Abstract
Western samples have demonstrated greater optimism than East Asian samples, however, the factor structure of the Life Orientation Test (LOT) is not always consistent. Measurement properties of scales may differ across cultures, potentially biasing estimation of group differences. This study examined the factor structure and measurement invariance of the LOT-Revised among Japanese and American adults. A representative sample of 1805 American and 1027 Japanese adults was utilized. CFA was used to compare 1-factor and 2-factor models of optimism within samples and examine the measurement invariance of the LOT-R across samples. The 2-factor model was superior and demonstrated partial weak invariance. Levels of optimism and pessimism were also compared across samples. Japanese adults demonstrated lower levels of optimism and greater levels of pessimism than American adults. Findings highlight the importance of assessing measurement invariance in cross-cultural research, suggest exercising caution when using the LOT-R, and provide evidence that optimism and pessimism function as separate constructs.
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References
Alarcon, G. M., Bowling, N. A., & Khazon, S. (2013). Great expectations: A meta-analytic examination of optimism and hope. Personality and Individual Differences, 54(7), 821–827. https://doi.org/10.1016/j.paid.2012.12.004
Alessandri, G., Vecchione, M., Fagnani, C., Bentler, P. M., Barbaranelli, C., Medda, E., Nisticò, L., Stazi, M. A., & Caprara, G. V. (2010). Much more than model fitting? Evidence for the heritability of method effect associated with positively worded items of the life orientation test revised. Structural Equation Modeling, 17(4), 642–653. https://doi.org/10.1080/10705511.2010.510064
Bergh, D. (2015). Chi-squared test of fit and sample size - A comparison between a random sample approach and a chi-square value adjustment method. Journal of Applied Measurement, 16(2), 204–217.
Bieda, A., Hirschfeld, G., Schönfeld, P., Brailovskaia, J., Zhang, X. C., & Margraf, J. (2017). Universal happiness? Cross-cultural measurement invariance of scales assessing positive mental health. Psychological Assessment, 29(4), 408–421. https://doi.org/10.1037/pas0000353
Bollen, K. A. (1989). Structural equations with latent variables. Wiley.
Brown, T. A. (2015). Confirmatory factor analysis for applied research (2nd ed.). The Guilford Press.
Byrne, B. M. (2006). Structural equation modeling with EQS: Basic concepts, applications, and programming (2nd ed.). Lawrence Erlbaum Associates Publishers.
Carver, C. S., Blaney, P. H., & Scheier, M. F. (1979). Focus of attention, chronic expectancy, and responses to a feared stimulus. Journal of Personality and Social Psychology, 37(7), 1186–1195. https://doi.org/10.1037/0022-3514.37.7.1186
Carver, C. S., Scheier, M. F., & Segerstrom, S. C. (2010). Optimism. Clinical Psychology Review, 30(7), 879–889. https://doi.org/10.1016/j.cpr.2010.01.006
Chang, E. C. (1996a). Evidence for the cultural specificity of pessimism in Asians vs Caucasians: A test of a general negativity hypothesis. Personality and Individual Differences, 21(5), 819–822. https://doi.org/10.1016/0191-8869(96)00110-9
Chang, E. C. (1996b). Cultural differences in optimism, pessimism, and coping: Predictors of subsequent adjustment in Asian American and Caucasian American college students. Journal of Counseling Psychology, 43(1), 113–123. https://doi.org/10.1037/0022-0167.43.1.113
Chang, E. (1997). Optimism and pessimism as partially independent constructs: Relationship to positive and negative affectivity and psychological well-being. Personality and Individual Differences, 23(3), 433–440. https://doi.org/10.1016/S0191-8869(97)00040-8
Chang, E. C., & Asakawa, K. (2003). Cultural variations on optimistic and pessimistic bias for self versus a sibling: Is there evidence for self-enhancement in the west and for self-criticism in the east when the referent group is specified? Journal of Personality and Social Psychology, 84(3), 569–581. https://doi.org/10.1037/0022-3514.84.3.569
Chang, E. C., Asakawa, K., & Sanna, L. J. (2001). Cultural variations in optimistic and pessimistic bias: Do easterners really expect the worst and westerners really expect the best when predicting future life events? Journal of Personality and Social Psychology, 81(3), 476–491. https://doi.org/10.1037/0022-3514.81.3.476
Chang, E. C., D’Zurilla, T. J., & Maydeu-Olivares, A. (1994). Assessing the dimensionality of optimism and pessimism using a multimeasure approach. Cognitive Therapy and Research, 18(2), 143–160. https://doi.org/10.1007/BF02357221
Cheung, G. W., & Rensvold, R. B. (2002). Evaluating goodness-of-fit indexes for testing measurement invariance. Structural Equation Modeling: A Multidisciplinary Journal, 9(2), 233–255. https://doi.org/10.1207/S15328007SEM0902_5
Chiesi, F., Galli, S., Primi, C., Innocenti Borgi, P., & Bonacchi, A. (2013). The accuracy of the life orientation test–revised (LOT–R) in measuring dispositional optimism: Evidence from item response theory analyses. Journal of Personality Assessment, 95(5), 523–529. https://doi.org/10.1080/00223891.2013.781029
Cohen, J. (1988). Statistical power analysis for the behavioral sciences. Routledge Academic.
Creed, P. A., Patton, W., & Bartrum, D. (2002). Multidimensional properties of the lot-R: Effects of optimism and pessimism on career and well-being related variables in adolescents. Journal of Career Assessment, 10(1), 42–61. https://doi.org/10.1177/1069072702010001003
Fischer, R., & Chalmers, A. (2008). Is optimism universal? A meta-analytical investigation of optimism levels across 22 nations. Personality and Individual Differences, 45(5), 378–382. https://doi.org/10.1016/j.paid.2008.05.008
Gallagher, M. W., Lopez, S. J., & Pressman, S. D. (2013). Optimism is universal: Exploring the presence and benefits of optimism in a representative sample of the world. Journal of Personality, 81(5), 429–440. https://doi.org/10.1111/jopy.12026
Hardin, E. E., & Leong, F. T. L. (2005). Optimism and pessimism as mediators of the relations between self-discrepancies and distress among Asian and European Americans. Journal of Counseling Psychology, 52(1), 25–35. https://doi.org/10.1037/0022-0167.52.1.25
Heine, S. J., & Lehman, D. R. (1995). Cultural variation in unrealistic optimism: Does the west feel more vulnerable than the east? Journal of Personality and Social Psychology, 68(4), 595–607. https://doi.org/10.1037/0022-3514.68.4.595
Hofstede, G. (1980). Culture's consequences: International differences in work-related values. Sage.
Hofstede, G. (2001). Culture's consequences: Comparing values, behaviors, institutions and organizations across nations. Thousand oaks, CA: Sage (co-published in the PRC as Vol. 10 in the Shanghai foreign language education press SFLEP intercultural communication reference series, 2008).
Horn, J. L., & McArdle, J. J. (1992). A practical and theoretical guide to measurement invariance in aging research. Experimental Aging Research, 18(3–4), 117–144. https://doi.org/10.1080/03610739208253916
Hu, L. T., & Bentler, P. M. (1999). Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling, 6(1), 1–55.
Huang, V., Lo, K. C., & Fiocco, A. J. (2019). Examining the factor structure and psychometric properties of the Chinese version of the life orientation test in older Chinese immigrants. Psychological Reports, 0(0), 1–20. doi:https://doi.org/10.1177/0033294119868800.
Johnson, E. C., Meade, A. W., & DuVernet, A. M. (2009). The role of referent indicators in tests of measurement invariance. Structural Equation Modeling, 16(4), 642–657. https://doi.org/10.1080/10705510903206014
Kline, R. B. (2005). Principles and practice of structural equation modeling (2nd ed.). The Guilford Press.
Kubzansky, L. D., Kubzansky, P. E., & Maselko, J. (2004). Optimism and pessimism in the context of health: Bipolar opposites or separate constructs? Personality and Social Psychology Bulletin, 30(8), 943–956. https://doi.org/10.1177/0146167203262086
Lai, J. C. L. (1994). Differential predictive power of the positively versus the negatively worded items of the life orientation test. Psychological reports, 75(3_suppl), 1507–1515. doi: https://doi.org/10.2466/pr0.1994.75.3f.1507.
Lai, J. C. L., Cheung, H., Lee, W.-M., & Yu, H. (1998). The utility of the Revised Life Orientation Test to measure optimism among Hong Kong Chinese. International Journal of Psychology, 33(1), 45–56. https://doi.org/10.1080/002075998400600
Lai, J. C., & Yue, X. (2000). Measuring optimism in Hong Kong and mainland Chinese with the revised life orientation test. Personality and Individual Differences, 28(4), 781–796. https://doi.org/10.1016/S0191-8869(99)00138-5
Little, T. D. (2013). Longitudinal structural equation modeling. The Guilford Press.
Lui, P. P., Rollock, D., Chang, E. C., Leong, F. T. L., & Zamboanga, B. L. (2016). Big 5 personality and subjective well-being in Asian Americans: Testing optimism and pessimism as mediators. Asian American Journal of Psychology, 7(4), 274–286. https://doi.org/10.1037/aap0000054
MacCallum, R. C., Browne, M. W., & Sugawara, H. M. (1996). Power analysis and determination of sample size for covariance structure modeling. Psychological Method, 1, 130–149.
Marshall, G. N., Wortman, C. B., Kusulas, J. W., Hervig, L. K., & et al. (1992). Distinguishing optimism from pessimism: Relations to fundamental dimensions of mood and personality. Journal of Personality and Social Psychology, 62(6), 1067–1074. doi: https://doi.org/10.1037/0022-3514.62.6.1067.
Nakano, K. (2004). Psychometric properties of the Life Orientation Test-Revised in samples of Japanese students. Psychological Reports, 94(3,Pt1), 849–855. doi: https://doi.org/10.2466/PR0.94.3.849-855.
Rand, K. L. (2018). Hope, self-efficacy, and optimism: Conceptual and empirical differences. In M. W. Gallagher & S. J. Lopez (Eds.), The Oxford handbook of hope. (pp. 45–58). Oxford University Press.
Satorra, A., & Bentler, P. M. (1988). Scaling corrections for chi-square statistics in covariance structure analysis. In American Statistical Association 1988 proceedings of the business and economic sections (pp. 208–313). American Statistical Association.
Scheier, M. F., & Carver, C. S. (1982). Self-consciousness, outcome expectancy, and persistence. Journal of Research in Personality, 16(4), 409–418. https://doi.org/10.1016/0092-6566(82)90002-2
Scheier, M. F., & Carver, C. S. (1985). Optimism, coping, and health: Assessment and implications of generalized outcome expectancies. Health Psychology, 4(3), 219–247. https://doi.org/10.1037/0278-6133.4.3.219
Scheier, M. F., & Carver, C. S. (1992). Effects of optimism on psychological and physical well-being: Theoretical overview and empirical update. Cognitive Therapy and Research, 16(2), 201–228. https://doi.org/10.1007/BF01173489
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(6), 1063–1078. https://doi.org/10.1037/0022-3514.67.6.1063
Segerstrom, S. C. (2006). Breaking Murphy’s law: How optimists get what they want from life and pessimists can too. Guilford Press.
Snyder, C. R., Harris, C., Anderson, J. R., Holleran, S. A., Irving, L. M., Sigmon, S. T., Yoshinobu, L., Gibb, J., Langelle, C., & Harney, P. (1991). The will and the ways: Development and validation of an individual-differences measure of hope. Journal of Personality and Social Psychology, 60(4), 570–585. https://doi.org/10.1037/0022-3514.60.4.570
Steenkamp, J. E. M., & Baumgartner, H. (1998). Assessing measurement invariance in cross-national consumer research. Journal of Consumer Research, 25(1), 78–107. https://doi.org/10.1086/209528
Sumi, K. (2004). The Japanese version of the revised life orientation test: Reliability and construct validity. Psychological Reports, 95(1), 86–88. https://doi.org/10.2466/PR0.95.5.86-88
Yoon, M., & Lai, M. H. C. (2018). Testing factorial invariance with unbalanced samples. Structural Equation Modeling, 25(2), 201–213. https://doi.org/10.1080/10705511.2017.1387859
Zane, N. W., Sue, S., Hu, L., & Kwon, J. (1991). Asian-American assertion: A social learning analysis of cultural differences. Journal of Counseling Psychology, 38(1), 63–70. https://doi.org/10.1037/0022-0167.38.1.63
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Long, L.J., Lu, Q., Walker, R.L. et al. Examining the Measurement Invariance of the LOT-R Measure of Optimism in the United States and Japan. J well-being assess 4, 447–462 (2020). https://doi.org/10.1007/s41543-021-00043-7
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DOI: https://doi.org/10.1007/s41543-021-00043-7