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What matters most: importance-performance matrix analysis of the factors influencing international postgraduate students’ psychological and sociocultural adaptations

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Abstract

With the increase in international mobility in higher education especially in Asia, the issue of cross-cultural adaptation becomes paramount since international students try to overcome challenges and flourish psychologically and socioculturally in a new environment. Therefore, this study was conducted to identify the factors influencing international postgraduate students’ psychological and sociocultural adaptations in Malaysian public universities, an emerging education hub in the region. It also further examined importance-performance matrix analysis (IPMA) of the antecedents for psychological and sociocultural adaptations as the endogenous variables to provide managerial insights for the authorities in higher education. A quantitative research approach using questionnaire was applied to get response from randomly selected international postgraduate students (i.e. Master or PhD) from top five research universities in Malaysia. The findings revealed that among the identified factors in this study perceived stereotype image and adjustment attitude were significantly related to psychological and sociocultural adaptations of the international students in Malaysia. However, attachment attitude was not significantly associated with psychological and sociocultural adaptation; and English language proficiency was not related to psychological adaptation. Moreover, the results of IPMA in SmartPLS shed some light on perceived stereotype image and adjustment attitude as the factors with the highest priority with relatively lowest performance in relation with psychological and sociocultural adaptations. Based on the results, this study derives recommendations for education policymakers and academic administrators to ensure successful international postgraduate students’ cross-cultural adaptation.

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References

  • Ainuddin, R.A., Beamish, P.W., Hulland, J.S., Rouse, M.J.: Resource attributes and firm performance in international joint ventures. J. World Bus. 42(1), 47–60 (2007)

    Article  Google Scholar 

  • Andrade, M.S.: International students in English-speaking universities adjustment factors. J. Res. Int. Educ. 5(2), 131–154 (2006)

    Article  Google Scholar 

  • Argyle, M.: Social Interaction. Methuen, London (1969)

    Google Scholar 

  • Arokiasamy, A.R.A.: The impact of globalization on higher education in Malaysia. http://www.nyu.edu/classes/keefer/waoe/aroka.pdf (2010). Accessed 20 Jan 2015

  • Berry, J.W.: Psychology of acculturation: understanding individuals moving between cultures. In: Brislin, R. (ed.) Applied Cross-Cultural Psychology, pp. 232–253. Sage, Newbury Park (1990)

    Chapter  Google Scholar 

  • Berry, J.W.: Stress perspectives on acculturation. In: Sam, D.L., Berry, J.W. (eds.) The Cambridge handbook of acculturation psychology, pp. 43–57. Cambridge University Press, Cambridge (2006)

    Chapter  Google Scholar 

  • Berry, J.W., Phinney, J.S., Sam, D.L., Vedder, P.: Immigrant youth: acculturation, identity, and adaptation. Appl. Psychol. 55(3), 303–332 (2006)

    Article  Google Scholar 

  • Berry, J.W., Sam, D.L.: Acculturation and adaptation. In Berry, J.W., Segall, M. H., Kağıtçıbaşı, Ç. (eds.) Handbook of Cross-Cultural Psychology. Social Behavior and Applications, vol. 3, pp. 291–326. Allyn & Bacon, Boston (1997)

  • Berry, J.W., Segall, M.H., Kagitcibasi, C.: Handbook of Cross-Cultural Psychology. Social Behavior and Applications. Allyn & Bacon, Boston (1999)

    Google Scholar 

  • Bochner, S.: Cultures in Contact: Studies in Cross-Cultural Interaction. Pergamon Press, Oxford (1982)

    Google Scholar 

  • Carpenter, J.: Doctors and nurses: stereotypes and stereotype change in interprofessional education. J. Interprof. Care 9(2), 151–161 (1995)

    Article  Google Scholar 

  • Chak, A.: Understanding children’s curiosity and exploration through the lenses of Lewin’s field theory: on developing an appraisal framework. Early Child Dev. Care 172(1), 77–87 (2002)

    Article  Google Scholar 

  • Cheng, M.Y., Mahmood, A., Yeap, P.F.: Malaysia as a regional education hub: a demand-side analysis. J. High. Educ. Pol. Manag. 35(5), 523–536 (2013)

    Article  Google Scholar 

  • Clark, L.A., Watson, D.: Constructing validity: basic issues in objective scale development. Psychol. Assess. 7(3), 309 (1995)

    Article  Google Scholar 

  • Clément, R., Noels, K.A., Deneault, B.: Interethnic contact, identity, and psychological adjustment: the mediating and moderating roles of communication. J. Soc. Issues 57(3), 559–577 (2001)

    Article  Google Scholar 

  • Cooley, C.H.: Human Nature and the Social Order. Transaction Publishers, New York (1992)

    Google Scholar 

  • Daniels, V.: Kurt Lewin notes. http://www.sonoma.edu/users/d/daniels/lewinnotes.html (2003). Accessed 20 Sept 2013

  • Deaux, K.: Social identification. In: Higgins, E.T., Kruglanski, A.W. (eds.) Social Psychology: Handbook of Basic Principle, pp. 777–798. Guilford Press, New York (1996)

    Google Scholar 

  • Diener, E., Emmons, R.A., Larsen, R.J., Griffin, S.: The satisfaction with life scale. J. Pers. Assess. 49(1), 71–75 (1985)

    Article  Google Scholar 

  • Earley, P.C., Ang, S.: Cultural Intelligence: Individual Interactions Across Cultures. Stanford University Press, Palo Alto (2003)

    Google Scholar 

  • Fornell, C., Larcker, D.F.: Evaluating structural equation models with unobservable variables and measurement error. J. Mark. Res. 18(1), 39–50 (1981)

    Article  Google Scholar 

  • Frost, J.: Regression analysis: how do i interpret R-squared and assess the goodness-of-fit? http://blog.minitab.com/blog/adventures-in-statistics/regression-analysis-how-do-i-interpret-r-squared-and-assess-the-goodness-of-fit (2013). Accessed 15 Jan 2015

  • Furnham, A., Shiekh, S.: Gender, generational and social support correlates of mental health in Asian immigrants. Int. J. Soc. Psychiatry 39(1), 22–33 (1993)

    Article  Google Scholar 

  • Gaudet, S., Clément, R.: Forging an identity as a linguistic minority: intra-and intergroup aspects of language, communication and identity in Western Canada. Int. J. Intercult. Relat 33(3), 213–227 (2009)

    Article  Google Scholar 

  • Hair, J.F., Black, W.C., Babin, B.J., Anderson, R.E.: Multivariate Data Analysis, 7th edn. Pearson Prentice Hall Inc., New Jersey (2010)

    Google Scholar 

  • Hair, J.F., Black, W.C., Babin, B.J., Anderson, R.E., Tatham, R.L.: Multivariate Data Analysis. Person Prentice Hall, New Jersey (2009)

    Google Scholar 

  • Hair, J.F., Hult, G.T.M., Ringle, C., Sarstedt, M.: A primer on partial least squares structural equation modeling (PLS-SEM). Sage Publications, Thousand Oaks (2014)

    Google Scholar 

  • Hair, J.F., Ringle, C.M., Sarstedt, M.: PLS-SEM: indeed a silver bullet. J. Mark. Theory Pract. 19(2), 139–152 (2011)

    Article  Google Scholar 

  • Haque, Z.: The ethnic minority ‘underachieving’group? investigating the claims of ‘underachievement’amongst Bangladeshi pupils in British Secondary Schools. Race Ethn. Educ. 3(2), 145–168 (2000)

    Article  Google Scholar 

  • Haslam, S.A., Powell, C., Turner, J.: Social identity, self-categorization, and work motivation: rethinking the contribution of the group to positive and sustainable organisational outcomes. Appl. Psychol. 49(3), 319–339 (2000)

    Article  Google Scholar 

  • Haslam, S.A., Turner, J.C., Oakes, P.J., Reynolds, K.J., Doosje, B.: From Personal Pictures in the Head to Collective Tools in the World: How Shared Stereotypes Allow Groups to Represent and Change Social Reality. Cambridge University Press, New York (2002)

    Google Scholar 

  • Hean, S.: The measurement of stereotypes in the evaluation of interprofessional education. In: Jackson, J., Blateau, P. (eds.) Innovation, Implementation and Evaluation: The Keys to Unlocking InterProfessional Learning, pp. 144–164. Palgrave Macmillan, Basingstoke (2009)

    Google Scholar 

  • Henseler, J., Hubona, G., Ray, P.A.: Using PLS path modeling in new technology research: updated guidelines. Ind. Manag. Data Syst. 116(1), 2–20 (2016)

    Article  Google Scholar 

  • Henseler, J., Ringle, C.M., Sarstedt, M.: A new criterion for assessing discriminant validity in variance-based structural equation modeling. J. Acad. Mark. Sci. 43(1), 115–135 (2015)

    Article  Google Scholar 

  • Henseler, J., Ringle, C.M., Sinkovics, R.R.: The use of partial least squares path modeling in international marketing. Adv. Int. Mark. 20, 277–320 (2009)

    Google Scholar 

  • Hernandez, M.Y.: Psychological theories of immigration. J. Hum. Behav. Soc. Environ. 19(6), 713–729 (2009)

    Article  Google Scholar 

  • Hilton, J.L., Von Hippel, W.: Stereotypes. Annu. Rev. Psychol. 47, 237–272 (1996)

    Article  Google Scholar 

  • Hock, C., Ringle, C.M., Sarstedt, M.: Management of multi-purpose stadiums: importance and performance measurement of service interfaces. Int. J. Serv. Technol. Manag. 14(2), 188–207 (2010)

    Article  Google Scholar 

  • Holmes, T.H., Rahe, R.H.: The social readjustment rating scale. J. Psychosom. Res. 11(2), 213–218 (1967)

    Article  Google Scholar 

  • Judd, C.M., Ryan, C.S., Park, B.: Accuracy in the judgment of in-group and out-group variability. J. Pers. Soc. Psychol. 61(3), 366–379 (1991)

    Article  Google Scholar 

  • Jussim, L., Nelson, T.E., Manis, M., Soffin, S.: Prejudice, stereotypes, and labeling effects: sources of bias in person perception. J. Pers. Soc. Psychol. 68(2), 228–246 (1995)

    Article  Google Scholar 

  • Keshishian, F.: Acculturation, communication, and the US mass media: the experience of an Iranian immigrant. Howard J. Commun. 11(2), 93–106 (2000)

    Article  Google Scholar 

  • Kim, Y.Y.: Communication and Cross-Cultural Adaptation: An Integrative Theory. Multilingual Matters, Clevedon (1988)

    Google Scholar 

  • Kim, Y.Y.: Becoming Intercultural: An Integrative Theory of Communication and Cross-Cultural Adaptation. Sage, Thousand Oaks (2001)

    Google Scholar 

  • Kline, R.B.: Principles and Practice of Structural Equation Modeling. Guilford Press, New York (2011)

    Google Scholar 

  • Krauss, R.M., Chui, C.Y.: Language and social behavior. In: Gilbert, D.T., Fiske, S.T., Lindzey, G. (eds.) The Handbook of Social Psychology, vol. 2, pp. 41–88. McGraw-Hill, Boston (1998)

    Google Scholar 

  • Kwak, K.: Second Language Learning in a Multicultural Society: A Comparison Between the Learning of a Dominant Language and a Heritage Language. Queen’s University, Kingston (1991)

    Google Scholar 

  • Lazarus, R.S., Folkman, S.: Stress, Coping and Appraisal. Springer, New York (1984)

    Google Scholar 

  • Lewin, K.: Field Theory in Social Science (D. Cartwright, Ed.). Harper and Brothers, New York (1951)

  • Lewin, K., Dembo, T., Festinger, L., Sears, P.: Level of Aspiration. In: Hunt, J.M. (ed.) Personality and the Behavior Disorders, pp. 333–378. Ronald Press, Oxford (1944)

    Google Scholar 

  • Li, A., Gasser, M.B.: Predicting Asian international students’ sociocultural adjustment: a test of two mediation models. Int. J. Intercult. Relat. 29(5), 561–576 (2005)

    Article  Google Scholar 

  • MacIntyre, P.D., Dörnyei, Z., Clément, R., Noels, K.A.: Conceptualizing willingness to communicate in a L2: a situational model of L2 confidence and affiliation. Mod. Lang. J. 82(4), 545–562 (1998)

    Article  Google Scholar 

  • Ministry of Higher Education Malaysia: Laporan Statistik Pelajar. 2009. http://www.mohe.gov.my/web_statistik/index.htm (2009). Accessed 20 Feb 2014

  • Molinsky, A.: Cross-cultural code-switching: the psychological challenges of adapting behavior in foreign cultural interactions. Acad. Manag. Rev. 32(2), 622–640 (2007)

    Article  Google Scholar 

  • O’Sullivan, C.S., Durso, F.T.: Effect of schema-incongruent information on memory for stereotypical attributes. J. Pers. Soc. Psychol. 47(1), 55–70 (1984)

    Article  Google Scholar 

  • PEMANDU: Economic transformation programme: a roadmap for Malaysia. Prime Minister Department, Malaysia (2010)

  • Porter, P., Vidovich, L.: Globalization and higher education policy. Educ. Theory 50(4), 449–465 (2000)

    Article  Google Scholar 

  • Ringle, C.M., Wende, S., Becker, J.M.: SmartPLS 3: Boenningstedt: SmartPLS GmbH. http://www.smartpls.com (2015)

  • Sarstedt, M., Mooi, E.: A Concise Guide to Market Research: The Process, Data, and Methods Using IBM SPSS Statistics. Springer, Berlin (2014)

    Book  Google Scholar 

  • Schloderer, M.P., Sarstedt, M., Ringle, C.M.: The relevance of reputation in the nonprofit sector: the moderating effect of socio-demographic characteristics. Int. J. Nonprofit Volunt. Sect. Mark. 19(2), 110–126 (2014)

    Article  Google Scholar 

  • Schultz, D., Schultz, S.: A History of Modern Psychology. Wadsworth, Belmont (2004)

    Google Scholar 

  • Searle, W., Ward, C.: The prediction of psychological and sociocultural adjustment during cross-cultural transitions. Int. J. Intercult. Relat. 14(4), 449–464 (1990)

    Article  Google Scholar 

  • Second Education Minister, D.S.I.J.: Malaysia has one of highest proportions of international students pursuing higher education. The Sun Daily. http://www.thesundaily.my/news/1314991 (2015). Accessed 08 Sept 2015

  • Shafaei, A., Nejati, M., Razak, N.A.: Out of sight, out of mind: psychological consequences of attachment and adjustment attitude. Stud. High. Educ. (2016). doi:10.1080/03075079.2016.1162780

    Google Scholar 

  • Shafaei, A., Razak, N.A.: Examining the link among cross-cultural adaptation, academic satisfaction and word of mouth in the context of international postgraduate students in Malaysia. Int. J. Manag. Educ. 10(1), 45–64 (2016a)

    Article  Google Scholar 

  • Shafaei, A., Razak, N.A.: International postgraduate students’ cross-cultural adaptation in Malaysia: antecedents and outcomes. Res. High. Educ. (2016b). doi:10.1007/s11162-015-9404-9

    Google Scholar 

  • Sherry, M., Thomas, P., Chui, W.H.: International students: a vulnerable student population. High. Educ. 60(1), 33–46 (2010)

    Article  Google Scholar 

  • Sorrentino, R.M.: Looking for B = f (P, E): the exception still forms the rule. Motiv Emot. 37(1), 4–13 (2013)

    Article  Google Scholar 

  • Sumer, S: International students’ psychological and sociocultural adaptation in the United States. Counseling and Psychological Services Dissertations, Paper 34 (2009)

  • Swaidan, Z., Vitell, S.J., Rose, G.M., Gilbert, F.W.: Consumer ethics: the role of acculturation in U.S. immigrant populations. J. Bus. Ethics 64(1), 1–16 (2006)

    Article  Google Scholar 

  • Swami, V.: Predictors of sociocultural adjustment among sojourning Malaysian students in Britain. Int. J. Psychol. 44(4), 266–273 (2009)

    Article  Google Scholar 

  • Tajfel, H.: Human Groups and Social Categories: Studies in Social Psychology. Cambridge University Press, Cambridge (1981)

    Google Scholar 

  • Tajfel, H., Turner, J.: The social identity theory of intergroup behaviour. In: Austin, W., Worchel, S. (eds.) The Social Psychology of Intergroup Relations, pp. 7–24. Nelson-Hall, Chicago (1986)

    Google Scholar 

  • Reuters, Thomson: The Asian Higher Education Rankings. Amity University, London (2014)

    Google Scholar 

  • Ting, S.-H., Ling, T.-Y.: Language use and sustainability status of indigenous languages in Sarawak, Malaysia. J. Multiling. Multicult. Dev. 34(1), 77–93 (2013)

    Article  Google Scholar 

  • Tonsing, K.N.: Predictors of psychological adaptation of South Asian immigrants in Hong Kong. Int. J. Intercult. Relat. 37(2), 238–248 (2013)

    Article  Google Scholar 

  • Turner, J.C.: Some current issues in research on social identity and self categorization theories. In: Ellemers, N., Spears, R., Doosje, B. (eds.) Social Identity, Context, Commitment, Content, pp. 6–34. Blackwell Publishers, Oxford (1999)

    Google Scholar 

  • Vedder, P., Virta, E.: Language, ethnic identity, and the adaptation of Turkish immigrant youth in the Netherlands and Sweden. Int. J. Intercult. Relat. 29(3), 317–337 (2005)

    Article  Google Scholar 

  • Verbik, L., Lasanowski, V.: International student mobility: patterns and trends. World Educ. News Rev. 20(10), 1–16 (2007)

    Google Scholar 

  • Ward, C.: Acculturation. In: Landis, D., Bennett, J., Bennett, M. (eds.) Handbook of Intercultural Training, 2nd edn, pp. 124–147. Sage, Thousand Oaks (1996)

    Google Scholar 

  • Ward, C.: Psychological theories of culture contact and their implications for intercultural training and interventions. In: Landis, D., Bennett, J., Bennett, M. (eds.) Handbook of Intercultural Training. Sage, Thousand Oaks (2004)

    Google Scholar 

  • Ward, C., Kennedy, A.: Locus of control, mood disturbance, and social difficulty during cross-cultural transitions. Int. J. Intercult. Relat. 16(2), 175–194 (1992)

    Article  Google Scholar 

  • Ward, C., Kennedy, A.: Acculturation and cross-cultural adaptation of British residents in Hong Kong. J. Soc. Psychol. 133(3), 395–397 (1993)

    Article  Google Scholar 

  • Ward, C., Kennedy, A.: Acculturation strategies, psychological adjustment, and sociocultural competence during cross-cultural transitions. Int. J. Intercult. Relat. 18(3), 329–343 (1994)

    Article  Google Scholar 

  • Ward, C., Kennedy, A.: The measurement of sociocultural adaptation. Int. J. Intercult. Relat. 23(4), 659–677 (1999)

    Article  Google Scholar 

  • World Trade Organization, W.: Secretariat report, supra note 3 (2010)

  • Yang, B., Clum, G.A.: Life stress, social support, and problem-solving skills predictive of depressive symptoms, hopelessness, and suicide ideation in an Asian student population: a test of a model. Suicide Life Threat. Behav. 24(2), 127–139 (1994)

    Google Scholar 

  • Yusliza, Y.: International students’ adjustment in higher education: relation between social support, self-efficacy, and socio-cultural adjustment. Aust. J. Bus. Manag. Res. 1(1), 1–15 (2010)

    Google Scholar 

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Acknowledgments

The first author is a recipient of USM Global Fellowship. The authors also acknowledge the support of Universiti Sains Malaysia (USM) through Research University Grant (Grant No.: 1001/PGURU/816267).

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Correspondence to Azadeh Shafaei.

Appendices

Appendix 1

See Table 6.

Table 6 Items used for measuring the constructs

Appendix 2

See Table 7.

Table 7 Correlation matrix

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Shafaei, A., Razak, N.A. What matters most: importance-performance matrix analysis of the factors influencing international postgraduate students’ psychological and sociocultural adaptations. Qual Quant 52, 37–56 (2018). https://doi.org/10.1007/s11135-016-0418-y

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