Abstract
The Five Factor Model of personality is well-established at the phenotypic level, but much less is known about the coherence of the genetic and environmental influences within each personality domain. Univariate behavioral genetic analyses have consistently found the influence of additive genes and nonshared environment on multiple personality facets, but the extent to which genetic and environmental influences on specific facets reflect more general influences on higher order factors is less clear. We applied a multivariate quantitative-genetic approach to scores on the CPI-Big Five facets for 490 monozygotic and 317 dizygotic twins who took part in the National Merit Twin Study. Our results revealed a complex genetic structure for facets composing all five factors, with both domain-general and facet-specific genetic and environmental influences. For three of the Big Five domains, models that required common genetic and environmental influences on each facet to occur by way of effects on a higher order trait did not fit as well as models allowing for common genetic and environmental effects to act directly on the facets. These results add to the growing body of literature indicating that important variation in personality occurs at the facet level which may be overshadowed by aggregating to the trait level. Research at the facet level, rather than the factor level, is likely to have pragmatic advantages in future research on the genetics of personality.
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References
Armstrong PI, Anthoney SF (2009) Personality facets and RIASEC interests: an integrated model. J Vocat Behav 75:346–359
Ashton MC (1998) Personality and job performance: the importance of narrow traits. J Organ Behav 19:289–303
Ashton MC, Lee K, Goldberg LR, de Vries RE (2009) Higher-order factors of personality: do they exist? Pers Soc Psychol Rev 13:79–91
Bäckström M, Björklund F, Larsson MR (2009) Five-factor inventories have a major general factor related to social desirability which can be reduced by framing items neutrally. J Res Pers 43:335–344
Barrick MR, Mount MK (1991) The Big Five personality dimensions and job performance: a meta-analysis. Pers Psychol 44:1–26
Bentler PM, Satorra A (2010) Testing model nesting and equivalence. Psychol Methods 15:111–123
Bergeman CS, Chipuer HM, Plomin R, Pedersen NL, McClearn GE, Nesselroade JR, Costa PT Jr, McCrae RR (1993) Genetic and environmental effects on openness to experience, agreeableness, and conscientiousness: an adoption/twin study. J Pers 61:159–179
Block J (1995) A contrarian view of the five-factor approach to personality description. Psychol Bull 117:187–215
Block J (2010) The five-factor framing of personality and beyond: some ruminations. Psychol Inq 21:2–25
Bouchard TJ Jr (1997) The genetics of personality. In: Blum K, Noble EP (eds) Handbook of psychiatric genetics. Circle Press, Boca Raton, pp 273–296
Carver CS, Sutton SK, Scheier MF (2000) Action, emotion, and personality: emerging conceptual integration. Pers Soc Psychol Bull 26:741–751
Caspi A, Shiner RL (2006) Personality development. In: Eisenberg N, Damon W, Lerner RM (eds) Handbook of child psychology: social, emotional, and personality development, vol 3, 6th edn. Wiley, Hoboken, NJ, pp 300–353
Christiansen ND, Robie C (2011) Further consideration of the use of narrow trait scales. Can J Behav Sci 43:183–194
Corff YL, Toupin J (2010) The five-factor model of personality at the facet level: association with antisocial personality disorder symptoms and prediction of antisocial behavior. J Psychopathol Behav Assess 32:586–594
Costa PT Jr, McCrae RR (1992a) Revised NEO Personality Inventory (NEO PI-R) and NEO Five-Factor Inventory (NEO-FFI) professional manual. Psychological Assessment Resources, Odessa
Costa PT Jr, McCrae RR (1992b) Four ways the five factors are basic. Pers Individ Differ 13:653–665
Costa PT Jr, McCrae RR (1995) Domains and facets: hierarchical personality assessment using the revised NEO Personality Inventory. J Pers Assess 64:21–50
Costa PT Jr, McCrae RR, Holland JL (1984) Personality and vocational interests in an adult sample. J Appl Psychol 69:390–400
Costa PT Jr, McCrae RR, Dembroski TM (1989) Agreeableness vs. antagonism: explication of a potential risk factor for CHD. In: Siegman A, Dembroski TM (eds) In search of coronary-prone behavior: beyond Type A. Lawrence Erlbaum Associates, Hillsdale, pp 41–63
Cronbach LJ (1960) Essentials of psychological testing, 2nd edn. Harper, Oxford
Cronbach LJ, Gleser GC (1957) Psychological tests and personnel decisions. University of Illinois Press, Urbana
Cronbach LJ, Meehl PE (1955) Construct validity in psychological tests. Psychol Bull 52:281–302
de Moor MHM, Costa PT, Terracciano A, Krueger RF, de Gues EJC, Toshiko T, Phenninx BWJH, Esko T, Madden PAF, Derringer J, Amin N, Willemsen G, Hottenga J-J, Distel MA, Uda M, Sanna S, Spinhoven P, Hartman CA, Sullivan P, Realo A, Allik J, Heath AC, Pergadia ML, Agrawal A, Lin P, Grucza R, Nutile T, Ciullo M, Rujescu D, Giegling I, Konte B, Widen E, Cousminer DL, Eriksson JG, Palotie A, Peltonen L, Luciano M, Tenesa A, Davies G, Lopez LM, Hansell NK, Medland SE, Ferrucci L, Schlessinger D, Montgomery GW, Wright MJ, Aulchenko YS, Janssens ACJW, Oostra BA, Metspalu A, Abecasis GR, Deary IJ, Raikkonen K, Bierut LJ, Martin NG, van Duijn CM, Boomsma DI (2012) Meta-analysis of genome wide association studies for personality. Mol Psychiatry 17:337–349
DeYoung CG (2006) Higher-order factors of the Big Five in a multi-informant sample. J Pers Soc Psychol 91:1138–1151
DeYoung CG, Hasher L, Djikic M, Criger B, Peterson JB (2007a) Morning people are stable people: circadian rhythm and the higher-order factors of the Big Five. Pers Individ Differ 43:267–276
DeYoung CG, Quilty LC, Peterson JB (2007b) Between facets and domains: 10 aspects of the Big Five. J Pers Soc Psychol 93:880–896
DeYoung CG, Peterson JB, Séguin JR, Tremblay RE (2008) Externalizing behavior and the higher order factors of the Big Five. J Abnorm Psychol 117:947–953
Digman JM (1990) Personality structure: emergence of the five-factor model. Annu Revi Psychol 41:417–440
Digman JM (1997) Higher order factors of the Big Five. J Pers Soc Psychol 73:1246–1256
Digman JM, Takemoto-Chock NK (1981) Factors in the natural language of personality: re-analysis, comparison, and interpretation of six major studies. Multivar Behav Res 16:149–170
Dudley NM, Orvis KA, Lebiecki JE, Cortina JM (2006) A meta-analytic investigation of conscientiousness in the prediction of job performance: examining the intercorrelations and incremental validity of narrow traits. J Appl Psychol 91:40–57
Ekehammar B, Akrami N (2007) Personality and prejudice: from big five personality factors to facets. J Pers 75:899–926
Erdle S, Rushton JP (2010) The general factor of personality, BIS-BAS, expectancies of reward and punishment, self-esteem, and positive and negative affect. Pers Individ Differ 48:762–766
Erdle S, Gosling SD, Potter J (2009) Does self-esteem account for the higher-order factors of the Big Five? J Res Pers 43:921–922
Erdle S, Irwing P, Rushton JP, Park J (2010) The general factor of personality and its relation to self-esteem in 628, 640 internet respondents. Pers Individ Differ 48:343–346
Eysenck HJ (1992a) A reply to Costa and McCrae. P or A and C- the role of theory. Pers Individ Differ 13:867–868
Eysenck HJ (1992b) Four ways five factors are not basic. Pers Individ Differ 13:667–673
Eysenck HJ, Eysenck SBG (1976) Psychoticism as a dimension of personality. Crane, New York
Faraone SV, Tsuang MT, Tsuang DW (1999) Genetics of mental disorders: a guide for students, clinicians, and researchers. Guilford Press, New York
Fein EC, Klein HJ (2011) Personality predictors of behavioral self-regulation: linking behavioral self-regulation to five-factor model factors, facets, and a compound trait. In J Sel Assess 19:132–144
Ferguson E, Chamorro-Premuzic T, Pickering A, Weiss A (2011) Five into one doesn’t go: a critique of the general factor of personality. In: Chamorro-Premuzic T, von Stumm S, Furnham A (eds) The Wiley-Blackwell handbook of individual differences. Wiley-Blackwell, West Sussex, pp 162–186
Goldberg LR (1993) The structure of personality traits: vertical and horizontal aspects. In: Funder DC, Parke RD, Tomlinson-Keasey C, Widaman K (eds) Studying lives through time: personality and development. American Psychological Association, Washington, pp 169–188
Gough HB (1957) Manual for the California Psychological Inventory. Consulting Psychologists Press, Palo Alto
Gough HB, Bradley P (1996) CPI manual, 3rd edn. Consulting Psychologists Press, Palo Alto
Gough HB, Heilbrun AB (1983) The adjective check list manual, 2nd edn. Consulting Psychologists Press, Palo Alto
Heath AC, Martin NG (1990) Psychoticism as a dimension of personality: a multivariate genetic test of Eysenck and Eysenck’s Psychoticism construct. J Pers Soc Psychol 58:111–121
Hirsh JB, DeYoung CG, Peterson JB (2009) Metatraits of the big five differentially predict engagement and restraint of behavior. J Pers 77(4):1–17
Jang KL, Livesley WJ, Vernon PA (1996) Heritability of the Big Five personality dimensions and their facets: a twin study. J Pers 64:577–591
Jang KL, McCrae RR, Angleitner A, Riemann R, Livesley WJ (1998) Heritability of facet-level traits in a cross-cultural twin sample: support for a hierarchical model of personality. J Pers Soc Psychol 74:1556–1565
Jang KL, Livesley WJ, Angleitner A, Riemann R, Vernon PA (2002) Genetic and environmental influences on the covariance of facets defining the domains of the Five-Factor model of personality. Pers Individ Differ 33:83–101
Jang KL, Livesley WJ, Ando J, Yamagata S, Suzuki A, Angleitner A, Ostendorf F, Riemann R, Spinath F (2006) Behavioral genetics of the higher-order factors of the Big Five. Pers Individ Differ 41:261–272
John OP, Srivastava S (1999) The Big Five Trait taxonomy: history, measurement, and theoretical perspectives. In: Pervin LA, John OP (eds) Handbook of personality: theory and research, 2nd edn. Guilford Press, New York, pp 102–139
John OP, Donahue EM, Kentle RL (1991) The Big Five Inventory—versions 4a and 54. University of California, Berkeley
Johnson W, Krueger RF (2004) Genetic and environmental structure of adjectives describing the domains of the Big Five Model of personality: a nationwide US twin study. J Res Pers 38:448–472
Kim H, Kim H (2011) Trends and directions in personality genetic studies. Genomics Infom 9:45–51
Loehlin JC (1992) Genes and environment in personality development. Sage, Newbury Park
Loehlin JC (1996) The Cholesky approach: a cautionary note. Behav Genet 26:65–69
Loehlin JC, Nichols RC (1976) Heredity, environment and personality. University of Texas, Austin
Luciano M, Wainwright MA, Wright MJ, Martin NG (2006) The heritability of conscientiousness facets and their relationship to IQ and academic achievement. Pers Individ Differ 40:1189–1199
Lykken DT (1968) Statistical significance in psychology research. Psychol Bull 70:151–159
McArdle JJ, Goldsmith HH (1990) Alternative common factor models for multivariate biometric analyses. Behav Genet 20:569–608
McCrae RR (1994) Openness to experience as a basic dimension of personality. Imagin Cogn Pers 13:39–55
McCrae RR, Costa PJ Jr (1985) Comparison of EPI and psychoticism scales with measures of the five-factor model of personality. Pers Individ Differ 6:587–597
McCrae RR, Costa PJ Jr (1991) Adding Liebe und Arbeit: the full five-factor model and well-being. Pers Soc Psychol Bull 17:227–232
McCrae RR, Costa PJ Jr (1997) Personality trait structure as human universal. Am Psychol 52:509–516
McCrae RR, Costa PJ Jr, Piedmont RL (1993) Folk concepts, natural language, and psychological constructs: the California Psychological Inventory and the five-factor model. J Pers 61:1–26
McCrae RR, Jang KL, Livesley WJ, Riemann R, Angleitner A (2001) Sources of structure: genetic, environmental, and artifactual influences on the covariation of personality traits. J Pers 69:511–535
McCrae RR, Terracciano A, 79 members of the personality profiles of cultures project (2005) Personality profiles of cultures: aggregate personality traits. J Pers Soc Psychol 89:407–425
McCrae RR, Yamagata S, Jang JL, Riemann R, Ando J, Ono Y, Angleitner A, Spinath FM (2008) Substance and artifact in the higher-order Big Five. J Pers Soc Psychol 95:442–455
Miller T (1991) The psychotherapeutic utility of the five-factor model of personality: a clinician’s experience. J Pers Assess 57:415–433
Mitchell JT, Kimbrel NA, Hundt NE, Cobb AR, Nelson-Gray RO, Lootens CM (2007) An analysis of reinforcement sensitivity theory and the five-factor model. Eur J Pers 21:869–887
Musek J (2007) A general factor of personality: evidence for the big one in the five-factor model. J Res Pers 41:1213–1233
Muthén LK, Muthén BO (2010) Mplus user’s guide, 6th edn. Muthén and Muthén, Los Angeles
Neale MC, Cardon LR (1992) Methodology for genetic studies of twins and families. Kluwer, Dordrecht
Nichols RC, Bilbro WC Jr (1966) The diagnosis of twin zygosity. Acta Genet Med Gemellol 16:265–275
Ones DS, Viswesvaran C (1996) Bandwidth—fidelity dilemma in personality measurement for personnel selection. J Organ Behav 17:609–626
Ones DS, Viswesvaran C (2001a) Integrity tests and other criterion-focused occupational personality scales (COPS) used in personnel selection. Int J Sel Assess 9:31–39
Ones DS, Viswesvaran C (2001b) Personality at work: criterion-focused occupational personality scales used in personnel selection. In: Roberts BW, Hogan R (eds) Personality psychology in the workplace. American Psychological Association, Washington, pp 63–92
Ones DS, Viswesvaran C, Schmidt FL (1993) Comprehensive meta-analysis of integrity test validities: findings and implications for personnel selection and theories of job performance. J Appl Psychol 78:679–703
Paunonen SV (1998) Hierarchical organization of personality and prediction of behavior. J Pers Soc Psychol 74:538–556
Paunonen SV, Ashton MC (2001a) Big five factors and facets and the prediction of behavior. J Pers Soc Psychol 81:524–539
Paunonen SV, Ashton MC (2001b) Big five predictors of academic achievement. J Res Pers 35:78–90
Paunonen SV, Haddock G, Forsterling F, Keinonen M (2003) Broad versus narrow personality measures and the prediction of behavior across cultures. Eur J Pers 17:413–433
Pilia G, Chen W-M, Scuteri A, Orrú M, Albai G, Lai S, Loi P, Mameli C, Vacca L, Deiana M, Olla N, Masala M, Cao A, Najjar SS, Terracciano A, Nedorezov T, Sharov A, Zonderman AB, Abecasis GR, Costa P, Lakatta E, Schlessinger D (2006) Heritability of cardiovascular and personality traits in 6,148 Sardinians. PLoS Genet 2:1207–1223
Riemann R, Angleitner A, Strelau J (1997) Genetic and environmental influences on personality: a study of twins reared together using the self and peer report NEO-FFI scales. J Pers 65:449–475
Rushton JP, Irwing P (2008) A general factor of personality (GFP) from two meta-analyses of the Big Five: Digman (1997) and Mount, Barrick, Scullen, and Rounds (2005). Pers Individ Differ 45:679–683
Rushton JP, Irwing P (2009) A general factor of personality in 16 sets of the big five, the Guilford—Zimmerman Temperament Survey, the California Psychological Inventory, and the Temperament and Character Inventory. Pers Individ Differ 47:558–564
Rushton JP, Irwing P (2011) The general factor of personality: normal and abnormal. In: Chamorro-Premuzic T, von Stumm S, Furnham A (eds) The Wiley-Blackwell handbook of individual differences. Wiley-Blackwell, West Sussex, pp 132–161
Rushton JP, Bons TA, Hur Y (2008) The genetics and evolution of the general factor of personality. J Res Pers 42:1173–1185
Saucier G (1992) Benchmarks integrating affective and interpersonal circles with the Big Five personality factors. J Pers Soc Psychol 62:1025–1035
Scarr S, McCartney K (1983) How people make their own environments: a theory of genotype → environment effects. Child Dev 54:424–435
Soto CJ, John OP (2009) Using the California Psychological Inventory to assess the Big Five personality domains: a hierarchical approach. J Res Pers 43:25–38
Spearman C (1927) The abilities of man. Macmillan, London
Steiger JH (1989) EZPath: a supplementary module for SYSTAT and SYGRAPH. SYSTAT, Evanston
Terracciano A, Löckenhoff CE, Crum RM, Bienvenu OJ, Costa PT Jr (2008a) Five-factor model personality profiles of drug users. BMC Psychiatry 8, art. no. 22
Terracciano A, Löckenhoff CE, Zonderman AB, Ferrucci L, Costa PT Jr (2008b) Personality predictors of longevity: activity, emotional stability, and conscientiousness. Psychosom Med 70:621–627
Terracciano A, Sutin AR, McCrae RR, Deiana B, Ferrucci L, Schlessinger D, Uda M, Costa PT Jr (2009) Facets of personality linked to underweight and overweight. Psychosom Med 71:682–689
Terracciano A, Sanna S, Uda M, Deiana B, Usala G, Busonero F, Maschio A, Scally M, Patriciu N, Chen W-M, Distel MA, Slagboom EP, Boomsma DI, Villafuerte S, Sliwerska E, Burmeister M, Amin N, Janssens ACJW, van Duijn CM, Schlessinger D, Abecasis GR, Costa PT Jr (2010) Genome-wide association scan for five major dimensions of personality. Mol Psychiatry 15:647–656
Theophrastus (1870) The characters of Theophrastus (R. C. Jebb, Trans.) Macmillan, London
Turkheimer E (2000) The three laws of behavioral genetics and what they mean. Curr Dir Psychol Sci 9:160–164
Van der Linden D, te Nijenhuis J, Bakker AB (2010) The general factor of personality: a meta-analysis of big five intercorrelations and a criterion-related validity study. J Res Pers 44:315–327
Vecchione M, Alessandri G, Barbaranelli C, Caprara G (2011) Higher-order factors of the big five and basic values: empirical and theoretical relations. Br J Psychol 102:478–498
Veselka L, Schermer JA, Petrides KV, Vernon PA (2009) Evidence for a heritable general factor of personality in two studies. Twin Res Hum Genet 12:254–260
Yamagata S, Suzuki A, Ando J, Ono Y, Kijima N, Yoshimura K, Ostendorf F, Angleitner A, Riemann R, Spinath FM, Livesley WJ, Jang KL (2006) Is the genetic structure of human personality universal? A cross-cultural twin study from North America, Europe, and Asia. J Pers Soc Psychol 90:987–998
Zuckerman M (1992) What is a basic factor and which factors are basic? Turtles all the way down. Pers Individ Differ 13:675–681
Zuckerman M, Kuhlman DM, Joireman J, Teta P, Kraft M (1993) A comparison of three structural models for personality: the Big Three, the Big Five, and the Alternative Five. J Pers Soc Psychol 65:757–768
Acknowledgments
The Population Research Center at the University of Texas at Austin is supported by a center grant from the National Institute of Child Health and Human Development (R24 HD042849). We would like to thank John Loehlin and Sam Gosling for helpful comments on an earlier version of this article. Additionally, we would like to thank Chris Soto for the scoring algorithm for the CPI-Big Five.
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Appendix
The independent pathways model specifies that each facet has separate genetic, shared environmental, and nonshared environmental loadings on common (domain-general) genetic, shared environmental, and nonshared environmental factors. In comparison, the common pathways model specifies that each facet has a single phenotypic loading on a common phenotypic factor, which in turn has loadings on a single set of trait-level genetic, shared environmental, and nonshared environmental factors. The following parameter constraints can be applied to the common factor loadings from the independent pathways model to function as a common pathways model
where λ represents common factor loadings, the subscript f indicates that a parameter is allowed to vary across facets, and the subscript t indicates that a parameter is constant across all facets belonging to the same trait. Note that facet-specific genetic and environmental loadings are not represented above; λ[Af], λ[Cf], and λ[Ef] only represent loadings on the common genetic and environmental variance components.
To illustrate how these constraints function, we can apply the above constraints to the facets of
Agreeableness yielding:
Note that the first phenotypic loading (what would ordinarily be λtrust) is fixed to 1 to set the metric of the latent phenotype. It can be seen that without the constraints on the right hand side of the equations, there are 9 free parameters that would be individually estimated, whereas with the constraints, 5 free parameters are estimated (three trait-level biometric components and k − 1 phenotypic loadings, where k is equal to the number of facets).
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Briley, D.A., Tucker-Drob, E.M. Broad Bandwidth or High Fidelity? Evidence from the Structure of Genetic and Environmental Effects on the Facets of the Five Factor Model. Behav Genet 42, 743–763 (2012). https://doi.org/10.1007/s10519-012-9548-8
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DOI: https://doi.org/10.1007/s10519-012-9548-8