21).”
From Meta-analytic relations between personality and cognitive ability (2023) · cites this paper as [17]
In the citing paper
“Although considerable research has examined the correlates and consequences of cognitive abilities and personality traits independently, much less is known about their connections.”
From Meta-analytic relations between personality and cognitive ability (2023) · cites this paper as [17]
In the citing paper
“This investment process underpins the emergence of knowledge acquisition trait complexes (17) and intellectual engagement (19).”
From Meta-analytic relations between personality and cognitive ability (2023) · cites this paper as [17]
In the citing paper
“Thus, invested abilities displayed larger relations with openness traits, especially its intellect, non traditional,* need for cognition, and openness to ideas facets.”
From Meta-analytic relations between personality and cognitive ability (2023) · cites this paper as [17]
In the citing paper
“First, cognitive abilities were moderately associated with a variety of openness-related traits (17, 19) but appeared to have weak relations with other personality characteristics (18).”
From Meta-analytic relations between personality and cognitive ability (2023) · cites this paper as [17]
In the citing paper
“In contrast to previous meta-analyses that reported mostly null effects for extraversion–abilities relations (17, 18), our larger dataset and more nuanced construct structures revealed previously unacknowledged relations.”
From Meta-analytic relations between personality and cognitive ability (2023) · cites this paper as [17]
In the citing paper
“Overall, these intellect-related traits’ relations were in line with previous meta-analytic estimates (17, 19) (mean ρ^ = .21, mean 95% CI [.13, .29])”
From Meta-analytic relations between personality and cognitive ability (2023) · cites this paper as [17]
In the citing paper
“Openness to Experience, however, is the only Big Five factor with moderate associations with general intelligence ( 0.33 r in a meta-analysis by Ackerman and Heggestad [1997])”
From Personality Psychology and Economics (2011) · cites this paper as Ackerman and Heggestad [1997]
In the citing paper
“A meta-analysis conducted by Ackerman and Heggestad (1997) found generally positive relationships with extraversion across ten intelligence traits.”
From Extraversion and intelligence: A meta-analytic investigation (2005) · cites this paper as Ackerman & Heggestad, 1997
In the citing paper
“Results from a meta-analysis between personality and intelligence conducted by Ackerman and Heggestad (1997), however, found relatively consistent modest positive relations between extraversion and intelligence.”
From Extraversion and intelligence: A meta-analytic investigation (2005) · cites this paper as Ackerman & Heggestad, 1997
In the citing paper
“Their findings, shown in Table 2, indicate a positive relationship of the estimated effect sizes for extraversion across the ability categories ranging from 0.05 to 0.14 (Ackerman & Heggestad, 1997).”
From Extraversion and intelligence: A meta-analytic investigation (2005) · cites this paper as Ackerman & Heggestad, 1997
In the citing paper
“The pervasive decrease in the estimated effect sizes in the current study compared to the Ackerman and Heggestad (1997) results provides initial support for this hypothesis.”
From Extraversion and intelligence: A meta-analytic investigation (2005) · cites this paper as Ackerman and Heggestad (1997)
In the citing paper
“Consistent with past research (Ackerman and Heggestad, 1997; Zeidner and Matthews, 2000; Zeidner, 1995), all of the estimated effect sizes were close to zero.”
From Extraversion and intelligence: A meta-analytic investigation (2005) · cites this paper as Ackerman and Heggestad, 1997
In the citing paper
“A closer comparison with the Ackerman and Heggestad (1997) results reveals that most of the estimated effect sizes from the current study are slightly smaller (compare Table 2 and Table 9).”
From Extraversion and intelligence: A meta-analytic investigation (2005) · cites this paper as Ackerman and Heggestad, 1997
In the citing paper
“Exclusion criteria were designed to retain studies useful in the present meta-analysis and consistent with the studies used in the Ackerman and Heggestad (1997) meta-analysis to avoid a selection confound.”
From Extraversion and intelligence: A meta-analytic investigation (2005) · cites this paper as Ackerman & Heggestad, 1997
In the citing paper
“For example, about 27 additional studies (an average increase of 60%) were located beyond those located in the Ackerman and Heggestad (1997) meta-analysis for the three most studied ability-personality combinations (extraversion crossed with crystallized intelligence, general intelligence, and fluid intelligence).”
From Extraversion and intelligence: A meta-analytic investigation (2005) · cites this paper as Ackerman and Heggestad, 1997
In the citing paper
“Similar to the Ackerman and Heggestad (1997) meta-analysis, the extraversion-intelligence relationship was slightly positive, and different patterns of relationships were found for social closeness and social potency.”
From Extraversion and intelligence: A meta-analytic investigation (2005) · cites this paper as Ackerman and Heggestad (1997)
In the citing paper
“Almost universally, the estimated effects sizes in the current study were less than the estimated effect sizes in the Ackerman and Heggestad (1997) meta-analysis, and almost universally, the correlations of the extraversion-intelligence association and date of publication for the ability-personality categories were negative.”
From Extraversion and intelligence: A meta-analytic investigation (2005) · cites this paper as Ackerman and Heggestad (1997)
In the citing paper
“Also, vocational interests are related to cognitive abilities (Ackerman & Heggestad, 1997), self-efficacy beliefs (Rottinghaus et al., 2003), values and goals (Stoll et al., 2020).”
From The German O*NET Interest Profiler Short Form (2023) · cites this paper as Ackerman & Heggestad, 1997
In the citing paper
“All tests of intelligence or cognitive aptitude are optimal performance assessments, whereas measures of thinking dispositions are often assessed under typical performance conditions (Ackerman & Heggestad, 1997;Cacioppo, Petty, Feinstein, & Jarvis, 1996;Norris & Ennis, 1989;Perkins, 1995;Sternberg, 2003;Zeidner & Matthews, 2000).”
From The Cognitive Reflection Test as a predictor of performance on heuristics-and-biases tasks (2011) · cites this paper as Ackerman & Heggestad, 1997
In the citing paper
“Moreover, because Openness is positively correlated with a broad range of cognitive abilities, including vocabulary (Ackerman & Heggestad, 1997; Gignac, Stough, & Loukomitis, 2004), it is reasonable to suppose that highly Open individuals use “big words” more often, effectively resulting in strong positive correlations for many individual words (but conversely, producing negative correlations for”
From Personality in 100,000 Words: A large-scale analysis of personality and word use among bloggers (2010) · cites this paper as Ackerman & Heggestad, 1997
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“Moreover, because Openness is positively correlated with a broad range of cognitive abilities, including vocabulary (Ackerman & Heggestad, 1997;Gignac, Stough, & Loukomitis, 2004), it is reasonable to suppose that highly Open individuals use “big words” more often, effectively resulting in strong…”
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“Personality and interest measures generally exhibit weak correlations with cognitive ability measures (Ackerman & Heggestad, 1997) and may also be useful in selection of graduate students.”
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“Openness/Intellect has been shown to be more strongly associated with gC than gF (Ackerman & Heggestad, 1997; Ashton et al., 2000), but whether gF and gC contribute independently to Openness/Intellect has not previously been tested.”
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“However, not all individual differences are KSAOs: attitudes, satisfaction, motivation, emotion, and related characteristics are not KSAOs because they are highly variable, more situationally specific, and situationally induced (Ackerman & Heggestad, 1997; Murphy, 2012).”
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“Furthermore, Openness is associated with general intelligence and domain-specific knowledge (e.g., Ackerman & Heggestad, 1997; Ackerman & Rolfhus, 1999).”
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“The prediction of academic success or failure has been the main objective of developing intelligence tests ( Ackerman & Heggestad, 1997 ).”
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“1999; Perkins and Tishman, 2001), typical intellectual engagement (Ackerman and Heggestad, 1997), and practical intelligence (Sternberg et al.”
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“Psychometricians have long distinguished typical performance situations from optimal (sometimes termed maximal) performance situations (Ackerman and Heggestad, 1997; Ackerman and Kanfer, 2004).”
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“The significantly positive level of intraindividual coupling found between these constructs supports earlier variable-centered research findings, such as Ackerman and Heggestad’s (1997) in which ability and interest were found”
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Kautz, T., Heckman, J. J., Diris, R., ter Weel, B., & Borghans, L. (2014) · OECD education working papers · doi:10.1787/5jxsr7vr78f7-en · Cited by 524
“Carroll (1993) and Ackerman and Heggestad (1997) discuss more disaggregated facets of cognitive ability.”
BackgroundHIGHER‐ORDER DIMENSIONS OF THE BIG FIVE PERSONALITY TRAITS AND THE BIG SIX VOCATIONAL INTEREST TYPES
MOUNT, M. K., BARRICK, M. R., SCULLEN, S. M., & ROUNDS, J. (2005) · Personnel Psychology · doi:10.1111/j.1744-6570.2005.00468.x · Cited by 463
“Consistent with the conclusion of Ackerman and Heggestad (1997), Sullivan and Hansen (2004) view interests as representing individual differences in the types of activities that individuals find enjoyable and motivating, whereas personality reflects behavioral tendencies, which play a role in both…”
BackgroundResultCompetencies as a behavioral approach to emotional intelligence
Boyatzis, R. E. (2009) · Journal of Management Development · doi:10.1108/02621710910987647 · Cited by 533
“traditionally defined “intelligence” or what psychologists often call “g” referring to general cognitive ability) (Davies et al., 1998; Ackerman and Heggestad, 1997).”
BackgroundPersonality, intelligence and approaches to learning as predictors of academic performance
Chamorro‐Premuzic, T., & Furnham, A. F. (2008) · Personality and Individual Differences · doi:10.1016/j.paid.2008.01.003 · Cited by 462
“Thus, correlations in the region of r = .2–.4 have been reported between Openness and ability measures, particularly tests of crystallized ability (Ackerman & Heggestad, 1997).”
BackgroundThe Development of Ability Conceptions
Dweck, C. S. (2002) · Development of Achievement Motivation · doi:10.1016/b978-012750053-9/50005-x · Cited by 470
Low, K. S. D., Yoon, M., Roberts, B. W., & Rounds, J. (2005) · Psychological Bulletin · doi:10.1037/0033-2909.131.5.713 · Cited by 475
Personality traits and academic examination performance
Chamorro‐Premuzic, T., & Furnham, A. F. (2003) · European Journal of Personality · doi:10.1002/per.473 · Cited by 479
“Recent research by Ackerman and Heggestad (1997) has suggested that individual difference variables such as personality, intelligence, and vocational interests can be used to explain not only variance in academic performance, but also the processes by which traits influence examination outcomes.”
BackgroundInfluentialFarsides, T., & Woodfield, R. (2003) · Personality and Individual Differences · doi:10.1016/s0191-8869(02)00111-3 · Cited by 455
“…Force’ review of what is and what is not known about intelligence, Neisser et al. (1996) are unanimous in accepting that intelligence test scores predict a wide range of indicators of academic success (cf. Ackerman & Heggestad, 1997; 0191-8869/02/$ - see front matter # 2002 Elsevier Science Ltd.”
BackgroundHough, L. M., Oswald, F. L., & Ployhart, R. E. (2001) · International Journal of Selection and Assessment · doi:10.1111/1468-2389.00171 · Cited by 429
(2008) · Cited by 541
Zeidner, M., & Matthews, G. (2000) · Handbook of Intelligence · doi:10.1017/cbo9780511807947.027 · Cited by 430
Meta-analyses of Big Six Interests and Big Five Personality Factors
Larson, L. M., Rottinghaus, P. J., & Borgen, F. H. (2002) · Journal of Vocational Behavior · doi:10.1006/jvbe.2001.1854 · Cited by 420
Personality and Vocational Behavior: A Selective Review of the Literature, 1993–1997
Tokar, D. M., Fischer, A. R., & Subich, L. M. (1998) · Journal of Vocational Behavior · doi:10.1006/jvbe.1998.1660 · Cited by 408
Personality, cognitive ability, and beliefs about intelligence as predictors of academic performance
Furnham, A. F., Chamorro‐Premuzic, T., & McDougall, F. (2003) · Learning and Individual Differences · doi:10.1016/j.lindif.2003.08.002 · Cited by 439
“In general terms, the relationship between AP and personality traits has been thoroughly described by Ackerman et al. (Ackerman, 1999; Ackerman & Beier, 2003; Ackerman & Heggestad, 1997; Goff & Ackerman, 1992).”
BackgroundInfluentialAssessing the predictive validity of emotional intelligence
Newsome, S., Day, A. L., & Catano, V. M. (2000) · Personality and Individual Differences · doi:10.1016/s0191-8869(99)00250-0 · Cited by 429
Working memory and executive functions: effects of training on academic achievement
Titz, C., & Karbach, J. (2014) · Psychological Research · doi:10.1007/s00426-013-0537-1 · Cited by 388
“…WM, EF, and Gf to learning and academic achievement It is well known that intelligence strongly contributes to learning and academic success (e.g., Ackerman & Heggestad, 1997; Farsides & Woodfield, 2003) and that measures of intelligence predict a wide range of indicators of academic success…”
Motivation, Emotion, and Cognition
(2004) · Routledge eBooks · doi:10.4324/9781410610515 · Cited by 408
Teacher Quality and Learning Outcomes in Kindergarten *
Araujo, M. C., Carneiro, P., Cruz-Aguayo, Y., & Schady, N. (2016) · The Quarterly Journal of Economics · doi:10.1093/qje/qjw016 · Cited by 393
“The Big Five trait that has most consistently been linked with intelligence is openness (Ackerman and Heggestad 1997; Moutafi et al. 2004).”
BackgroundLubinski, D. (2004) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.86.1.96 · Cited by 370
“…small correlations across ability, interest, and personality dimensions have been used to define affective– cognitive trait clusters (Ackerman, 1996; Ackerman & Heggestad, 1997), taxons (Dawis & Lofquist, 1984), and aptitude complexes (Corno, Cronbach et al., 2002; R. E. Snow, Corno, & Jackson,…”
BackgroundMethodThe relationship between the big five personality traits and academic motivation
Komarraju, M., & Karau, S. J. (2005) · Personality and Individual Differences · doi:10.1016/j.paid.2005.02.013 · Cited by 395
Natural myside bias is independent of cognitive ability
Stanovich, K. E., & West, R. F. (2007) · Thinking & Reasoning · doi:10.1080/13546780600780796 · Cited by 356
“Such an explanation of the discrepant findings would be consistent with theoretical views that emphasise the difference between typical information processing and maximal information processing (Ackerman, 1996 ; Ackerman & Heggestad, 1997 ).”
ResultNauta, M. M. (2010) · Journal of Counseling Psychology · doi:10.1037/a0018213 · Cited by 353
“Other research has examined associations between the RIASEC types and indices of actual or perceived ability (see Ackerman & Heggestad, 1997).”
MethodSelf‐Report Measures of Intelligence: Are They Useful as Proxy IQ Tests?
Paulhus, D. L., Lysy, D. C., & Yik, M. (1998) · Journal of Personality · doi:10.1111/1467-6494.00023 · Cited by 348
“Even that level of validity seems unlikely for proxy tests, given that they emphasize typical performance as opposed to the maximal performance tapped by IQ tests (Ackerman & Heggestad, 1997; Paulhus & Martin, 1987).”
BackgroundSame or Different? Clarifying the Relationship of Need for Cognition to Personality and Intelligence
Fleischhauer, M., Enge, S., Brocke, B., Ullrich, J., Strobel, A., & Strobel, A. (2009) · Personality and Social Psychology Bulletin · doi:10.1177/0146167209351886 · Cited by 374
“The impact of NFC as general disposition to seek out and enjoy complex cognition might be underestimated in the test situation because the test might have created a highly motivating situation so that most of the individuals were encouraged to show maximal performance (Ackerman & Heggestad, 1997).”
BackgroundFrom madness to genius: The Openness/Intellect trait domain as a paradoxical simplex
DeYoung, C. G., Grazioplene, R. G., & Peterson, J. B. (2012) · Journal of Research in Personality · doi:10.1016/j.jrp.2011.12.003 · Cited by 350
“Intelligence test scores correlate with Openness/Intellect at around r = .3 (Ackerman & Heggestad, 1997; DeYoung, 2011).”
BackgroundRETRACTED: Role of test motivation in intelligence testing
Duckworth, A. L., Quinn, P. D., Lynam, D. R., Loeber, R., & Stouthamer-Loeber, M. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1018601108 · Cited by 344
“Intelligence-test procedures are designed to maximize the motivation of test takers (10).”
BackgroundRetractedde Wit, H., Flory, J. D., Acheson, A., McCloskey, M. S., & Manuck, S. B. (2006) · Personality and Individual Differences · doi:10.1016/j.paid.2006.06.026 · Cited by 351
Feedback Sign Effect on Motivation: Is it Moderated by Regulatory Focus?
Van‐Dijk, D., & Kluger, A. N. (2003) · Applied Psychology · doi:10.1111/j.1464-0597.2004.00163.x · Cited by 352
Openness to Experience, Intellect, and Cognitive Ability
DeYoung, C. G., Quilty, L. C., Peterson, J. B., & Gray, J. R. (2013) · Journal of Personality Assessment · doi:10.1080/00223891.2013.806327 · Cited by 370
“Neuroticism consistently shows a weak negative correlation with intelligence tests (r = –.15; Ackerman & Heggestad, 1997), but this correlation appears to be due to test anxiety (Moutafi, Furnham, & Tsaousis, 2006).”
BackgroundResultInfluentialInvestment and intellect: A review and meta-analysis.
von Stumm, S., & Ackerman, P. L. (2013) · Psychological Bulletin · doi:10.1037/a0030746 · Cited by 321
Self-citationHeckman, J. J., & Kautz, T. (2012) · National Bureau of Economic Research · doi:10.3386/w18121 · Cited by 368
Toplak, M. E., Sorge, G. B., Benoit, A., West, R. F., & Stanovich, K. E. (2010) · Clinical Psychology Review · doi:10.1016/j.cpr.2010.04.002 · Cited by 326
“…a distinction long made by psychometricians — that between typical performance situations and optimal (sometimes termed maximal) performance situations (see Ackerman, 1994, 1996; Ackerman & Heggestad, 1997; Ackerman & Kanfer, 2004; see also, Cronbach, 1949; Matthews, Zeidner, & Roberts, 2002).”
Lubinski, D. (2000) · Annual Review of Psychology · doi:10.1146/annurev.psych.51.1.405 · Cited by 348
Busato, V. V., Prins, F. J., Elshout, J. J., & Hamaker, C. (1998) · Personality and Individual Differences · doi:10.1016/s0191-8869(98)00112-3 · Cited by 316
Spatial ability and STEM: A sleeping giant for talent identification and development
Lubinski, D. (2010) · Personality and Individual Differences · doi:10.1016/j.paid.2010.03.022 · Cited by 314
“And these in turn are likely to have differential implications for commitment to developing expertise and persistence in STEM (Ackerman, 1996; Ackerman & Heggestad, 1997; Schmidt, Lubinski, & Benbow, 1998; Webb et al., 2007).”
BackgroundInfluentialThe Economics and Psychology of Personality Traits
Borghans, L., Duckworth, A. L., Heckman, J. J., & ter Weel, B. (2008) · National Bureau of Economic Research · doi:10.3386/w13810 · Cited by 328
Fostering and Measuring Skills: Interventions That Improve Character and Cognition
Heckman, J., & Kautz, T. (2013) · doi:10.3386/w19656 · Cited by 311
“(15)See Carroll (1993) and Ackerman and Heggestad (1997) for discussions. (16)See, for example, Nisbett, Aronson, Blair, Dickens, Flynn, Halpern, and Turkheimer (2012). (17)Roberts, Goff, Anjoul, Kyllonen, Pallier, and Stankov (2000). (18)Raven, Raven, and Court (1988). The high correlation between scores on intellige…”
BackgroundInfluentialMeasuring Trait Emotional Intelligence
Pérez-González, J. C., Petrides, K. V., & Furnham, A. F. (2005) · Cited by 314
Personnel Selection: Looking Toward the Future--Remembering the Past
Hough, L. M., & Oswald, F. L. (2000) · Annual Review of Psychology · doi:10.1146/annurev.psych.51.1.631 · Cited by 309
“…correlations and review of the empirical findings on ability-interest and personality-interest relationships have produced an integrated model identifying four categories or ‘‘trait complexes’’: science/math, clerical/conventional, social, and intellectual/cultural (Ackerman & Heggestad 1997).”
BackgroundThe Economics and Psychology of Personality Traits
Borghans, L., Duckworth, A. L., Heckman, J. J., & ter Weel, B. (2008) · The Journal of Human Resources · doi:10.3368/jhr.43.4.972 · Cited by 1,697
What grades and achievement tests measure
Borghans, L., Golsteyn, B. H. H., Heckman, J. J., & Humphries, J. E. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1601135113 · Cited by 288
“18), and between personality and grades.”
Ackerman, P. L., & Kanfer, R. (2009) · Journal of Experimental Psychology: Applied · doi:10.1037/a0015719 · Cited by 288
Self-citationSex differences in school achievement: what are the roles of personality and achievement motivation?
Steinmayr, R., & Spinath, B. (2008) · European Journal of Personality · doi:10.1002/per.676 · Cited by 307
“Persons high in openness to experience seem to have higher verbal skills such as vocabulary and general knowledge (e.g. Ackerman & Heggestad, 1997).”
BackgroundThe Economics and Psychology of Personality TraitsPreprint
Borghans, L., Duckworth, A. L., Heckman, J. J., & ter Weel, B. (2008) · SSRN Electronic Journal · doi:10.2139/ssrn.1135909 · Cited by 302
Measurement of Personality via Conditional Reasoning
James, L. R. (1998) · Organizational Research Methods · doi:10.1177/109442819812001 · Cited by 288
Emotional intelligence, personality, and task-induced stress.
Matthews, G., Emo, A. K., Funke, G. J., Zeidner, M., Roberts, R. D., Costa, P. T., & Schulze, R. (2006) · Journal of Experimental Psychology Applied · doi:10.1037/1076-898x.12.2.96 · Cited by 300
Conscientiousness and the incidence of Alzheimer disease and mild cognitive impairment.
Wilson, R. S., Schneider, J., Arnold, S., Bienias, J., & Bennett, D. (2007) · Archives of General Psychiatry · doi:10.1001/archpsyc.64.10.1204 · Cited by 273
“…with previous research, 51,52,63 except for a positive association with perceptual speed, which has been previously observed in both young 51 and old 52 persons, suggesting that it may reflect an association between the conscientious-ness trait complex and clerical skill that develops…”
BackgroundResultInfluential
Metadata
- Authors
- Ackerman, P. L., & Heggestad, E. D.
- Affiliations
- University of Minnesota (US)
- Venue
- Psychological Bulletin
- Published
- 1997-03
- Volume
- 121
- Issue
- 2
- Pages
- 219-245
- ISSN
- 0033-2909 (ISSN-L)
- 1939-1455
- OpenAlex
- W2093371949
- Semantic Scholar
- de9d16d02fc6cd75679a94f29181ba274bc8e3c5
- Cited by
- 1,829
- References
- 241
- Citations by year
- 2026: 39 · 2025: 37 · 2024: 48 · 2023: 79 · 2022: 66 · 2021: 60 · 2020: 118 · 2019: 110 · 2018: 79 · 2017: 83 · 2016: 92 · 2015: 79 · 2014: 84 · 2013: 96 · 2012: 93
- FWCI
- 27.18
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Psychological Bulletin (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Social Sciences › Psychology › Clinical Psychology › Personality Traits and Psychology
- Social Sciences › Psychology › Applied Psychology › Psychological Testing and Assessment
- Keywords
- intelligence, personality, career interest, social characteristics
- MeSH terms
- Adolescent, Aspirations, Psychological, Career Choice, Child, Female, Humans, Intelligence, Male, Motivation, Personality, Personality Development
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