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Differential changes in impulsivity and sensation seeking and the escalation of substance use from adolescence to early adulthood

Published online by Cambridge University Press:  24 July 2012

Patrick D. Quinn  and
K. Paige Harden
Patrick D. Quinn*
Affiliation:
University of Texas at Austin
K. Paige Harden
Affiliation:
University of Texas at Austin
*
Address correspondence and reprint requests to: Patrick D. Quinn, Department of Psychology, University of Texas at Austin, A8000, Austin, TX 78712; E-mail: [email protected].
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Abstract

Recent evidence suggests that impulsivity and sensation seeking are not stable risk factors for substance use among adolescents and early adults but rather that they undergo significant developmental maturation and change. Further, developmental trends of both personality facets may vary across individuals. In the current investigation, we used longitudinal data from ages 15 to 26 on 5,632 individuals drawn from the offspring generation of the National Longitudinal Survey of Youth to examine whether interindividual differences in intraindividual change in impulsivity and sensation seeking predicted the escalation of alcohol, marijuana, and cigarette use in adolescence and early adulthood. Latent growth curve models revealed significant individual differences in rates of change in both personality and substance use. Age-related changes in personality were positively associated with individual differences in substance-use change. Individuals who declined more slowly in impulsivity increased in alcohol, marijuana, and cigarette more rapidly, whereas individuals who declined more slowly in sensation seeking increased more rapidly in alcohol use only. Although risk for substance use across the population may peak during adolescence and early adulthood, this risk may be highest among those who decline more gradually in impulsivity.

Type
Regular Articles
Information
Development and Psychopathology , Volume 25 , Issue 1: Gene–Environment Correlation in Developmental Psychopathology , February 2013 , pp. 223 - 239
Copyright
Copyright © Cambridge University Press 2012

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References

Arnett, J. J. (2000). Emerging adulthood: A theory of development from the late teens through the twenties. American Psychologist, 55, 469–480.CrossRefGoogle ScholarPubMed
Asparouhov, T., & Muthén, B. (2006). Comparison of estimation methods for complex survey data analysis. Mplus technical appendices. Retrieved from http://www.statmodel.com/resrchpap.shtmlGoogle Scholar
Bachman, J. G., O'Malley, P. M., Schulenberg, J. E., Johnston, L. D., Bryant, A. L., & Merline, A. C. (2002). The decline of substance use in young adulthood: Changes in social activities, roles, and beliefs. Mahwah, NJ: Erlbaum.Google Scholar
Bachman, J. G., Wadsworth, K. N., O'Malley, P. M., & Johnston, L. D. (1997). Smoking, drinking, and drug use in young adulthood: The impacts of new freedoms and new responsibilities. Hillsdale, NJ: Erlbaum.Google Scholar
Block, J., & Block, J. H. (2006). Venturing a 30-year longitudinal study. American Psychologist, 61, 315–327.CrossRefGoogle ScholarPubMed
Brown, E. C., Catalano, R. F., Fleming, C. B., Haggerty, K. P., & Abbott, R. D. (2005). Adolescent substance use outcomes in the Raising Healthy Children Project: A two-part latent growth curve analysis. Journal of Consulting and Clinical Psychology, 73, 699–710.CrossRefGoogle Scholar
Casey, B. J., Getz, S., & Galvan, A. (2008). The adolescent brain. Developmental Review, 28, 62–77.CrossRefGoogle ScholarPubMed
Caspi, A., Roberts, B. W., & Shiner, R. L. (2005). Personality development: Stability and change. Annual Review of Psychology, 56, 453–484.CrossRefGoogle ScholarPubMed
Cauffman, E., Shulman, E. P., Steinberg, L., Claus, E., Banich, M. T., Graham, S., et al. (2010). Age differences in affective decision making as indexed by performance on the Iowa gambling task. Developmental Psychology, 46, 193–207.CrossRefGoogle ScholarPubMed
Chase-Lansdale, P. L., Mott, F. L., Brooks-Gunn, J., & Phillips, D. A. (1991). Children of the National Longitudinal Survey of Youth: A unique research opportunity. Developmental Psychology, 27, 918–931.CrossRefGoogle Scholar
Chassin, L., Pitts, S. C., & Prost, J. (2002). Binge drinking trajectories from adolescence to emerging adulthood in a high-risk sample: Predictors and substance abuse outcomes. Journal of Consulting and Clinical Psychology, 70, 67–78.CrossRefGoogle Scholar
Cheong, J., MacKinnon, D. P., & Khoo, S. T. (2003). Investigation of mediational processes using parallel process latent growth curve modeling. Structural Equation Modeling, 10, 238–262.CrossRefGoogle ScholarPubMed
Cloninger, C. R., Przybeck, T. R., & Svrakic, D. M. (1991). The Tridimensional Personality Questionnaire: U.S. normative data. Psychological Reports, 69, 1047–1057.CrossRefGoogle ScholarPubMed
Compton, W. M., Grant, B. F., Colliver, J. D., Glantz, M. D., & Stinson, F. S. (2004). Prevalence of marijuana use disorders in the United States: 1991–1992 and 2001–2002. Journal of the American Medical Association, 291, 2114–2121.CrossRefGoogle ScholarPubMed
Cooper, M. L., Wood, P. K., Orcutt, H. K., & Albino, A. (2003). Personality and the predisposition to engage in risky or problem behaviors during adolescence. Journal of Personality and Social Psychology, 84, 390–410.CrossRefGoogle ScholarPubMed
Crawford, A. M., Pentz, M. A., Chou, C.-P., Li, C., & Dwyer, J. H. (2003). Parallel developmental trajectories of sensation seeking and regular substance use in adolescents. Psychology of Addictive Behaviors, 17, 179–192.CrossRefGoogle ScholarPubMed
Cross, C. P., Copping, L. T., & Campbell, A. (2011). Sex differences in impulsivity: A meta-analysis. Psychological Bulletin, 137, 97–130.CrossRefGoogle ScholarPubMed
Cyders, M. A., Flory, K., Rainer, S., & Smith, G. T. (2009). The role of personality dispositions to risky behavior in predicting first-year college drinking. Addiction, 104, 193–202.CrossRefGoogle ScholarPubMed
Cyders, M. A., & Smith, G. T. (2008). Emotion-based dispositions to rash action: Positive and negative urgency. Psychological Bulletin, 134, 807–828.CrossRefGoogle ScholarPubMed
Dawe, S., Gullo, M. J., & Loxton, N. J. (2004). Reward drive and rash impulsiveness as dimensions of impulsivity: Implications for substance misuse. Addictive Behaviors, 29, 1389–1405.CrossRefGoogle ScholarPubMed
Dick, D. M., Smith, G. T., Olausson, P., Mitchell, S. H., Leeman, R. F., O'Malley, S. S., et al. (2010). Understanding the construct of impulsivity and its relationship to alcohol use disorders. Addiction Biology, 15, 217–226.CrossRefGoogle ScholarPubMed
Donnellan, M. B., Conger, R. D., & Burzette, R. G. (2007). Personality development from late adolescence to young adulthood: Differential stability, normative maturity, and evidence for the maturity-stability hypothesis. Journal of Personality, 75, 237–263.CrossRefGoogle ScholarPubMed
D'Onofrio, B. M., Van Hulle, C. A., Waldman, I. D., Rodgers, J. L., Harden, K. P., Rathouz, P. J., et al. (2008). Smoking during pregnancy and offspring externalizing problems: An exploration of genetic and environmental confounds. Development and Psychopathology, 20, 139–164.CrossRefGoogle ScholarPubMed
Duckworth, A. L., & Kern, M. L. (2011). A meta-analysis of the convergent validity of self-control measures. Journal of Research in Personality, 45, 259–268.CrossRefGoogle ScholarPubMed
Duckworth, A. L., & Seligman, M. E. P. (2006). Self-discipline gives girls the edge: Gender in self-discipline, grades, and achievement test scores. Journal of Educational Psychology, 98, 198–208.CrossRefGoogle Scholar
Elkins, I. J., King, S. M., McGue, M., & Iacono, W. G. (2006). Personality traits and the development of nicotine, alcohol, and illicit drug disorders: Prospective links from adolescence to young adulthood. Journal of Abnormal Psychology, 115, 26–39.CrossRefGoogle ScholarPubMed
Elliott, D. S., & Huizinga, D. (1983). Social class and delinquent behavior in a national youth panel. Criminology, 21, 149–177.Google Scholar
Flory, K., Lynam, D., Milich, R., Leukefeld, C., & Clayton, R. (2004). Early adolescent through young adult alcohol and marijuana use trajectories: Early predictors, young adult outcomes, and predictive utility. Development and Psychopathology, 16, 193–213.CrossRefGoogle ScholarPubMed
Grant, B. F., Dawson, D. A., Stinson, F. S., Chou, S. P., Dufour, M. C., & Pickering, R. P. (2004). The 12-month prevalence and trends in DSM-IV alcohol abuse and dependence: United States, 1991–1992 and 2001–2002. Drug and Alcohol Dependence, 74, 223–234.CrossRefGoogle ScholarPubMed
Gullo, M. J., Ward, E., Dawe, S., Powell, J., & Jackson, C. J. (2011). Support for a two-factor model of impulsivity and hazardous substance use in British and Australian young adults. Journal of Research in Personality, 45, 10–18.CrossRefGoogle Scholar
Harden, K. P., D'Onofrio, B. M., Van Hulle, C., Turkheimer, E., Rodgers, J. L., Waldman, I. D., et al. (2009). Population density and youth antisocial behavior. Journal of Child Psychology and Psychiatry, 50, 999–1008.CrossRefGoogle ScholarPubMed
Harden, K. P., Lynch, S. K., Turkheimer, E., Emery, R. E., D'Onofrio, B. M., Slutske, W. S., et al. (2007). A behavior genetic investigation of adolescent motherhood and offspring mental health problems. Journal of Abnormal Psychology, 116, 667–683.CrossRefGoogle ScholarPubMed
Harden, K. P., & Tucker-Drob, E. M. (2011). Individual differences in the development of sensation seeking and impulsivity during adolescence: Further evidence for a dual systems model. Developmental Psychology, 47, 739–746.CrossRefGoogle ScholarPubMed
Heath, A. C., Meyer, J., Jardine, R., & Martin, N. G. (1991). The inheritance of alcohol consumption patterns in a general population twin sample: II. Determinants of consumption frequency and quantity consumed. Journal of Studies on Alcohol, 52, 425–433.CrossRefGoogle Scholar
Hittner, J. B., & Swickert, R. (2006). Sensation seeking and alcohol use: A meta-analytic review. Addictive Behaviors, 31, 1383–1401.CrossRefGoogle ScholarPubMed
Iacono, W. G., Malone, S. M., & McGue, M. (2008). Behavioral disinhibition and the development of early-onset addiction: Common and specific influences. Annual Review of Clinical Psychology, 4, 325–348.CrossRefGoogle ScholarPubMed
Johnson, W., Turkheimer, E., Gottesman, I. I., & Bouchard, T. J. Jr. (2009). Beyond heritability: Twin studies in behavioral research. Current Directions in Psychological Science, 18, 217–220.CrossRefGoogle Scholar
Johnston, L. D., O'Malley, P. M., Bachman, J. G., & Schulenberg, J. (2009a). Monitoring the Future: National survey results on drug use, 1975–2008: Vol. 1. Secondary school students. Bethesda, MD: National Institute on Drug Abuse.Google Scholar
Johnston, L. D., O'Malley, P. M., Bachman, J. G., & Schulenberg, J. (2009b). Monitoring the Future: National survey results on drug use, 1975–2008: Vol. 2. College students and adults ages 19–50. Bethesda, MD: National Institute on Drug Abuse.Google Scholar
Kirby, K. N., & Finch, J. C. (2010). The hierarchical structure of self-reported impulsivity. Personality and Individual Differences, 48, 704–713.CrossRefGoogle ScholarPubMed
Kline, R. B. (2005). Principles and practice of structural equation modeling. New York: Guilford Press.Google Scholar
Krueger, R. F., Hicks, B. M., Patrick, C. J., Carlson, S. R., Iacono, W. G., & McGue, M. (2002). Etiologic connections among substance dependence, antisocial behavior and personality: Modeling the externalizing spectrum. Journal of Abnormal Psychology, 111, 411–424.CrossRefGoogle ScholarPubMed
Li, T.-K., Hewitt, B. G., & Grant, B. F. (2004). Alcohol use disorders and mood disorders: A National Institute on Alcohol Abuse and Alcoholism perspective. Biological Psychiatry, 56, 718–720.CrossRefGoogle ScholarPubMed
Littlefield, A. K., Sher, K. J., & Wood, P. K. (2009). Is “maturing out” of problematic alcohol involvement related to personality change? Journal of Abnormal Psychology, 118, 360–374.CrossRefGoogle Scholar
Littlefield, A. K., Sher, K. J., & Wood, P. K. (2010a). Do changes in drinking motives mediate the relation between personality change and “maturing out” of problem drinking? Journal of Abnormal Psychology, 119, 93–105.CrossRefGoogle ScholarPubMed
Littlefield, A. K., Sher, K. J., & Wood, P. K. (2010b). A personality-based description of maturing out of alcohol problems: Extension with a Five-Factor model and robustness to modeling challenges. Addictive Behaviors, 35, 948–954.CrossRefGoogle ScholarPubMed
Littlefield, A. K., Vergés, A., Wood, P. K., & Sher, K. J. (in press). Transactional models between personality and alcohol involvement: A further examination. Journal of Abnormal Psychology.Google Scholar
Lynam, D. R., & Miller, J. D. (2004). Personality pathways to impulsive behavior and their relations to deviance: Results from three samples. Journal of Quantitative Criminology, 20, 319–341.CrossRefGoogle Scholar
Magid, V., & Colder, C. R. (2007). The UPPS Impulsive Behavior Scale: Factor structure and associations with college drinking. Personality and Individual Differences, 43, 1927–1937.CrossRefGoogle Scholar
Magid, V., MacLean, M. G., & Colder, C. R. (2007). Differentiating between sensation seeking and impulsivity through their mediated relations with alcohol use and problems. Addictive Behaviors, 32, 2046–2061.CrossRefGoogle ScholarPubMed
Martin, C. A., Kelly, T. H., Rayens, M. K., Brogli, B. R., Brenzel, A., Smith, W. J., et al. (2002). Sensation seeking, puberty and nicotine, alcohol and marijuana use in adolescence. Journal of the American Academy of Child & Adolescent Psychiatry, 41, 1495–1502.CrossRefGoogle ScholarPubMed
McArdle, J. J., & Nesselroade, J. R. (2003). Growth curve analysis in contemporary psychological research. In Schinka, J. & Velicer, W. (Eds.), Comprehensive handbook of psychology: Vol. 2. Research methods in psychology (pp. 447–480). New York: Wiley.CrossRefGoogle Scholar
McCrae, R. R., & Costa, P. T. (1994). The stability of personality: Observation and evaluations. Current Directions in Psychological Science, 3, 173–175.CrossRefGoogle Scholar
Mendle, J., Harden, K. P., Turkheimer, E., Van Hulle, C. A., D'Onofrio, B. M., Brooks-Gunn, J., et al. (2009). Associations between father absence and age of first sexual intercourse. Child Development, 80, 1463–1480.CrossRefGoogle ScholarPubMed
Meredith, W., Horn, J., Collins, L. M., & Sayer, A. G. (2001). The role of factorial invariance in modeling growth and change. In Collins, L. M. & Sayer, A. G. (Eds.), New methods for the analysis of change (pp. 203–240). Washington, DC: American Psychological Association.CrossRefGoogle Scholar
Meredith, W., & Tisak, J. (1990). Latent curve analysis. Psychometrika, 55, 107–122.CrossRefGoogle Scholar
Miller, J., Flory, K., Lynam, D., & Leukefeld, C. (2003). A test of the four-factor model of impulsivity-related traits. Personality and Individual Differences, 34, 1403–1418.CrossRefGoogle Scholar
Mroczek, D. K., & Spiro, A. (2007). Personality change influences mortality in older men. Psychological Science, 18, 371–376.CrossRefGoogle ScholarPubMed
Muthén, L. K., & Muthén, B. O. (1998–2007). MPlus user's guide (5th ed.). Los Angeles: Author.Google Scholar
Neyer, F. J., & Lehnart, J. (2007). Relationships matter in personality development: Evidence from an 8-year longitudinal study across young adulthood. Journal of Personality, 75, 535–568.CrossRefGoogle ScholarPubMed
Paschall, M. J., Bersamin, M., & Flewelling, R. L. (2005). Racial/ethnic differences in the association between college attendance and heavy alcohol use: A national study. Journal of Studies on Alcohol, 66, 266–274.CrossRefGoogle ScholarPubMed
Quinn, P. D., Stappenbeck, C. S., & Fromme, K. (2011). Collegiate heavy drinking prospectively predicts change in sensation seeking and impulsivity. Journal of Abnormal Psychology, 120, 543–556.CrossRefGoogle ScholarPubMed
Radloff, L. S. (1977). The CES-D scale: A self-report depression scale for research in the general population. Applied Psychological Measurement, 1, 385–401.CrossRefGoogle Scholar
Roberti, J. W., Storch, E. A., & Bravata, E. (2003). Further psychometric support for the Sensation Seeking Scale—Form V. Journal of Personality Assessment, 81, 291–292.CrossRefGoogle ScholarPubMed
Roberts, B. W., & Bogg, T. (2004). A longitudinal study of the relationships between conscientiousness and the social–environmental factors and substance-use behaviors that influence health. Journal of Personality, 72, 325–353.CrossRefGoogle ScholarPubMed
Roberts, B. W., & DelVecchio, W. F. (2000). The rank-order consistency of personality traits from childhood to old age: A quantitative review of longitudinal studies. Psychological Bulletin, 126, 3–25.CrossRefGoogle ScholarPubMed
Roberts, B. W., Jackson, J. J., Burger, J., & Trautwein, U. (2009). Conscientiousness and externalizing psychopathology: Overlap, developmental patterns, and etiology of two related constructs. Development and Psychopathology, 21, 871–888.CrossRefGoogle ScholarPubMed
Roberts, B. W., & Mroczek, D. (2008). Personality trait change in adulthood. Current Directions in Psychological Science, 17, 31–35.CrossRefGoogle ScholarPubMed
Roberts, B. W., Walton, K., Bogg, T., & Caspi, A. (2006). De-investment in work and non-normative personality trait change in young adulthood. European Journal of Personality, 20, 461–474.CrossRefGoogle Scholar
Roberts, B. W., Walton, K. E., & Viechtbauer, W. (2006). Patterns of mean-level change in personality traits across the life course: A meta-analysis of longitudinal studies. Psychological Bulletin, 132, 1–25.CrossRefGoogle ScholarPubMed
Romer, D. (2010). Adolescent risk taking, impulsivity, and brain development: Implications for prevention. Developmental Psychobiology, 52, 263–276.CrossRefGoogle ScholarPubMed
Romer, D., & Hennessy, M. (2007). A biosocial-affect model of adolescent sensation seeking: The role of affect evaluation and peer-group influence in adolescent drug use. Prevention Science, 8, 89–101.Google ScholarPubMed
Rowland, G. L., & Franken, R. E. (1986). The four dimensions of sensation seeking: A confirmatory factor analysis. Personality and Individual Differences, 7, 237–240.CrossRefGoogle Scholar
Rutter, M., Pickles, A., Murray, R., & Eaves, L. (2001). Testing hypotheses on specific environmental causal effects on behavior. Psychological Bulletin, 127, 291–324.CrossRefGoogle ScholarPubMed
Schafer, J. L., & Graham, J. W. (2002). Missing data: Our view of the state of the art. Psychological Methods, 7, 147–177.CrossRefGoogle ScholarPubMed
Scollon, C. N., & Diener, E. (2006). Love, work, and changes in extraversion and neuroticism over time. Journal of Personality and Social Psychology, 91, 1152–1165.CrossRefGoogle ScholarPubMed
Sher, K. J., Bartholow, B. D., & Wood, M. D. (2000). Personality and substance use disorders: A prospective study. Journal of Consulting and Clinical Psychology, 68, 818–829.CrossRefGoogle ScholarPubMed
Sher, K. J., & Gotham, H. J. (1999). Pathological alcohol involvement: A developmental disorder of young adulthood. Development and Psychopathology, 11, 933–956.CrossRefGoogle ScholarPubMed
Sher, K. J., & Trull, T. J. (1994). Personality and disinhibitory psychopathology: Alcoholism and antisocial personality disorder. Journal of Abnormal Psychology, 103, 92–102.CrossRefGoogle ScholarPubMed
Sher, K. J., Trull, T. J., Bartholow, B. D., & Vieth, A. (1999). Personality and alcoholism: Issues, methods, and etiological processes. In Leonard, K. E. & Blane, H. T. (Eds.), Psychological theories of drinking and alcoholism (2nd ed., pp. 54–105). New York: Guilford Press.Google Scholar
Smith, G. T., Fischer, S., Cyders, M. A., Annus, A. M., Spillane, N. S., & McCarthy, D. M. (2007). On the validity and utility of discriminating among impulsivity-like traits. Assessment, 14, 155–170.CrossRefGoogle ScholarPubMed
Somerville, L. H., Jones, R. M., & Casey, B. J. (2010). A time of change: Behavioral and neural correlates of adolescent sensitivity to appetitive and aversive environmental cues. Brain and Cognition, 72, 124–133.CrossRefGoogle ScholarPubMed
Steinberg, L. (2008). A social neuroscience perspective on adolescent risk-taking. Developmental Review, 28, 78–106.CrossRefGoogle ScholarPubMed
Steinberg, L. (2010). A dual systems model of adolescent risk-taking. Developmental Psychobiology, 52, 216–224.CrossRefGoogle ScholarPubMed
Steinberg, L., Albert, D., Cauffman, E., Banich, M., Graham, S., & Woolard, J. (2008). Age differences in sensation seeking and impulsivity as indexed by behavior and self-report: Evidence for a dual systems model. Developmental Psychology, 44, 1764–1778.CrossRefGoogle ScholarPubMed
Steinberg, L., Graham, S., O'Brien, L., Woolard, J., Cauffman, E., & Banich, M. (2009). Age differences in future orientation and delay discounting. Child Development, 80, 28–44.CrossRefGoogle ScholarPubMed
Turley, R. N. L. (2003). Are children of young mothers disadvantaged because of their mother's age or family background? Child Development, 74, 465–474.CrossRefGoogle ScholarPubMed
Vaidya, J. G., Gray, E. K., Haig, J. R., Mroczek, D. K., & Watson, D. (2008). Differential stability and individual growth trajectories of big five and affective traits during young adulthood. Journal of Personality, 76, 267–304.Google ScholarPubMed
Vaidya, J. G., Gray, E. K., Haig, J., & Watson, D. (2002). On the temporal stability of personality: Evidence for differential stability and the role of life experiences. Journal of Personality and Social Psychology, 83, 1469–1484.CrossRefGoogle ScholarPubMed
Vaidya, J. G., Latzman, R. D., Markon, K. E., & Watson, D. (2010). Age differences on measures of disinhibition during young adulthood. Personality and Individual Differences, 48, 815–820.CrossRefGoogle Scholar
Wechsler, H., Dowdall, G. W., Maenner, G., Gledhill-Hoyt, J., & Lee, H. (1998). Changes in binge drinking and related problems among American college students between 1993 and 1997. Journal of American College Health, 47, 57–68.CrossRefGoogle ScholarPubMed
Wetherill, R. R., & Fromme, K. (2007). Perceived awareness and caring influences alcohol use by high school and college students. Psychology of Addictive Behaviors, 21, 147–154.CrossRefGoogle ScholarPubMed
Whiteside, S. P., & Lynam, D. R. (2001). The Five Factor Model and impulsivity: Using a structural model of personality to understand impulsivity. Personality and Individual Differences, 30, 669–689.CrossRefGoogle Scholar
Whiteside, S. P., & Lynam, D. R. (2003). Understanding the role of impulsivity and externalizing psychopathology in alcohol abuse: Application of the UPPS Impulsive Behavior Scale. Experimental and Clinical Psychopharmacology, 11, 210–217.CrossRefGoogle ScholarPubMed
Zucker, R. A., Cicchetti, D., & Cohen, D. J. (2006). Alcohol use and the alcohol use disorders: A developmental–biopsychosocial systems formulation covering the life course. In Cicchetti, D. & Cohen, D. J. (Eds.), Developmental psychopathology: Vol. 3. Risk, disorder, and adaptation (2nd ed., pp. 620–656). Hoboken, NJ: Wiley.Google Scholar
Zuckerman, M. (1994). Behavioral expressions and biosocial bases of sensation seeking. Cambridge: Cambridge University Press.Google Scholar
Zuckerman, M., Kuhlman, D. M., 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. Journal of Personality and Social Psychology, 65, 757–768.CrossRefGoogle Scholar