Examination of the Identity Style Inventory With Racial/Ethnic Minority College Students: Revision of Factor Structure and Psychometrics

References

• Adams, G. R., Berzonsky, M. D., & Keating, L. (2006). Psychosocial resources in first-year university students: The role of identity processes and social relationships. Journal of Youth and Adolescence, 35(4), 671–691. https://doi.org/10.1007/s10964-005-9019-0
   Web of Science ®Google Scholar
• Azmitia, M., Syed, M., & Radmacher, K. (2013). Finding your niche: Identity and emotional support in emerging adults’ adjustment to the transition to college. Journal of Research on Adolescence, 23(4), 744–761. https://doi.org/10.1111/jora.12037
   Web of Science ®Google Scholar
• Bauman, S. S. M., Acker-Hocevar, M., Talbot, D. L., Visaya, A., Valencia, M., & Ambriz, J. (2019). Exploring and promoting the college attendance and success of racial/ethnic minority students. Journal of Multicultural Counseling and Development, 47(1), 37–48. https://doi.org/10.1002/jmcd.12119
   Web of Science ®Google Scholar
• Bennett, D. A. (2001). How can I deal with missing data in my study?. Australian and New Zealand Journal of Public Health, 25(5), 464–469. https://doi.org/10.1111/j.1467-842X.2001.tb00294.x
   PubMed Web of Science ®Google Scholar
• Bennion, L. D., & Adams, G. R. (1986). A revision of the extended version of the objective measure of ego identity status: An identity instrument for use with late adolescents. Journal of Adolescent Research, 1(2), 183–197. https://doi.org/10.1177/074355488612005
   Google Scholar
• Berzonsky, M. D. (1989). Identity style: Conceptualization and measurement. Journal of Adolescent Research, 4(3), 268–281. https://doi.org/10.1177/074355488943002
   Google Scholar
• Berzonsky, M. D. (2008). Identity formation: The role of identity processing style and cognitive processes. Personality and Individual Differences, 44(3), 645–655. https://doi.org/10.1016/j.paid.2007.09.024
   Web of Science ®Google Scholar
• Berzonsky, M. D., & Cieciuch, J. (2016). Mediational role of identity commitment in relationships between identity processing style and psychological well-being. Journal of Happiness Studies, 17(1), 145–162. https://doi.org/10.1007/s10902-014-9588-2
   Web of Science ®Google Scholar
• Berzonsky, M. D., & Kuk, L. S. (2000). Identity status, identity processing style, and the transition to university. Journal of Adolescent Research, 15(1), 81–98. https://doi.org/10.1177/0743558400151005
   Web of Science ®Google Scholar
• Berzonsky, M. D., Soenens, B., Luyckx, K., Smits, I., Papini, D. R., & Goossens, L. (2013). Development and validation of the revised identity style inventory (ISI-5): Factor structure, reliability, and validity. Psychological Assessment, 25(3), 893–904. https://doi.org/10.1037/a0032642
   PubMed Web of Science ®Google Scholar
• Bosch, L. A., & Card, N. A. (2012). A meta-analytic review of Berzonsky's Identity Style Inventory (ISI)). Journal of Adolescence, 35(2), 333–343. https://doi.org/10.1016/j.adolescence.2011.08.007
   PubMed Web of Science ®Google Scholar
• Chen, F. F. (2007). Sensitivity of goodness of fit indexes to lack of measurement invariance. Structural Equation Modeling: A Multidisciplinary Journal, 14(3), 464–504. https://doi.org/10.1080/10705510701301834
   Web of Science ®Google Scholar
• Cheung, G. W., & Lau, R. S. (2012). A direct comparison approach for testing measurement invariance. Organizational Research Methods, 15(2), 167–198. https://doi.org/10.1177/1094428111421987
   Web of Science ®Google Scholar
• Davidson, M. M., Gervais, S. J., Canivez, G. L., & Cole, B. P. (2013). A psychometric examination of the Interpersonal Sexual Objectification Scale among college men. Journal of Counseling Psychology, 60(2), 239–250. https://doi.org/10.1037/a0032075
   PubMed Web of Science ®Google Scholar
• Erikson, E. H. (1950). Childhood and society. W W Norton & Co.
   Google Scholar
• Feitosa, J., Lacerenza, C. N., Joseph, D. L., & Salas, E. (2017). Ethnic identity: Factor structure and measurement invariance across ethnic groups. Psychological Assessment, 29(9), 1129–1141. https://doi.org/10.1037/pas0000346
   PubMed Web of Science ®Google Scholar
• Greer, T. M., & Cavalhieri, K. E. (2019). The role of coping strategies in understanding the effects of institutional racism on mental health outcomes for African American men. Journal of Black Psychology, 45(5), 405–433. https://doi.org/10.1177/0095798419868105
   Web of Science ®Google Scholar
• Hancock, G. R., & Mueller, R. O. (Eds.). (2010). The reviewer’s guide to quantitative methods in the social sciences. Routledge.
   Google Scholar
• Harwood, S. A., Huntt, M. B., Mendenhall, R., & Lewis, J. A. (2012). Racial microaggressions in the residence halls: Experiences of students of color at a predominantly White university. Journal of Diversity in Higher Education, 5(3), 159–173. https://doi.org/10.1037/a0028956
   Web of Science ®Google Scholar
• IBM Corp. (2015). IBM SPSS statistics for windows, version 23.0. IBM Corp.
   Google Scholar
• Keum, B. T. H., Wong, S. N., DeBlaere, C., & Brewster, M. E. (2015). Body image and Asian American men: Examination of the drive for muscularity scale. Psychology of Men & Masculinity, 16(3), 284–293. https://doi.org/10.1037/a0038180
   Web of Science ®Google Scholar
• Kim, Y. H., & O'Brien, K. M. (2018). Assessing women's career barriers across racial/ethnic groups: The Perception of Barriers Scale. Journal of Counseling Psychology, 65(2), 226–238. https://doi.org/10.1037/cou0000251
   Web of Science ®Google Scholar
• Kline, R. B. (2016). Methodology in the social sciences. Principles and practice of structural equation modeling (4th ed.). Guilford Press.
   Google Scholar
• Kroger, J., Martinussen, M., & Marcia, J. E. (2010). Identity status change during adolescence and young adulthood: A meta-analysis. Journal of Adolescence, 33(5), 683–698. https://doi.org/10.1016/j.adolescence.2009.11.002
   PubMed Web of Science ®Google Scholar
• Lee, J. H., & Shim, H. W. (2014). Validation of Korean Identity Style Inventory 5. Korean Journal of Youth Studies, 21(5), 359–390. http://www.dbpia.co.kr/journal/articleDetail?nodeId=NODE06662239#none
   Google Scholar
• Lewis, J. A., Raque-Bogdan, T. L., Lee, S., & Rao, M. A. (2018). Examining the role of ethnic identity and meaning in life on career decision-making. Journal of Career Development, 45(1), 68–82. https://doi.org/10.1177/0894845317696803
   Web of Science ®Google Scholar
• Little, R. J. (1988). A test of missing completely at random for multivariate data with missing values. Journal of the American Statistical Association, 83(404), 1198–1202. https://doi.org/10.1080/01621459.1988.10478722
   Web of Science ®Google Scholar
• Marcia, J. E. (1966). Development and validation of ego-identity status. Journal of Personality and Social Psychology, 3(5), 551–558. https://doi.org/10.1037/h0023281
   PubMed Web of Science ®Google Scholar
• Mardia, K. V. (1970). Measures of multivariate skewness and kurtosis with applications. Biometrika, 57(3), 519–530. https://doi.org/10.1093/biomet/57.3.519
   Web of Science ®Google Scholar
• McDonald, R. P., & Ho, M. H. R. (2002). Principles and practice in reporting structural equation analyses. Psychological Methods, 7(1), 64–82. https://doi.org/10.1037/1082-989x.7.1.64
   PubMed Web of Science ®Google Scholar
• Monacis, L., de Palo, V., Sinatra, M., & Berzonsky, M. D. (2016). The Revised Identity Style Inventory: Factor structure and validity in Italian speaking students. Frontiers in Psychology, 7, 883. https://doi.org/10.3389/fpsyg.2016.00883
   Web of Science ®Google Scholar
• Morsünbül, Ü., Uçar, M. E., & Konal, B. (2020). Adaptation of Identity Styles Scale-5 to Turkish: Validity and reliability study: Kimlik Stilleri Ölçeği-5’in Tükçeye uyarlanması: Geçerlik ve güvenirlik çalışması. Journal of Human Sciences, 17(1), 142–153. https://doi.org/10.14687/jhs.v17i1.5898
   Google Scholar
• Muthén, L. K., & Muthén, B. O. (2012). Mplus user’s guide (7th ed.). Muthén & Muthén.
   Google Scholar
• Phinney, J. S. (1992). The Multigroup Ethnic Identity Measure: A new scale for use with diverse groups. Journal of Adolescent Research, 7(2), 156–176. https://doi.org/10.1177/074355489272003
   Google Scholar
• Phinney, J. S., & Ong, A. D. (2007). Conceptualization and measurement of ethnic identity: Current status and future directions. Journal of Counseling Psychology, 54(3), 271–281. https://doi.org/10.1037/0022-0167.54.3.271
   Web of Science ®Google Scholar
• Piotrowski, K., & Brzezińska, A. I. (2019). A cluster-analytic approach to identity style classification: Four seems to be better than three. European Journal of Developmental Psychology, 16(5), 522–537. https://doi.org/10.1080/17405629.2018.1467755
   Web of Science ®Google Scholar
• Rebetez, M. M. L., Rochat, L., & Van der Linden, M. (2015). Cognitive, emotional, and motivational factors related to procrastination: A cluster analytic approach. Personality and Individual Differences, 76, 1–6. https://doi.org/10.1016/j.paid.2014.11.044
   Web of Science ®Google Scholar
• Sass, D. (2011). Testing measurement invariance and comparing latent factor means within a confirmatory factor analysis framework. Journal of Psychoeducational Assessment, 29(4), 347–363. https://doi.org/10.1177/0734282911406661
   Web of Science ®Google Scholar
• Schwartz, S. J. (2005). A new identity for identity research: Recommendations for expanding and refocusing the identity literature. Journal of Adolescent Research, 20(3), 293–308. https://doi.org/10.1177/0743558405274890
   Web of Science ®Google Scholar
• Schwartz, S. J., Kim, S. Y., Whitbourne, S. K., Zamboanga, B. L., Weisskirch, R. S., Forthun, L. F., Vazsonyi, A. T., Beyers, W., & Luyckx, K. (2013). Converging identities: Dimensions of acculturation and personal identity status among immigrant college students. Cultural Diversity & Ethnic Minority Psychology, 19(2), 155–165. https://doi.org/10.1037/a0030753
   PubMed Web of Science ®Google Scholar
• Schwartz, S. J., Montgomery, M. J., & Briones, E. (2006). The role of identity in acculturation among immigrant people: Theoretical propositions, empirical questions, and applied recommendations. Human Development, 49(1), 1–30. https://doi.org/10.1159/000090300
   Web of Science ®Google Scholar
• Sneed, J. R., Schwartz, S. J., William, E., & Cross, J. (2006). A multicultural critique of identity status theory and research: A call for integration. Identity, 6(1), 61–84. https://doi.org/10.1207/s1532706xid0601_5
   Google Scholar
• Szabo, A., & Ward, C. (2015). Identity development during cultural transition: The role of social-cognitive identity processes. International Journal of Intercultural Relations, 46, 13–25. https://doi.org/10.1016/j.ijintrel.2015.03.019
   Web of Science ®Google Scholar
• Taber, K. S. (2018). The use of Cronbach’s alpha when developing and reporting research instruments in science education. Research in Science Education, 48(6), 1273–1296. https://doi.org/10.1007/s11165-016-9602-2
   Web of Science ®Google Scholar
• van de Schoot, R., Lugtig, P., & Hox, J. (2012). A checklist for testing measurement invariance. European Journal of Developmental Psychology, 9(4), 486–492. https://doi.org/10.1080/17405629.2012.686740
   Web of Science ®Google Scholar
• Vargas, J. H., & Kemmelmeier, M. (2013). Ethnicity and contemporary American culture: A meta-analytic investigation of horizontal-vertical individualism-collectivism. Journal of Cross-Cultural Psychology, 44(2), 195–222. https://doi.org/10.1177/0022022112443733
   Web of Science ®Google Scholar
• Villodas, F., Villodas, M. T., & Roesch, S. (2011). Examining the factor structure of the Positive and Negative Affect Schedule (PANAS) in a multiethnic sample of adolescents. Measurement and Evaluation in Counseling and Development, 44(4), 193–203. https://doi.org/10.1177/0748175611414721
   Web of Science ®Google Scholar
• Watkins, N. L., LaBarrie, T. L., & Appio, L. M. (2010). Black undergraduates experience with perceived racial microaggressions in predominantly White colleges and universities. In D. W. Sue (Ed.), Microaggressions and marginality: Manifestation, dynamics, and impact (pp. 25–58). Wiley & Sons.
   Google Scholar
• Watson, J. C. (2017). Establishing evidence for internal structure using exploratory factor analysis. Measurement and Evaluation in Counseling and Development, 50(4), 232–238. https://doi.org/10.1080/07481756.2017.1336931
   Web of Science ®Google Scholar
• Yap, S. C. Y., Donnellan, M. B., Schwartz, S. J., Kim, S. Y., Castillo, L. G., Zamboanga, B. L., Weisskirch, R. S., Lee, R. M., Park, I. J. K., Whitbourne, S. K., & Vazsonyi, A. T. (2014). Investigating the structure and measurement invariance of the Multigroup Ethnic Identity Measure in a multiethnic sample of college students. Journal of Counseling Psychology, 61(3), 437–446. https://doi.org/10.1037/a0036253
   Web of Science ®Google Scholar