Skip to main content
Log in

The Conceptual and Relational Structure of Subjective Well-Being, Neuroticism, and Extraversion: Once Again, Neuroticism Is the Important Predictor of Happiness

  • Published:
Social Indicators Research Aims and scope Submit manuscript

Abstract

The purpose of this study wastwofold: (1) to analyze and explore theconceptual structure of subjective well-being(SWB), neuroticism (N) and extraversion (E);and (2) to compare the effect sizes of N and Eas predictors of SWB. The sample comprised 461participants representative of the adultpopulation in northern Norway. Analyses wereconducted by means of Structural EquationModeling (SEM), and the results on (1)supported the notion of an overall subjectivewell-being construct sustained by the threenested dimensions of life satisfaction,positive affect, and negative affect. A simplefactor structure for N and E was notsupported, and considerable modification wasneeded to provide even a mediocregoodness-of-fit for the trait model. On (2),N explained eight times as much of the SWBvariance as did E. Moreover, throughcomparison of several models it was revealedthat if E is the sole predictor of SWB, theinfluence of E on SWB is overestimated by afactor of seven. Since N and E are stronglyand negatively correlated (r = −0.50), themodel comparison demonstrates the importanceof including both E and N as independentvariables in regression models of SWB.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

REFERENCES

  • Abbey, A. and F.M. Andrews: 1986, 'Modeling the psychological determinants of life quality', in F.M. Andrews (ed.), Research on the Quality of Life (Survey Research Center — Institute for Social Research, The University of Michigan, Ann Arbor, MI, pp. 85-116).

    Google Scholar 

  • Andrews, F.M. and S.B. Withey: 1976, Social Indicators of Well-Being (Plenum Press, New York).

    Google Scholar 

  • Argyle, M. and L. Lu: 1990, 'The happiness of extraverts', Personality and Individual Differences 11, pp. 1011-1017.

    Google Scholar 

  • Argyle, M. and M. Martin: 1991, 'The psychological causes of happiness', in F. Strack, M. Argyle, and N. Schwarz (eds.), Subjective Well-Being. An Interdisciplinary Perspective (Pergamon Press, Oxford, pp. 77-100).

    Google Scholar 

  • Barrett, P.: 1999, Science, fundamental measurement, and psychometric testing. BPS test user conference keynote address, BPS test user conference.

  • Baumeister, R.F.: 1989, 'The optimal marigin of illusion', Journal of Social and Clinical Psychology 8, pp. 176-189.

    Google Scholar 

  • Bentler, P.: 1995, EQS Structural Equations Program Manual (Multivariate Software, Inc, Encino, CA).

    Google Scholar 

  • Block, J.: 1995, 'A contrarian view of the five-factor approach to personality description', Psychological Bulletin 117, pp. 187-215.

    Google Scholar 

  • Bollen, K.A.: 1989, Structural Equations with Latent Variables (John Wiley & Sons, New York).

    Google Scholar 

  • Bollen, K.A. and J.S. Long: 1993, Testing Structural Equation Models (Sage, London).

    Google Scholar 

  • Borkenau, P. and F. Ostendorf: 1990, 'Comparing exploratory and confirmatory factor analysis: A study on the 5-factor model of personality', Personality and Individual Differences 11, pp. 515-524.

    Google Scholar 

  • Brebner, J.: 1991, 'Personality and generalization as a source of stress', in I. Sarason, C.D. Spielberger, J. Strelau and J. Brebner (eds.), Stress and Anxiety (Hemisphere, Washington, D.C, pp. 93-100).

    Google Scholar 

  • Brebner, J., J. Donaldson, N. Kirby and L. Ward: 1995, 'Relationships between happiness and personality', Personality and Individual Differences 19, pp. 251-258.

    Google Scholar 

  • Campbell, A., P.E. Converse and W.L. Rodgers: 1976, The Quality of American Life (Sage, New York).

    Google Scholar 

  • Carver, C.S.S. and M.F. Scheier: 1992, 'Perspectives on Personality, 2nd ed. (Allyn and Bacon, Boston).

    Google Scholar 

  • Cattell, R.B.: 1965, The Scientific Analysis of Personality (Penguin, Baltimore).

    Google Scholar 

  • Chamberlain, K.: 1988, 'On the structure of subjective well-being', Social Indicators Researsch 20, pp. 581-604.

    Google Scholar 

  • Church, A.T. and P. Burke, J: 1994, 'Exploratory and confirmatory tests of the Big Five and Tellegen's three-and four-dimensional models', Journal of Personality and Social Psychology 66, pp. 93-114.

    Google Scholar 

  • Cohen, J. and P. Cohen: 1983, Applied Multiple Regression/Correlation Analysis for the Behavioral Sciences, 2nd ed. (Lawrence Erlbaum, Hillsdale, NJ).

    Google Scholar 

  • Cole, D.A.: 1987, 'Utility of confirmatory factor analysis in test validation research', Journal of Consulting and Clinical Psychology 55, pp. 584-594.

    Google Scholar 

  • Costa, P.T. Jr. and R.R. McCrae: 1980, 'Influence of extraversion and neuroticism on subjective well-being: Happy and unhappy people', Journal of Personality and Social Psychology 38, pp. 668-678.

    Google Scholar 

  • Costa, P.T. Jr. and R.R. McCrae: 1987, 'Neuroticism, somatic complaints, and disease: Is the bark worse than the bite?', Journal of Personality 55, pp. 299-316.

    Google Scholar 

  • Costa, P.T. Jr. and R.R. McCrae: 1992, Revised NEO Personality Inventory (NEO-PI-R) and NEO Five-Factor Inventory (NEO-FFI) Professional Manual (Psychological Assessment Resources, Odessa, FL).

    Google Scholar 

  • Costa, P.T. Jr. and R.R. McCrae: 1995, 'Primary traits of Eysenck PEN-system', Journal of Personality and Social Psychology 69, pp. 308-317.

    Google Scholar 

  • Côtè, S. and D.S. Moskowitz: 1998, 'On the dynamic covariation between inter-personal behavior and affect: Prediction from neuroticism, extraversion and agreeableness', Journal of Personality and Social Psychology 75, pp. 1032-1046.

    Google Scholar 

  • De Leeuw, E.D., G.J. Mellenbergh and J.J. Hox: 1996, 'The influence of data collection method on structural models', Sociological Methods and Research 24, pp. 443-472.

    Google Scholar 

  • DeNeve, K.M.: 1999, 'Happy as an extraverted clam? The role of personality for subjective well-being.', Current Directions in Psychological Science 8, pp. 141-144.

    Google Scholar 

  • DeNeve, K.M. and H. Cooper: 1998, 'The happy personality: A meta-analysis of 137 personality traits and subjective well-being', Psychological Bulletin 124, pp. 197-229.

    Google Scholar 

  • Derryberry, D. and M. Reed: 1994, 'Temperament and attention: Orienting towards and away from positive and negative signals', Journal of Personality and Social Psychology 66, pp. 1128-1139.

    Google Scholar 

  • Diener, E.: 1984, 'Subjective well-being', Psychological Bulletin 95, pp. 542-575.

    Google Scholar 

  • Diener, E.: 1994, 'Assessing subjective well-being: Progress and opportunities', Social Indicators Research 31, pp. 103-157.

    Google Scholar 

  • Diener, E. and R.J. Larsen: 1993, 'The experience of emotional well-being', in M. Lewis and J.M. Haviland (eds.), Handbook of Emotions (Guildford, New York, pp. 405-415).

    Google Scholar 

  • Diener, E. and R.E. Lucas: 1999, 'Personality and subjective well-being', in D. Kahneman, E. Diener and N. Schwarz (eds.), Well-Being: The Foundations of Hedonic Psychology (Russell Sage Foundation, New York, pp. 211-229).

    Google Scholar 

  • Diener, E. and R.E. Lucas: 2000, 'Explaining differences in societal levels of happiness: Relative standards, need fulfilment, culture, and evaluation theory', Journal of Happiness Studies 1, pp. 41-78.

    Google Scholar 

  • Diener, E., C.K. Napa, S. Oishi, V. Dzokoto and E.M. Suh: 2000, 'Positivity and the construction of life satisfaction judgements: Global happiness is not the sum of its parts', Journal of Happiness Studies 1, pp. 159-176.

    Google Scholar 

  • Diener, E., E.M. Suh, R.E. Lucas and H.L. Smith: 1999, 'Subjective well-being: Three decades of progress', Psychological Bulletin 125, pp. 276-302.

    Google Scholar 

  • Digman, J.M.: 1990, 'Personality structure: Emergence of the five-factor model', Annual Review of Psychology 41, pp. 417-440.

    Google Scholar 

  • Dweck, C.S.: 1996, 'Capturing the dynamic nature of personality', Journal of Research in Personality 30, pp. 348-362.

    Google Scholar 

  • Eysenck, H.J.: 1970, The Structure of Human Personality, 3rd ed. (Methuen, London).

    Google Scholar 

  • Eysenck, H.J.: 1990, 'Biological Dimensions of Personality', in L.A. Pervin (ed.), Handbook of Personality: Theory and Research (Guilford Press, New York, pp. 244-276).

    Google Scholar 

  • Floyd, F.J. and K.F. Widaman: 1995, 'Factor analysis in the development and refinement of clinical assessment instruments', Psychological Assessment 7, pp. 286-299.

    Google Scholar 

  • Goldberg, L.R.: 1981, 'Language and individual differences: The search for universals in personality lexicons', in L. Wheeler (ed.), Review of Personality and Social Psychology, Vol. 2 (Sage, Beverly Hills, CA, pp. 141-165).

    Google Scholar 

  • Goldberg, L.R.: 1992, 'The development of markers for the Big-Five factor structure', Psychological Assessment 4, pp. 26-42.

    Google Scholar 

  • Goldberg, L.R.: 1995, 'What the hell took so long? Donald W. Fiske and the Big-Five factor structure', in P. Shrout and S. Fiske (eds.), Personality Research, Methods, and Theory. A Festschrift Honoring Donald W. Fiske (Lawrence Erlbaum, Hillsdale, NJ, pp. 29-43).

    Google Scholar 

  • Gray, J.A.: 1981, 'A critique of Eysenck's theory of personality', in H.J. Eysenck (ed.), A Model for Personality (Springer-Verlag, New York, pp. 246-282).

    Google Scholar 

  • Gustafsson, J.-E. and G. Balke: 1993, 'General and specific abilities as predictors of school achievement', Multivariate Behavioral Research 28, pp. 407-434.

    Google Scholar 

  • Hayduk, L.A.: 1996, LISREL. Issues, Debates, and Strategies (The John Hopkins University Press, London).

    Google Scholar 

  • Higgins, E.T., H. Grant and J. Shah: 1999, 'Self-regulation and quality of life: Emotional and non-emotional life experiences', in D. Kahneman, E. Diener, and N. Schwarz (eds.), Well-Being: The Foundations of Hedonic Psychology (Russell Sage Foundation, New York, pp. 244-266).

    Google Scholar 

  • Hoyle, R.H. and A.T. Panter: 1995, 'Writing about structural equation models', in R.H. Hoyle (ed.), Structural Equation Modeling. Concepts, Issues, and Applications (Sage, London, pp. 158-176).

    Google Scholar 

  • Hu, L.-T. and P.M. Bentler: 1999, 'Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives', Structural Equation Modeling 6, pp. 1-55.

    Google Scholar 

  • Inglehart, R. and J. Rabier: 1986, 'Aspirations adapt to situations — but why are the Belgians much happier than the French?', in F.M. Andrews (ed.), Research on the Quality of Life (Survey Research Center — Institute for Social Research, The University of Michigan, Ann Arbor, MI, pp. 1-56).

    Google Scholar 

  • Jackson, P.R., T.D. Wall, R. Martin and K. Davids: 1993, 'New measures of job control, cognitive demand, and production responsibility', Journal of Applied Psychology 78, pp. 753-762.

    Google Scholar 

  • John, O.P.: 1990, 'The “Big Five” factor taxonomy: Dimensions of personality in the natural language and in questionnaires', in L. Pervin (ed.), Handbook of Personality: Theory and Research (Guildford, New York, pp. 66-100).

    Google Scholar 

  • Kahneman, D.: 1999, 'Objective happiness', in D. Kahneman, E. Diener, and N. Schwarz (eds.), Well-Being: The Foundations of Hedonic Psychology (Russell Sage Foundation, New York, pp. 3-25).

    Google Scholar 

  • Kahneman, D., E. Diener and N. Schwarz: 1999, Well-Being: The Foundations of Hedonic Psychology (Russel-Sage, New York).

    Google Scholar 

  • Krosnick, J.A.: 1999, 'Survey research', Annual Review of Psychology 50, pp. 537-567.

    Google Scholar 

  • Kwan, V.S.Y., M.H. Bond and T.M. Singelis: 1997, 'Pancultural explanations for life satisfaction: Adding relationship harmony to self-esteem', Journal of Personality and Social Psychology 73, pp. 1038-1051.

    Google Scholar 

  • Larsen, R.J. and T. Ketelaar: 1991, 'Personality and susceptibility to positive and negative emotional states', Journal of Personality and Social Psychology 61, pp. 132-140.

    Google Scholar 

  • Liang, J.: 1984, 'Dimensions of the life satisfaction index A: A structural formulation', Journal of Gerontology 39, pp. 613-622.

    Google Scholar 

  • Liang, J.: 1985, 'A structural integration of the Affect Balance Scale and the Life Satisfaction Index A', Journal of Gerontology 40, pp. 552-561.

    Google Scholar 

  • Lucas, R.E.: 2000, Pleasant Affect and Sociability: Towards a Comprehensive Model of Extraverted Feelings and Behaviors. doctoral dissertation, University of Illinois at Urbana-Champaign.

  • Lucas, R.E., E. Diener, A. Grob, E.S. Suh and L. Shao: 2000, 'Cross-cultural evidence for the fundamental features of extraversion', Journal of Personality and Social Psychology 79, pp. 452-468.

    Google Scholar 

  • Lyubomirsky, S. and L. Ross: 1999, 'Changes in attractiveness of elected, rejected, and precluded alternatives: A comparison of happy and unhappy individuals', Journal of Personality and Social Psychology 76, pp. 988-1007.

    Google Scholar 

  • MacCallum, R.C. and J.T. Austin: 2000, 'Applications of structural equation modeling in psychological research', Annual Review of Psychology 51, pp. 201-226.

    Google Scholar 

  • MacCallum, R.C., M.W. Browne and H.M. Sugawara: 1996, 'Power analysis and determination of sample size for covariance structure modeling', Psychological Methods 1, pp. 130-149.

    Google Scholar 

  • Mayr, E.: 1982, The Growth of Biological Thought. Diversity, Evolution, and Inheritance (Harvard University Press, Cambridge).

    Google Scholar 

  • McCrae, R.R. and P.T. Costa Jr.: 1987, 'Validation of the five-factor model of personality across instruments and observers', Journal of Personality and Social Psychology 52, pp. 81-90.

    Google Scholar 

  • McCrae, R.R. and P.T. Costa Jr.: 1989, 'More reasons to adopt the five-factor model', American Psychologist 44, pp. 451-452.

    Google Scholar 

  • McCrae, R.R., A.B. Zonderman, P.T. Costa Jr., M.H. Bond and S.V. Paunonen: 1996, 'Evaluating replicability of factors in the revised NEO Personality Inventory: Confirmatory factor analyses versus procrustes rotation', Journal of Personality and Social Psychology 70, pp. 552-566.

    Google Scholar 

  • McCulloch, B.J.: 1991, 'A longitudinal investigation of the factor structure of subjective well-being: The case of the Philadelphia Geriatric Center Morale Scale', Journal of Gerontology 46, pp. 251-258.

    Google Scholar 

  • McNeill, J.K., M.J. Stones and A. Kozma: 1986, 'Subjective well-being in later life: Issues concerning measurement and prediction', Social Indicators Research 18, pp. 35-70.

    Google Scholar 

  • Mulaik, S.A.: 1987, 'A brief history of the philosophical foundations of exploratory factor analysis', Multivariate Behavioral Research 22, pp. 267-305.

    Google Scholar 

  • Mulaik, S.A. and L.R. James: 1995, 'Objectivity and reasoning in science and structural equation modeling', in R.H. Hoyle (ed.), Structural Equation Modeling: Concepts, Issues, and Applications (Sage, London, pp. 118-137).

    Google Scholar 

  • Mulaik, S.A. and D.A. Quartetti: 1997, 'First order or higher order general factor?', Structural Equation Modeling 4, pp. 193-211.

    Google Scholar 

  • Parker, J.D.A., R.M. Bagby and L.J. Summerfeldt: 1993, 'Confirmatory factor analysis of the revised NEO personality Inventory', Personality and Individual Differences 15, pp. 463-466.

    Google Scholar 

  • Pavot, W. and E. Diener: 1993, 'Review of the Satisfaction With Life Scale', Psychological Assessment 5, pp. 42-55.

    Google Scholar 

  • Pervin, L.A.: 1994, 'A critical analysis of current trait theory', Psychological Inquiry 5, pp. 103-113.

    Google Scholar 

  • Peterson, C.: 2000, 'The future of optimism', American Psychologist 55, pp. 44-55.

    Google Scholar 

  • Raykov, T. and G.A. Marcoulides: 2001, 'Can there be infinitely many models equivalent to a given covariance structure model?', Structural Equation Modeling 8, pp. 142-149.

    Google Scholar 

  • Rusting, C.L. and R.J. Larsen: 1997, 'Extraversion, neuroticism, and susceptibility to positive and negative affect: A test of two theoretical models', Personality and Individual Differences 22, pp. 607-612.

    Google Scholar 

  • Sandvik, E., E. Diener and L. Seidlitz: 1993, 'Subjective well-being: The conver-gence and stability of self-report and non-self-report measures', Journal of Personality 61, pp. 317-342.

    Google Scholar 

  • Satorra, A. and P.M. Bentler: 1994, 'Corrections to test statistics and standard errors in covariance structure analysis', in A. von Eye and C.C. Clogg (eds.), Latent Variable Analysis. Applications for Developmental Research (Sage, London, pp. 399-419).

    Google Scholar 

  • Saucier, G. and L.R. Goldberg: 1998, 'What is beyond the Big Five?', Journal of Personality 66, pp. 495-524.

    Google Scholar 

  • Schaller, M. and R.B. Cialdini: 1990, 'Happiness, sadness, and helping. A motiv-ational integration', Handbook of Motivation and Cognition. Foundations of Social Behavior, Vol 2 (Guilford, New York, pp. 265-296).

    Google Scholar 

  • Scheier, M.F. and C.S. Carver: 1985, 'Optimism, coping, and health: Assessment and implications of generalized outcome expectancies', Health Psychology 4, pp. 219-247.

    Google Scholar 

  • Shapere, D.: 1977, 'Scientific theories and their domains', in F. Suppe (ed.), The Structure of Scientific Theories (University of Illinois Press, Urbana, IL, pp. 518-599).

    Google Scholar 

  • Steiger, J.H. and J.M. Lind: 1980, Statistically based tests for the number of common factors.

  • Stones, M.J. and A. Kozma: 1985, 'Structural relationships among happiness scales: A second-order factorial study', Social Indicators Research 17, pp. 19-28.

    Google Scholar 

  • Tellegen, A.: 1985, 'Structures of mood and personality and their relevance to assessing anxiety, with an emphasis on self-reports', in A. Tuma and J.D. Maser (eds.), Anxiety and the Anxiety Disorder (Lawrence Erlbaum, Hillsdale, NJ, pp. 681-706).

    Google Scholar 

  • Thagard, P.: 1992, Conceptual revolutions (Princeton University Press, Princeton, NJ).

    Google Scholar 

  • Vassend, O. and A. Skrondal: 1995, 'Factor analytic studies of the NEO Personality Inventory and the five factor model: The problem of high structural complexity and conceptual indeterminacy', Personality and Individual Differences 19, pp. 135-147.

    Google Scholar 

  • Vassend, O. and A. Skrondal: 1997, 'Validation of the NEO Personality Inventory and the five factor model. Can findings from exploratory and confirmatory factor analysis be reconciled?', European Journal of Personality 11, pp. 147-166.

    Google Scholar 

  • Veenhoven, R.: 1984, Conditions of Happiness (Kluwer Academic, Dordrecht).

    Google Scholar 

  • Veenhoven, R.: 2000, 'The four qualities of life. Ordering concepts and measures of the good life', Journal of Happiness Studies 1, pp. 1-39.

    Google Scholar 

  • Vittersø, J.: 1998, Happy People and Wonderful Experiences. Structure and Predictors of Subjective Well-Being. Unpublished doctoral dissertation, University of Oslo. Norway.

    Google Scholar 

  • Vittersø, J.: in press, 'Flow versus life satisfaction: A projective use of cartoons to illustrate the difference between the evaluation approach and the intrinsic motivation approach to subjective quality of life', Journal of Happiness Studies.

  • Vittersø, J.: 2001, 'Personality traits and subjective well-being: Emotional stability, not extraversion, is probably the important predictor', Personality and Individual Differences 31, pp. 903-914.

    Google Scholar 

  • Watson, D.: 2000, Mood and Temperament (The Guilford Press, London).

    Google Scholar 

  • Watson, D. and L.A. Clark: 1997a, 'Extraversion and its positive emotional core', in R. Hogan, J. Johnson and S. Briggs (eds.), Handbook of Personality Psychology (Academic Press, London, pp. 767-793).

    Google Scholar 

  • Watson, D. and L.A. Clark: 1997b, 'Measurement and mismeasurement of mood: Recurrent and emergent issues', Journal of Personality Assessment 68, pp. 267-296.

    Google Scholar 

  • Wiggins, J.S. and P.D. Trapness: 1997, 'Personality structure. The return of the Big Five', in R. Hogan, J. Johnson and S. Briggs (eds.), Handbook of Personality Psychology (Academic Press, London, pp. 737-765).

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Rights and permissions

Reprints and permissions

About this article

Cite this article

Vittersø, J., Nilsen, F. The Conceptual and Relational Structure of Subjective Well-Being, Neuroticism, and Extraversion: Once Again, Neuroticism Is the Important Predictor of Happiness. Social Indicators Research 57, 89–118 (2002). https://doi.org/10.1023/A:1013831602280

Download citation

  • Issue Date:

  • DOI: https://doi.org/10.1023/A:1013831602280

Keywords

Navigation