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Personality, Positivity and Happiness: A Mediation Analysis Using a Bifactor Model

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Abstract

Recent studies suggested an important role of neuroticism and extraversion facets as incremental predictors of subjective well-being outcomes. Research has shown that positive cognitions mediated the relation between personality traits and well-being. The present study examined the relationship between neuroticism and extraversion, measured as general and group factors, and subjective happiness through a general positivity factor. 770 community participants (69.4 % females; M = 55.34; SD = 16.01) completed personality, satisfaction with life, optimism, self-esteem, and subjective happiness scales. A bifactor model was used to parse general and specific variance components for multifaceted constructs. The general positivity factor completely mediated neuroticism-subjective happiness relationships and overlapped with general neuroticism, whilst it partially mediated extraversion-subjective happiness ones. Other paths to happiness involved cheerfulness and enthusiasm. Assertiveness, activity level and excitement-seeking had a weak relationship with subjective happiness and only through positivity. Gregariousness and friendliness had neither direct nor indirect effects on subjective happiness. Life satisfaction had a twofold role as a component of positivity as well as providing an independent contribution to variance in subjective happiness. In keeping with previous research, neuroticism acted as a sort of general negativity factor. Cheerfulness and extraversion made an incremental contribution to variance in subjective happiness. Our findings support the utility of a multifaceted approach to study pathways from personality to well-being. Theoretical and practical implications for promoting well-being were discussed.

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Notes

  1. Although this private institution does not offer formal degrees, students are free to follow a variety of courses in subjects such as music, psychology, foreign languages and so forth.

  2. We actually tested the more comprehensive model, but it failed to reach convergence due to high number of parameters to be estimated; this problem is more likely to arise when many general and specific factors are used as predictors (Chen et al. 2012).

  3. We applied a correction factor to the omega formula for correlated scale component errors (see Raykov 2012).

  4. Chen et al. (2013) found a similar pattern for negative affect in a bifactor model of subjective well-being.

References

  • Albuquerque, I., de Lima, M. P., Matos, M., & Figueiredo, C. (2012). Personality and subjective well-being: What hides behind global analyses? Social Indicators Research, 105, 447–460. doi:10.1007/s11205-010-9780-7.

    Article  Google Scholar 

  • Anderson, J. C., & Gerbing, D. W. (1988). Structural equation modeling in practice: A review and recommended two-step approach. Psychological Bulletin, 103, 411–423. doi:10.1037/0033-2909.103.3.411.

    Article  Google Scholar 

  • Andridge, R. R., & Little, R. J. (2010). A review of hot deck imputation for survey non-response. International Statistical Review, 78, 40–64. doi:10.1111/j.1751-5823.2010.00103.x.

    Article  Google Scholar 

  • Anglim, J., & Grant, S. (2016). Predicting psychological and subjective well-being from personality: Incremental prediction from 30 facets over the big 5. Journal of Happiness Studies, 17, 59–80. doi:10.1007/s10902-014-9583-7.

    Article  Google Scholar 

  • Bentler, P. M. (2005). EQS 6: Structural equations program manual. Encino, CA: Multivariate Software Inc.

    Google Scholar 

  • Bleidorn, W., Kandler, C., & Caspi, A. (2014). The behavioural genetics of personality development in adulthood—classic, contemporary, and future trends. European Journal of Personality, 28, 244–255. doi:10.1002/per.1957.

    Article  Google Scholar 

  • Browne, M. W., & Cudek, R. (1993). Alternative ways of assessing model fit. In K. A. Bollen & J. S. Long (Eds.), Testing structural equation models (pp. 136–162). Newbury Park, CA: Sage.

    Google Scholar 

  • Caprara, G. V. (2009). Positive orientation: Turning potentials into optimal functioning. The Bulletin of the European Health Psychologist, 11, 46–48.

    Google Scholar 

  • Caprara, G. V., Alessandri, G., Eisenberg, N., Kupfer, A., Steca, P., Caprara, M. G., et al. (2012). The positivity scale. Psychological Assessment, 24, 701–712. doi:10.1037/a0026681.

    Article  Google Scholar 

  • Caprara, G. V., Eisenberg, N., & Alessandri, G. (2016). Positivity: The dispositional basis of happiness. Journal of Happiness Studies. doi: 10.1007/s10902-016-9728-y.

    Google Scholar 

  • Catalino, L. I., Algoe, S. B., & Fredrickson, B. L. (2014). Prioritizing positivity: An effective approach to pursuing happiness? Emotion, 14, 1155–1161. doi:10.1037/a0038029.

    Article  Google Scholar 

  • Chen, F. F., Hayes, A., Carver, C. S., Laurenceau, J. P., & Zhang, Z. (2012). Modeling general and specific variance in multifaceted constructs: A comparison of the bifactor model to other approaches. Journal of Personality, 80, 219–251. doi:10.1111/j.1467-6494.2011.00739.x.

    Article  Google Scholar 

  • Chen, F. F., Jing, Y., Hayes, A., & Lee, J. M. (2013). Two concepts or two approaches? A bifactor analysis of psychological and subjective well-being. Journal of Happiness Studies, 14, 1033–1068. doi:10.1007/s10902-012-9367-x.

    Article  Google Scholar 

  • Chen, F. F., West, S. G., & Sousa, K. H. (2006). A comparison of bifactor and second-order models of quality of life. Multivariate Behavioral Research, 41, 189–225. doi:10.1207/s15327906mbr4102_5.

    Article  Google Scholar 

  • Cheung, G. W., & Rensvold, R. B. (2002). Evaluating goodness-of-fit indexes for testing measurement invariance. Structural Equation Modeling, 9, 233–255. doi:10.1207/S15328007SEM0902_5.

    Article  Google Scholar 

  • Chou, C. P., & Bentler, P. M. (1990). Model modification in covariance structure modeling: A comparison among likelihood ratio, Lagrange multiplier, and Wald tests. Multivariate Behavioral Research, 25(1), 115–136. doi:10.1207/s15327906mbr2501_13.

    Article  Google Scholar 

  • DeNeve, K. M., & Cooper, H. (1998). The happy personality: A meta-analysis of 137 personality traits and subjective well-being. Psychological Bulletin, 124, 197–229. doi:10.1037/0033-2909.124.2.197.

    Article  Google Scholar 

  • Depue, R. A., & Collins, P. F. (1999). Neurobiology of the structure of personality: Dopamine, facilitation of incentive motivation, and extraversion. Behavioral and Brain Sciences, 22, 491–517. doi:10.1017/S0140525X99002046.

    Google Scholar 

  • DeYoung, C. G., Quilty, L. C., & Peterson, J. B. (2007). Between facets and domains: 10 aspects of the Big Five. Journal of Personality and Social Psychology, 93, 880–896. doi:10.1037/0022-3514.93.5.880.

    Article  Google Scholar 

  • Diener, E., & Chan, M. Y. (2011). Happy people live longer: Subjective well-being contributes to health and longevity. Applied Psychology: Health and Well-Being, 3, 1–43. doi:10.1111/j.1758-0854.2010.01045.x.

    Google Scholar 

  • Diener, E. D., Emmons, R. A., Larsen, R. J., & Griffin, S. (1985). The satisfaction with life scale. Journal of Personality Assessment, 49, 71–75. doi:10.1207/s15327752jpa4901_13.

    Article  Google Scholar 

  • Fan, W. (2010). Impact of measurement model modification on structural parameter integrity when measurement model is misspecified. Journal of Modern Applied Statistical Methods, 9, 103–115.

    Article  Google Scholar 

  • Felsten, G. (2004). Stress reactivity and vulnerability to depressed mood in college students. Personality and Individual Differences, 36, 789–800. doi:10.1016/S0191-8869(03)00152-1.

    Article  Google Scholar 

  • Furr, R. M., & Funder, D. C. (1998). A multimodal analysis of personal negativity. Journal of Personality and Social Psychology, 74, 1580–1591. doi:10.1037/0022-3514.74.6.1580.

    Article  Google Scholar 

  • Gallagher, M. W., & Lopez, S. J. (2009). Positive expectancies and mental health: Identifying the unique contributions of hope and optimism. Journal of Positive Psychology, 4, 548–556. doi:10.1080/17439760903157166.

    Article  Google Scholar 

  • Gallagher, M. W., Lopez, S. J., & Preacher, K. J. (2009). The hierarchical structure of well-being. Journal of Personality, 77(4), 1025–1050. doi:10.1111/j.1467-6494.2009.00573.x.

    Article  Google Scholar 

  • Grant, N., Wardle, J., & Steptoe, A. (2009). The relationship between life satisfaction and health behavior: A cross-cultural analysis of young adults. International Journal of Behavioral Medicine, 16, 259–268. doi:10.1007/s12529-009-9032-x.

    Article  Google Scholar 

  • Heikamp, T., Alessandri, G., Laguna, M., Petrovic, V., Caprara, M. G., & Trommsdorff, G. (2014). Cross-cultural validation of the positivity-scale in five European countries. Personality and Individual Differences, 71, 140–145. doi:10.1016/j.paid.2014.07.012.

    Article  Google Scholar 

  • Hills, P., & Argyle, M. (2001). Happiness, introversion–extraversion and happy introverts. Personality and Individual Differences, 30, 595–608. doi:10.1016/S0191-8869(00)00058-1.

    Article  Google Scholar 

  • Hu, L. T., & Bentler, P. M. (1999). Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling: A Multidisciplinary Journal, 6, 1–55. doi:10.1080/10705519909540118.

    Article  Google Scholar 

  • Iani, L., Lauriola, M., & Costantini, M. (2014a). A confirmatory bifactor analysis of the hospital anxiety and depression scale in an Italian community sample. Health and Quality of Life Outcomes, 12, 84. doi:10.1186/1477-7525-12-84.

    Article  Google Scholar 

  • Iani, L., Lauriola, M., Layous, K., & Sirigatti, S. (2014b). Happiness in Italy: Translation, factorial structure and norming of the subjective happiness scale in a large community sample. Social Indicators Research, 118, 953–967. doi:10.1007/s11205-013-0468-7.

    Article  Google Scholar 

  • Johnson, J. A. (2014). Measuring thirty facets of the Five Factor Model with a 120-item public domain inventory: Development of the IPIP-NEO-120. Journal of Research in Personality, 51, 78–89. doi:10.1016/j.jrp.2014.05.003.

    Article  Google Scholar 

  • Joshanloo, M., & Jarden, A. (2016). Individualism as the moderator of the relationship between hedonism and happiness: A study in 19 nations. Personality and Individual Differences, 94, 149–152.

    Article  Google Scholar 

  • Kopperud, K. H., & Vittersø, J. (2008). Distinctions between hedonic and eudaimonic well-being: Results from a day reconstruction study among Norwegian jobholders. The Journal of Positive Psychology, 3(3), 174–181. doi:10.1080/17439760801999420.

    Article  Google Scholar 

  • Lauriola, M., & Iani, L. (2015). Does positivity mediate the relation of neuroticism and extraversion with subjective happiness? PLoS One, 10, e0121991. doi:10.1371/journal.pone.0121991.

    Article  Google Scholar 

  • Lightsey, O. R., Jr., Boyraz, G., Ervin, A., Rarey, E. B., Gharibian Gharghani, G., & Maxwell, D. (2014). Generalized self-efficacy, positive cognitions, and negative cognitions as mediators of the relationship between conscientiousness and meaning in life. Canadian Journal of Behavioural Science, 46, 436–445. doi:10.1037/a0034022.

    Article  Google Scholar 

  • Lightsey, O. R., Jr., Gharghani, G. G., Katz, A. M., McKinney, V. A., & Rarey, E. B. (2013). Positive automatic cognitions mediate the relationship between personality and trait positive affect. Journal of Happiness Studies, 14, 115–134. doi:10.1007/s10902-011-9319-x.

    Article  Google Scholar 

  • Lucas, R. E., Le, K., & Dyrenforth, P. S. (2008). Explaining the extraversion/positive affect relation: Sociability cannot account for extraverts’ greater happiness. Journal of Personality, 76, 385–414. doi:10.1111/j.1467-6494.2008.00490.x.

    Article  Google Scholar 

  • Lyubomirsky, S., King, L., & Diener, E. (2005). The benefits of frequent positive affect: Does happiness lead to success? Psychological Bulletin, 131, 803–855. doi:10.1037/0033-2909.131.6.803.

    Article  Google Scholar 

  • Lyubomirsky, S., & Lepper, H. S. (1999). A measure of subjective happiness: Preliminary reliability and construct validation. Social Indicators Research, 46, 137–155. doi:10.1023/A:1006824100041.

    Article  Google Scholar 

  • Marrero Quevedo, R. J., & Carballeira Abella, M. (2011). Well-being and personality: Facet-level analyses. Personality and Individual Differences, 50, 206–211. doi:10.1016/j.paid.2010.09.030.

    Article  Google Scholar 

  • McCrae, R., & Costa, P. (2008). Empirical and theoretical status of the five-factor model of personality traits. In G. Boyle, G. Matthews, & D. Saklofske (Eds.), The SAGE handbook of personality theory and assessment: Personality theories and models (Vol. 1, pp. 273–295). London: SAGE Publications Ltd. doi:10.4135/9781849200462.n13.

    Chapter  Google Scholar 

  • Myers, J. E., Willse, J. T., & Villalba, J. A. (2011). Promoting self-esteem in adolescents: The influence of wellness factors. Journal of Counseling and Development, 89, 28–36.

    Article  Google Scholar 

  • Papousek, I., & Schulter, G. (2008). Effects of a mood-enhancing intervention on subjective well-being and cardiovascular parameters. International Journal of Behavioural Medicine, 15, 293–302. doi:10.1080/10705500802365508.

    Article  Google Scholar 

  • Paris, J. (2005). Neurobiological dimensional models of personality: A review of the models of Cloninger, Depue, and Siever. Journal of Personality Disorders, 19, 156–170. doi:10.1521/pedi.19.2.156.62629.

    Article  Google Scholar 

  • Pollock, N. C., Noser, A. E., Holden, C. J., & Zeigler-Hill, V. (2016). Do orientations to happiness mediate the associations between personality traits and subjective well-being? Journal of Happiness Studies, 17, 713–729. doi:10.1007/s10902-015-9617-9.

    Article  Google Scholar 

  • Raykov, T. (2012). Scale construction and development using structural equation modeling. In R. H. Hoyle (Ed.), Handbook of structural equation modeling (pp. 472–492). New York: Guilford Press.

    Google Scholar 

  • Reise, S. P. (2012). The rediscovery of bifactor measurement models. Multivariate Behavioral Research, 47, 667–696. doi:10.1080/00273171.2012.715555.

    Article  Google Scholar 

  • Rosenberg, M. (1965). Society and the adolescent self-image. Princeton, NJ: Princeton University Press.

    Book  Google Scholar 

  • Ruiz, M. Á., Sanjuan, P., Pérez-García, A. M., & Rueda, B. (2011). Relations between life satisfaction, adjustment to illness, and emotional distress in a sample of men with ischemic cardiopathy. The Spanish Journal of Psychology, 14(01), 356–365. doi:10.5209/rev_SJOP.2011.v14.n1.32.

    Article  Google Scholar 

  • Scheier, M. F., Carver, C. S., & Bridges, M. W. (1994). Distinguishing optimism from neuroticism (and trait anxiety, self-mastery, and self-esteem): A reevaluation of the Life Orientation Test. Journal of Personality and Social Psychology, 67, 1063–1078. doi:10.1037/0022-3514.67.6.1063.

    Article  Google Scholar 

  • Schimmack, U., Oishi, S., Furr, R. M., & Funder, D. C. (2004). Personality and life satisfaction: A facet-level analysis. Personality and Social Psychology Bulletin, 30, 1062–1075. doi:10.1177/0146167204264292.

    Article  Google Scholar 

  • Schreiber, J. B., Nora, A., Stage, F. K., Barlow, E. A., & King, J. (2006). Reporting structural equation modeling and confirmatory factor analysis results: A review. The Journal of Educational Research, 99, 323–338. doi:10.3200/JOER.99.6.323-338.

    Article  Google Scholar 

  • Snyder, C. R., Harris, C., Anderson, J. R., Holleran, S. A., Irving, L. M., Sigmon, S. T., et al. (1991). The will and the ways: Development and validation of an individual-differences measure of hope. Journal of Personality and Social Psychology, 60, 570–585. doi:10.1037/0022-3514.60.4.570.

    Article  Google Scholar 

  • Steel, P., Schmidt, J., & Shultz, J. (2008). Refining the relationship between personality and subjective well-being. Psychological Bulletin, 134, 138–161. doi:10.1037/0033-2909.134.1.138.

    Article  Google Scholar 

  • Straume, L. V., & Vittersø, J. (2015). Well-being at work: Some differences between life satisfaction and personal growth as predictors of subjective health and sick-leave. Journal of Happiness Studies, 16(1), 149–168. doi:10.1007/s10902-014-9502-y.

    Article  Google Scholar 

  • Strobel, M., Tumasjan, A., & Spörrle, M. (2011). Be yourself, believe in yourself, and be happy: Self-efficacy as a mediator between personality factors and subjective well-being. Scandinavian Journal of Psychology, 52, 43–48. doi:10.1111/j.1467-9450.2010.00826.x.

    Article  Google Scholar 

  • Tkach, C., & Lyubomirsky, S. (2006). How do people pursue happiness? Relating personality, happiness-increasing strategies, and well-being. Journal of Happiness Studies, 7, 183–225. doi:10.1007/s10902-005-4754-1.

    Article  Google Scholar 

  • Ullman, J. B. (2006). Structural equation modeling: Reviewing the basics and moving forward. Journal of Personality Assessment, 87, 35–50. doi:10.1207/s15327752jpa8701_03.

    Article  Google Scholar 

  • Warner, R. M., & Vroman, K. G. (2011). Happiness inducing behaviors in everyday life: An empirical assessment of “the how of happiness”. Journal of Happiness Studies, 12, 1063–1082. doi:10.1007/s10902-010-9245-3.

    Article  Google Scholar 

  • Weber, M., Ruch, W., Littman-Ovadia, H., Lavy, S., & Gai, O. (2013). Relationships among higher-order strengths factors, subjective well-being, and general self-efficacy—The case of Israeli adolescents. Personality and Individual Differences, 55, 322–327. doi:10.1016/j.paid.2013.03.006.

    Article  Google Scholar 

  • Whitley, B. E., Jr., & Kite, M. E. (2013). Principles of research in behavioral science (3rd ed.). New York: Routledge.

    Google Scholar 

  • Zentner, M., & Bates, J. E. (2008). Child temperament: An integrative review of concepts, research programs, and measures. European Journal of Developmental Science, 2, 7–37.

    Google Scholar 

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Acknowledgments

The authors would like to thank Lucrezia Bottiglieri, Federica Maria Gioia, Claudia Pucci for their essential contribution in data collection and for their active participation in the coding phase of this study. We are grateful to Federico Brugnoni, Valentina Cafaro, Erika Graci, Sara Pompili, and Maria Chiara Sabatino for their precious collaboration in data collection, and to Antonio Krase for English reviewing. We also thank Dr. Francesco Florenzano and Upter’s staff to allow and facilitate the data collection.

Authors’ contributions

Marco Lauriola and Luca Iani equally contributed to the conception, design, analyses, and interpretation of data, and to the writing of this manuscript.

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Lauriola, M., Iani, L. Personality, Positivity and Happiness: A Mediation Analysis Using a Bifactor Model. J Happiness Stud 18, 1659–1682 (2017). https://doi.org/10.1007/s10902-016-9792-3

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