Skip to main content
Log in

Post-migration Growth Scale for Chinese International Students: Development and Validation

  • Research Paper
  • Published:
Journal of Happiness Studies Aims and scope Submit manuscript

Abstract

There has been a significant paradigm shift in recent acculturation research from a psychopathological perspective to a resilience framework. However, one indicator of positive adaptation outcomes in acculturation—measurement of personal growth in migration—is lacking. The purpose of this study was to develop and validate a Post-migration Growth Scale (PMGS) for Chinese international students. A 14-item scale was developed through in-depth interviews, item analysis and factor analysis. The scale was initially validated in a sample of 400 mainland Chinese students studying in Hong Kong. Exploratory factor analysis suggested two factors (interpersonal growth and intrapersonal growth), which were cross-validated in an independent sample of Chinese international students in Australia from mainland China (n = 154) by confirmatory factor analysis. The PMGS showed satisfactory internal consistency reliability and concurrent validity. The PMGS can thus be a reliable and valid instrument to measure Chinese international students’ personal growth from overseas study experiences. Limitations were discussed and implications were suggested.

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.

Fig. 1

Similar content being viewed by others

References

  • Aldwin, C. M., & Levenson, M. R. (2004). Posttraumatic growth: A developmental perspective. Psychological Inquiry, 15(1), 19–21.

    Article  Google Scholar 

  • Andrade, M. S. (2006). International student persistence: Integration or cultural integrity? Journal of college Student Relations, 8(1), 57–81.

    Article  Google Scholar 

  • Ang, R. P., & Huan, V. S. (2006). Academic expectation stress inventory: Development, factor analysis, reliability, and validity. Educational and Psychological Measurement, 66(3), 522–539.

    Article  Google Scholar 

  • Bennett, H., & Rigby, C. (1997). The relationship between tenure, stress and coping strategies of South African immigrants to New Zealand. South African Journal of Psychology, 27(3), 160–166.

    Article  Google Scholar 

  • Bentler, P. M. (1990). Comparative fit indexes in structural models. Psychological Bulletin, 107(2), 238–246.

    Article  Google Scholar 

  • Bentler, P. M. (1995). EQS structural equations program manual. Encino, CA: Multivariate Software.

    Google Scholar 

  • Brennan, J. (2001). Adjustment to cancer—Coping or personal transition? Psycho-Oncology, 10, 1–18.

    Article  Google Scholar 

  • Brown, L. (2009). The transformative power of international sojourn: An ethnographic study of the international student experience. Annuals of Tourism Research, 36(3), 502–521.

    Article  Google Scholar 

  • Brown, L., & Brown, J. (2009). Out of chaos, into a new identity: The transformative power of the international sojourn. Existential Analysis, 20(2), 341–361.

    Google Scholar 

  • Campbell, A. (2010). Developing generic skills and attributes of international students: The (ir)relevance of the Australian university experience. Journal of Higher Education Policy and Management, 32(5), 487–497.

    Article  Google Scholar 

  • Carmines, E. G., & McIver, J. P. (1981). Analyzing models with unobserved variables: Analysis of covariance structures. In G. W. Bronstedt & E. F. Borgatta (Eds.), Social measurement: Current issues. SAGE: Beverly Hills, CA.

    Google Scholar 

  • Clark, L. A., & Watson, D. (1995). Constructing validity: Basic issues in objective scale development. Psychological Assessment, 7(3), 309–319.

    Article  Google Scholar 

  • Crawford, A. V., Green, S. B., Levy, R., Lo, W.-J., Scott, L., Svetina, D., et al. (2010). Evaluation of parallel analysis methods for determining the number of factors. Educational and Psychological Measurement, 70(6), 885–901.

    Article  Google Scholar 

  • Curran, P. J., West, G. W., & Finch, J. F. (1996). The robustness of test statistics to nonnormality and specification error in confirmatory factor analysis. Psychological Methods, 1, 16–29.

    Article  Google Scholar 

  • Davis, C. G., Nolen-Hoeksema, S., & Larson, J. (1998). Making sense of loss and benefiting from the experience: Two construals of meaning. Journal of Personality and Social Psychology, 75, 561–574.

    Article  Google Scholar 

  • Delevi, R., & Bugay, A. (2010). Understanding change in romantic relationship expectations of international female students from Turkey. Contemporary Family Therapy, 32, 257–272.

    Article  Google Scholar 

  • DeVellis, R. F. (2003). Scale development: Theory and application (2nd ed.). Thousand Oaks: Sage Publication.

    Google Scholar 

  • Diener, E., Robert, A., Emmons, R. J. L., & Griffin, S. (1985). The satisfaction with life scale. Journal of Personality Assessment, 49(1), 71–75.

    Article  Google Scholar 

  • Dimmock, C., & Leong, J. O. S. (2010). Studying overseas: Mainland Chinese students in Singapore. Compare, 40(1), 25–42.

    Google Scholar 

  • Felsman, J. K. (1989). Risk and resiliency in childhood: The lives of street children. In T. F. Dugan & R. Coles (Eds.), The child in our times: Studies in the development of resiliency (pp. 56–80). New York: Brunner/Mazel.

    Google Scholar 

  • Frazier, P., Conlon, A., & Glaser, T. (2001). Positive and negative life changes following sexual assault. Journal of Consulting and Clinical Psychology, 69, 1048–1055.

    Article  Google Scholar 

  • Gangstad, B., Norman, P., & Barton, J. (2009). Cognitive processing and posttraumatic growth after stroke. Rehabilitation Psychology, 54(1), 69–75.

    Article  Google Scholar 

  • Gill, S. (2007). Overseas students’ intercultural adaptation as intercultural learning: A transformative framework. Compare, 37(2), 167–183.

    Google Scholar 

  • Grotberg, H. E. (2003). Resilience for today: Gaining strength from adversity. Westport, CT: Praeger Publishers.

    Google Scholar 

  • Gu, Q., Schweisfurth, M., & Day, C. (2010). Learning and growing in a “foreign” context: Intercultural experiences of international students. Compare, 40(1), 7–23.

    Google Scholar 

  • Hamid, P. N., & Cheng, S. T. (1996). The development and validation of an index of emotional disposition and mood state: The Chinese Affect Scale. Educational and Psychological Measurement, 56, 995–1014.

    Article  Google Scholar 

  • Helgeson, V. S., Reynolds, K. A., & Tomich, P. L. (2006). A meta-analytic review of benefit finding and growth. Journal of Consulting and Clinical Psychology, 74(5), 797–816.

    Article  Google Scholar 

  • Ho, S. M. Y., Chan, C. L. W., & Ho, R. T. H. (2004). Posttraumatic growth in Chinese cancer survivors. Psycho-Oncology, 13, 337–389.

    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, 6(1), 1–55.

    Article  Google Scholar 

  • Ickovics, J. R., Meade, C. S., Kershaw, T. S., Milan, S., Lewis, J. S., & Ethier, K. A. (2006). Urban teens: Trauma, posttraumatic growth, and emotional distress among female adolescents. Journal of Consulting and Clinical Psychology, 74(5), 841–850.

    Article  Google Scholar 

  • Inkson, K., & Myers, B. (2003). “‘The big OE’”: Self-directed travel and career development career. Career Development International, 8(4), 170–181.

    Article  Google Scholar 

  • Jackson, J. (2006). Ethnographic preparation for short-term study and residence in the target culture. International Journal of Intercultural Relations, 30(1), 77–98.

    Article  Google Scholar 

  • Janoff-Bulman, R. (2004). Posttraumatic growth: Three explanatory models. Psychological Inquiry, 15, 30–34.

    Google Scholar 

  • Jöreskog, K. G., & Sörbom, D. (2004). LISREL 8.70. Chicago: Scientific Software.

    Google Scholar 

  • Kaiser, H. F. (1974). An index of factorial simplicity. Psychometrika, 39, 31–36.

    Article  Google Scholar 

  • Kim, Y. (1988). Communication and cross-cultural adaptation: An integrative theory. Clevedon: Multilingual Matters Ltd.

    Google Scholar 

  • Lelorain, S., Bonnaud-Antignac, A., & Florin, A. (2010). Long term posttraumatic growth after breast cancer: Prevalence, predictors and relationships with psychological health. Journal of Clinical Psychology in Medical Settings, 17, 14–22.

    Article  Google Scholar 

  • Levine, M. (2009). Transforming experiences: Nursing education and international immersion programs. Journal of Professional Nursing, 25(3), 156–169.

    Article  Google Scholar 

  • Levinson, D. (1986). A conception of adult development. American Psychologist, 41, 3–13.

    Article  Google Scholar 

  • Li, M., & Bray, M. (2007). Cross-border flows of students for higher education: Push–pull factors and motivations of mainland Chinese students in Hong Kong and Macau. Higher Education, 53, 791–818.

    Article  Google Scholar 

  • Linley, P. A., & Joseph, S. (2004). Positive changes following trauma and adversity: A review. Journal of Traumatic Stress, 17(1), 11–21.

    Article  Google Scholar 

  • Longman, R. S., Cota, A. A., Holden, R. R., & Fekken, G. C. (1989). A regression equation for the parallel analysis criterion in principal components analysis: Mean and 95th percentile eigenvalues. Multivariate Behavioral Research, 24(1), 59–69.

    Article  Google Scholar 

  • Lou, V., & Chan, C. (1998). Stress and social adaptation of immigrant adolescents from mainland China: A cultural cooperative model. In J. Chan (Ed.), Psychological adaptation of children and youth newly arrived in Hong Kong from mainland China: Research, theory and practice (pp. 145–158). Hong Kong: Aberdeen Kai-fong Welfare Association Social Service Centre.

    Google Scholar 

  • Luthar, S. S., & Zigler, E. (1991). Vulnerability and competence: A review of research on resilience in childhood. American Journal of Orthopsychiatry, 61(1), 6–22.

    Article  Google Scholar 

  • Mapp, S. C., McFarland, P., & Newell, E. A. (2007). The Effect of a short-term study abroad class on students’ cross-cultural awareness. The Journal of Baccalaureate Social Work, 13(1), 39–51.

    Google Scholar 

  • Milam, J., Ritt-Olson, A., Tan, A., Unger, J., & Nezami, E. (2005). The September 11th 2001 terrorist attacks and reports of posttraumatic growth among a multi-ethnic sample of adolescents. Traumatology, 11(4), 233–246.

    Article  Google Scholar 

  • Millam, J. E. (2004). Posttraumatic growth among HIV/AIDS patients. Journal of Applied Social Psychology, 34(11), 2353–2376.

    Article  Google Scholar 

  • Mols, F., Vingerhoets, J. J. M., Coebergh, J. W. W., & Poll-Franse, L. V. (2009). Well-being, posttraumatic growth and benefit finding in long-term breast cancer survivors. Psychology and Health, 24(5), 583–595.

    Article  Google Scholar 

  • Montuori, A., & Fahim, U. (2004). Cross-cultural encounter as an opportunity for personal growth. Journal of Humanistic Psychology, 44(2), 243–265.

    Article  Google Scholar 

  • Mosher, C. E., Danoff-Burg, S., & Brunker, B. (2006). Post-traumatic growth and psychosocial adjustment of daughters of breast cancer survivors. Oncology Nursing Forum, 33(3), 543–551.

    Article  Google Scholar 

  • O’Connor, B. P. (2000). SPSS and SAS programs for determining the number of components using parallel analysis and Velicer’s MAP test. Behavior Research Methods, Instruments & Computers, 32(3), 396–402.

    Article  Google Scholar 

  • Pakenham, K. I., Sofronoff, K., & Samios, C. (2004). Finding meaning in parenting a child with Asperser syndrome: Correlates of sense making and benefit finding. Research in Developmental Disabilities, 25, 245–264.

    Article  Google Scholar 

  • Pan, J. Y. (2011). A resilience-based and meaning-oriented model of acculturation: A sample of mainland Chinese postgraduate student in Hong Kong. International Journal of Intercultural Relations, 35, 592–603.

    Article  Google Scholar 

  • Park, C. L. (2004). The notion of growth following stressful life experiences: Problems and prospects. Psychological Inquiry, 15(1), 69–76.

    Google Scholar 

  • Park, C. L., Aldwin, C. M., Fenster, J. R., & Snyder, L. B. (2008). Pathways to posttraumatic growth versus posttraumatic stress: Coping and emotional reactions following the September 11, 2011, terrorist attacks. American Journal of Orthopsychiatry, 78(3), 300–312.

    Article  Google Scholar 

  • Park, C. L., Cohen, L. H., & Murch, R. L. (1996). Assessment and prediction of stress-related growth. Journal of Personality, 64, 71–105.

    Article  Google Scholar 

  • Park, C. L., & Lechner, S. (2006). Measurement issues in assessing growth following stressful life experiences. In L. G. Calhoun & R. G. Tedeschi (Eds.), Handbook of posttraumatic growth (pp. 47–67). Mahwah, NJ: Lawrence Erlbaum Associates.

    Google Scholar 

  • Parra-Cardona, J. R., Bulock, L. A., Imig, D. R., Villarruel, F. A., & Gold, S. J. (2006). “Trabajando Duro Todos Los Dias”: Learning from the life experiences of Mexican-origin migrant families. Family Relations, 55(3), 361–375.

    Article  Google Scholar 

  • Pernice, R., Trlin, A., Henderson, A., & North, N. (2000). Employment and mental health of three groups of immigrants to New Zealand. New Zealand Journal of Psychology, 29, 24–29.

    Google Scholar 

  • Powell, S., Rosner, R., Butollo, W., Tedeschi, R. G., & Calhoun, L. G. (2003). Posttraumatic growth after war: A study with former refugees and displaced people in Sarajevo. Journal of Clinical Psychology, 59, 71–83.

    Article  Google Scholar 

  • Rabe, S., Zollner, T., Maercker, A., & Karl, A. (2006). Neural correlates of posttraumatic growth after severe motor vehicle accidents. Journal of Consulting and Clinical Psychology, 74(5), 880–886.

    Article  Google Scholar 

  • Rayn, J. (2000). A Guide to Teaching International Students. Oxford: Oxford Brooks University.

    Google Scholar 

  • Steiger, J. H. (1990). Structural model evaluation and modification: An interval estimation approach. Multivariate Behavioral Research, 25(2), 173–180.

    Article  Google Scholar 

  • Syed, M., & Azmitia, M. (2009). Longitudinal trajectories of ethnic identity during the college years. Journal of Research on Adolescence, 19(4), 601–624.

    Article  Google Scholar 

  • Tarry, E. (2011). Is West really best? Social and cultural tensions international students experience having studied at British universities. Journal of Further and Higher Education, 35(1), 69–87.

    Article  Google Scholar 

  • Tassie, S., & Whelan, T. (2007). Mainland Chinese students in Australia: The potential for stress-related growth. Journal of Psychology in Chinese Societies, 8(1), 71–89.

    Google Scholar 

  • Tedeschi, R. G., & Calhoun, L. G. (1996). The Posttraumatic Growth Inventory: Measuring the positive legacy of trauma. Journal of Traumatic Stress, 9(3), 455–471.

    Article  Google Scholar 

  • Tucker, L. R., & Lewis, C. (1973). A reliability coefficient for maximum likelihood factor analysis. Psychometrika, 38(1), 1.

    Article  Google Scholar 

  • Tugade, M. M., & Fredrickson, B. L. (2004). Resilient individuals use positive emotions to bounce back from negative emotional experiences. Journal of Personality and Social Psychology, 86, 320–333.

    Article  Google Scholar 

  • Vaughn, A. A., Roesch, S. C., & Aldridge, A. A. (2009). Stress-related growth in racial/ethnic minority adolescents: Measurement structure and validity. Educational and Psychological Measurement, 69(1), 131–145.

    Article  Google Scholar 

  • Warring, S. (2010). Facilitating independence amongst Chinese international students completing a Bachelor of Applied Business Studies Degree. Innovations in Education and Teaching International, 47(4), 379–392.

    Article  Google Scholar 

  • Weiss, T., & Berger, R. (2008). Posttraumatic growth and immigration: Theory, research and practice implication. In S. Joseph & P. A. Linley (Eds.), Trauma, recovery and growth: Positive psychological perspective on posttraumatic stress. Hoboken, NJ: Wiley.

    Google Scholar 

  • Ye, J. (2006). An examination of acculturative stress, interpersonal social support, and use of online ethnic social groups among Chinese international students. The Howard Journal of Communications, 17, 1–20.

    Article  Google Scholar 

  • Ye, S. (2009). Factor structure of the General Health Questionnaire (GHQ-12): The role of wording effects. Personality and Individual Differences, 46, 197–201.

    Article  Google Scholar 

  • Yu, B. (2010). Learning Chinese abroad: The role of language attitudes and motivation in the adaptation of international students in China. Journal of Multilingual and Multicultural Development, 31(3), 301–321.

    Article  Google Scholar 

  • Zwick, W. R., & Velicer, W. F. (1986). Comparison of five rules for determining the number of components to retain. Psychological Bulletin, 99(3), 432–442.

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Jia-Yan Pan.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Pan, JY., Wong, D.F.K. & Ye, S. Post-migration Growth Scale for Chinese International Students: Development and Validation. J Happiness Stud 14, 1639–1655 (2013). https://doi.org/10.1007/s10902-012-9401-z

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10902-012-9401-z

Keywords

Navigation