Abstract
Strengths are positive qualities that significantly contributed to well-being of individuals and community. Therefore, a reliable and valid measure of strengths for research and practice is needed. The Brief Strengths Scale (BSS) is a newly developed tool for measuring the three-dimensional strengths model (i.e., temperance, intellectual, and interpersonal strength). However, empirical support for the measurement invariance of the BSS has not been obtained. This study examined the three-factor structure of BSS across gender, age, education, and marriage groups in a community sample (n = 375) using multi-group confirmatory factor analysis. After removing one item of each subscale from the original version, the revised model provided a good fit to the data at different subgroups. The revised nine-item BSS indicated that measurement invariance across gender and age groups was achieved. In addition, the measurement was more influenced by social-cultural factors than biological factors.
References
Azañedo, C. M., Fernández-Abascal, E. G., & Barraca, J. (2014). Character strengths in Spain: Validation of the Values in Action Inventory of Strengths (VIA-IS) in a Spanish sample. Clínica y Salud, 25(2), 123–130. doi:10.1016/j.clysa.2014.06.002.
Bernard, M. E., & Walton, K. (2011). The effect of You Can Do It! Education in six schools on student perceptions of well-being, teaching-learning and relationships. Journal of Student Wellbeing, 5(1), 22–37.
Bontempo, D. E., & Hofer, S. M. (2007). Assessing factorial invariance in cross-sectional and longitudinal studies. In A. D. Ong & M. V. Dulmen (Eds.), Oxford handbook of methods in positive psychology (pp. 153–175). Oxford: Oxford University Press.
Brdar, I., & Kashdan, T. B. (2010). Character strengths and well-being in Croatia: An empirical investigation of structure and correlates. Journal of Research in Personality, 44(1), 151–154. doi:10.1016/j.jrp.2009.12.001.
Brown, T. A. (2006). Confirmatory factor analysis for applied research. New York: Guilford Press.
Buschor, C., Proyer, R. T., & Ruch, W. (2013). Self-and peer-rated character strengths: How do they relate to satisfaction with life and orientations to happiness? The Journal of Positive Psychology, 8(2), 116–127. doi:10.1080/17439760.2012.758305.
Byrne, B. M. (2012). Structural equation modeling with Mplus: Basic concepts, application, and programming. New York: Routledge.
Chen, F. F. (2007). Sensitivity of goodness of fit indexes to lack of measurement invariance. Structural Equation Modeling, 14(3), 464–504. doi:10.1080/10705510701301834.
Cheung, G. W., & Rensvold, R. B. (2002). Evaluating goodness-of-fit indexes for testing measurement invariance. Structural Equation Modeling, 9(2), 233–255. doi:10.1207/S15328007SEM0902_5.
Curran, P. J., West, S. G., & Finch, J. F. (1996). The robustness of test statistics to nonnormality and specification error in confirmatory factor analysis. Psychological Methods, 1(1), 16–29. doi:10.1037/1082-989X.1.1.16.
Desjardins, T., Yeung Thompson, R. S., Sukhawathanakul, P., Leadbeater, B. J., & MacDonald, S. W. (2013). Factor structure of the social experience questionnaire across time, sex, and grade among early elementary school children. Psychological Assessment, 25(4), 1058. doi:10.1037/a0033006.
Duan, W. (2016). Mediation role of individual strengths in dispositional mindfulness and mental health. Personality and Individual Differences, 99, 7–10. doi:10.1016/j.paid.2016.04.078.
Duan, W., & Guo, P. (2015). Association between virtues and posttraumatic growth: Preliminary evidence from a Chinese community sample after earthquake. PeerJ, 3, e883. doi:10.7717/peerj.883.
Duan, W., Guo, P., & Gan, P. (2015). Relationships among trait resilience, virtues, post-traumatic stress disorder, and post-traumatic growth. PLoS ONE, 10(4), e0125707. doi:10.1371/journal.pone.0125707.
Duan, W., Ho, S. M. Y., Bai, Y., & Tang, X. (2013). Psychometric evaluation of the Chinese virtues questionnaire. Research on Social Work Practice, 23(3), 336–345. doi:10.1177/1049731513477214.
Duan, W., Ho, S. M. Y., Bai, Y., Tang, X., Zhang, Y., Li, T., & Yuen, T. (2012). Factor structure of the Chinese virtues questionnaire. Research on Social Work Practice, 22(6), 680–688. doi:10.1177/1049731512450074.
Duan, W., Ho, S. M. Y., Tang, X., Li, T., & Zhang, Y. (2014). Character strength-based intervention to promote satisfaction with life in the Chinese university context. Journal of Happiness Studies, 15(6), 1347–1361. doi:10.1007/s10902-013-9479-y.
Gadermann, A. M., Guhn, M., & Zumbo, B. D. (2012). Estimating ordinal reliability for likert-type and ordinal item response data: A conceptual, empirical, and practical guide. Practical Assessment, Research & Evaluation, 17(3), 1–13.
Gillham, J., Adams-Deutsch, Z., Werner, J., Reivich, K., Coulter-Heindl, V., Linkins, M., Seligman, M. E. P., et al. (2011). Character strengths predict subjective well-being during adolescence. The Journal of Positive Psychology, 6(1), 31–44. doi:10.1080/17439760.2010.536773.
Güsewell, A., & Ruch, W. (2012). Are only emotional strengths emotional? Character strengths and disposition to positive emotions. Applied Psychology: Health and Well-Being, 4(2), 218–239. doi:10.1111/j.1758-0854.2012.01070.x.
Ho, S. M. Y., Duan, W., & Tang, S. C. M. (2014a). The psychology of virtue and happiness in western and Asian thought. In N. E. Snow & F. V. Trivigno (Eds.), The philosophy and psychology of character and happiness (pp. 215–238). New York: Routledge.
Ho, S. M. Y., Li, W. L., Duan, W., Siu, B. P. Y., Yau, S., Yeung, G., & Wong, K. (2016). A brief strengths scale for individuals with mental health issues. Psychological Assessment, 28(2), 147–157. doi:10.1037/pas0000164.
Ho, S. M. Y., Rochelle, T. L. R., Law, L. S. C., Duan, W., Bai, Y., Shih, S.-M., & Wang, G.-L. (2014b). Methodological issues in positive psychology research with diverse populations: Exploring strengths among Chinese adults. In J. T. Pedrotti & L. M. Edwards (Eds.), Perspectives on the intersection of multiculturalism & positive psychology (pp. 45–57). New York: Springer.
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), 1–55. doi:10.1080/10705519909540118.
Jöreskog, K., & Sörbom, D. (1993). LISREL 8: structural equation modeling with the SIMPLIS command language. Chicago, IL: Scientific Software International.
Karris, M. A., & Craighead, W. E. (2012). Differences in character among US college students. Individual Differences Research, 10(2), 69–80.
Khumalo, I. P., Wissing, M. P., & Temane, Q. M. (2008). Exploring the validity of the Values-In-Action Inventory of Strengths (VIA-IS) in an African context. Journal of Psychology in Africa, 18(1), 133–142.
Linley, P. A., Maltby, J., Wood, A. M., Joseph, S., Harrington, S., Peterson, C., et al. (2007). Character strengths in the United Kingdom: The VIA inventory of strengths. Personality and Individual Differences, 43(2), 341–351. doi:10.1016/j.paid.2006.12.004.
Littman-Ovadia, H., & Lavy, S. (2012). Character strengths in Israel. European Journal of Psychological Assessment, 28(1), 41–50. doi:10.1027/1015-5759/a000089.
Littman-Ovadia, H., & Steger, M. (2010). Character strengths and well-being among volunteers and employees: Toward an integrative model. Journal of Positive Psychology, 5(6), 419–430. doi:10.1080/17439760.2010.516765.
MacCallum, R. C., Roznowski, M., & Necowitz, L. B. (1992). Model modifications in covariance structure analysis: The problem of capitalization on chance. Psychological Bulletin, 111(3), 490–504. doi:10.1037/0033-2909.111.3.490.
Macdonald, C., Bore, M., & Munro, D. (2008). Values in action scale and the big 5: An empirical indication of structure. Journal of Research in Personality, 42(4), 787–799. doi:10.1016/j.jrp.2007.10.003.
Maydeu-Olivares, A., Coffman, D. L., & Hartmann, W. M. (2007). Asymptotically distribution-free (ADF) interval estimation of coefficient alpha. Psychological Methods, 12(2), 157–176. doi:10.1037/1082-989X.12.2.157.
McGrath, R. E. (2015). Integrating psychological and cultural perspectives on virtue: The hierarchical structure of character strengths. Journal of Positive Psychology, 10(5), 407–424. doi:10.1080/17439760.2014.994222.
Meredith, W. (1993). Measurement invariance, factor analysis and factorial invariance. Psychometrika, 58(4), 525–543.
Muthén, L. K., & Muthén, B. O. (1998–2012). Mplus user’s guide (7th ed.). Los Angeles, CA: Muthén & Muthén.
Otake, K., Shimai, S., Ikemi, A., Utsuki, N., Peterson, C., & Seligman, M. E. P. (2005). Development of the Japanese version of the Value in Action Inventory of Strengths (VIA-IS). The Japanese Journal of Psychology, 76, 461–467.
Park, N., & Peterson, C. (2006). Character strengths and happiness among young children: Content analysis of parental descriptions. Journal of Happiness Studies, 7(3), 323–341. doi:10.1007/s10902-005-3648-6.
Park, N., & Peterson, C. (2009). Character strengths research and practice. Journal of College and Character, 10(4), 1–10.
Park, N., & Peterson, C. (2010). Does it matter where we live? The urban psychology of character strengths. American Psychologist, 65(6), 535–547. doi:10.1037/a0019621.
Park, N., Peterson, C., & Seligman, M. E. P. (2004). Strengths of character and well-being: A closer look at hope and modesty. Journal of Social and Clinical Psychology, 23(5), 628–634. doi:10.1521/jscp.23.5.628.50749.
Park, N., Peterson, C., & Seligman, M. E. P. (2006). Character strengths in fifty-four nations and the fifty US states. The Journal of Positive Psychology, 1(3), 118–129. doi:10.1080/17439760600619567.
Peterson, C. (2006). Strengths of character and happiness: Introduction to special issue. Journal of Happiness Studies, 7(3), 289–291. doi:10.1007/s10902-005-3645-9.
Peterson, C., & Park, N. (2004). Classification and measurement of character strengths: Implications for practice. Positive Psychology in Practice, 433–446.
Peterson, C., & Seligman, M. E. (2003). Character strengths before and after September 11. Psychological Science, 14(4), 381–384.
Peterson, C., & Seligman, M. E. P. (2004). Character strengths and virtues: A handbook and classification. Oxford: Oxford University Press.
Peterson, C., Park, N., Hall, N., & Seligman, M. E. (2009). Zest and work. Journal of Organizational Behavior, 30(2), 161–172. doi:10.1002/job.584.
Peterson, C., Park, N., Pole, N., D’Andrea, W., & Seligman, M. E. (2008). Strengths of character and posttraumatic growth. Journal of Traumatic Stress, 21(2), 214–217. doi:10.1002/jts.20332.
Peterson, C., Ruch, W., Beermann, U., Park, N., & Seligman, M. E. P. (2007). Strengths of character, orientations to happiness, and life satisfaction. The Journal of Positive Psychology, 2(3), 149–156. doi:10.1080/17439760701228938.
Proctor, C., Maltby, J., & Linley, P. A. (2011). Strengths use as a predictor of well-being and health-related quality of life. Journal of Happiness Studies, 12(1), 153–169. doi:10.1007/s10902-009-9181-2.
Proctor, C., Tsukayama, E., Wood, A. M., Maltby, J., Eades, J. F., & Linley, P. A. (2011). Strengths gym: The impact of a character strengths-based intervention on the life satisfaction and well-being of adolescents. The Journal of Positive Psychology, 6(5), 377–388. doi:10.1080/17439760.2011.594079.
Ruch, W., Proyer, R. T., Seligman, M. E. P., Peterson, C., Park, N., & Harzer, C. (2010). Values in Action Inventory of Strengths (VIA-IS): Adaptation and validation of the German version and the development of a peer-rating form. Journal of Individual Differences, 31(3), 138–149. doi:10.1027/1614-0001/a000022.
Satorra, A., & Bentler, P. M. (2001). A scaled difference chi-square test statistic for moment structure analysis. Psychometrika, 66(4), 507–514. doi:10.1007/BF02296192.
Schaie, K. W. (2000). The impact of longitudinal studies on understanding development from young adulthood to old age. International Journal of Behavioral Development, 24(3), 257–266. doi:10.1080/01650250050118231.
Schwartz, B., & Sharpe, K. E. (2006). Practical wisdom: Aristotle meets positive psychology. Journal of Happiness Studies, 7(3), 377–395. doi:10.1007/s10902-005-3651-y.
Shimai, S., Otake, K., Park, N., Peterson, C., & Seligman, M. E. P. (2006). Convergence of character strengths in American and Japanese young adults. Journal of Happiness Studies, 7(3), 311–322. doi:10.1007/s10902-005-3647-7.
Shryack, J., Steger, M. F., Krueger, R. F., & Kallie, C. S. (2010). The structure of virtue: An empirical investigation of the dimensionality of the virtues in action inventory of strengths. Personality and Individual Differences, 48(6), 714–719. doi:10.1016/j.paid.2010.01.007.
Singh, K., & Choubisa, R. (2010). Empirical Validation of Values in Action-Inventory of Strengths (VIA-IS) in Indian context. Psychological Studies, 55(2), 151–158.
Spaapen, D. L., Waters, F., Brummer, L., Stopa, L., & Bucks, R. S. (2014). The Emotion regulation questionnaire: Validation of the ERQ-9 in two community samples. Psychological Assessment, 26(1), 46–54. doi:10.1037/a0034474.
Strauss, M. E., & Smith, G. T. (2009). Construct validity: Advances in theory and methodology. Annual Review of Clinical Psychology, 5, 1.
Tang, X., Duan, W., Wang, Z., & Liu, T. (2014). Psychometric evaluation of the simplified Chinese version of flourishing scale. Research on Social Work Practice. doi:10.1177/1049731514557832.
Vandenberg, R. J., & Lance, C. E. (2000). A review and synthesis of the measurement invariance literature: Suggestions, practices, and recommendations for organizational research. Organizational Research Methods, 3(1), 4–70.
White, M. A., & Waters, L. E. (2015). A case study of ‘The Good School:’ Examples of the use of Peterson’s strengths-based approach with students. The Journal of Positive Psychology, 10(1), 69–76. doi:10.1080/17439760.2014.920408.
Zhang, Y., Duan, W., Tang, X., Gan, P., Gan, F., & Guo, P. (2014). Psychometric properties of Chinese virtues questionnaire in Chinese adolescents. Chinese Journal of Clinical Psychology, 22(3), 470–474.
Zimprich, D., Allemand, M., & Lachman, M. E. (2012). Factorial structure and age-related psychometrics of the MIDUS personality adjective items across the life span. Psychological Assessment, 24(1), 173–186. doi:10.1037/a0025265.
Zumbo, B. D., Gadermann, A. M., & Zeisser, C. (2007). Ordinal versions of coefficients alpha and theta for Likert rating scales. Journal of Modern Applied Statistical Methods, 6(1), 21–29.
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The study was part of the first author’s PhD research. The first author disclosed receipt of the following financial support for the research, authorship, and/or publication of this article: Wuhan University Humanities and Social Sciences Academic Development Program for Young Scholars “Sociology of Happiness and Positive Education”.
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Duan, W., Ho, S.M.Y. Three-Dimensional Model of Strengths: Examination of Invariance Across Gender, Age, Education Levels, and Marriage Status. Community Ment Health J 53, 233–240 (2017). https://doi.org/10.1007/s10597-016-0038-y
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DOI: https://doi.org/10.1007/s10597-016-0038-y