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Measuring Positive Development I: Multilevel Analysis

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Abstract

This chapter presents multilevel analysis as a useful tool for analyzing data where individuals are nested in varying social contexts such as classrooms, schools, or neighborhoods; time points are nested in individuals (longitudinal analyses); or situations are nested in individuals (diaries). Discussed are two-level models where individuals are nested in social contexts, time points, or situations, and three-level models where longitudinal changes or diary data are studied in varying social contexts. These models are illustrated with data from a longitudinal study of immigrant adolescents and their native classmates in varying classrooms and neighborhoods. More advanced topics such as multilevel moderation, multilevel mediation, and multilevel structural equation modeling are also covered, and statistical software options for these analyses are described.

Chapter prepared for: Cabrera, N. J., & Leyendecker, B. (Eds.), Handbook of positive development of minority children. Amsterdam, NL: Springer.

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Notes

  1. 1.

    The results differ somewhat from those reported by Motti-Stefanidi et al. (2012a) in their Table 4 mainly because the latter are estimates for Grade 1 from a longitudinal analysis of Grades 1–3 and were controlled for gender.

References

  • Asendorpf, J. B., van de Schoot, R., Denissen, J. J. A., & Hutteman, R. (2014). Reducing bias due to systematic attrition in longitudinal studies: The benefits of multiple imputation. International Journal of Behavioral Development, 38, 453–460.

    Article  Google Scholar 

  • Bronfenbrenner, U. (1977). Toward an experimental ecology of human development. American Psychologist, 32, 513–531.

    Article  Google Scholar 

  • Cacioppo, J. T., Uchino, B. N., Crites, S. L., Snydersmith, M. A., Smith, G., Berntson, G. G., et al. (1992). Relationship between facial expressiveness and sympathetic activation in emotion. Journal of Personality and Social Psychology, 62, 110–128.

    Article  PubMed  Google Scholar 

  • Epstein, S. (1983). A research paradigm for the study of personality and emotions. In M. M. Page (Ed.), Personality: Current theory and research. 1982 Nebraska Symposium on Motivation (pp. 91‒154). Lincoln, NE: University of Nebraska Press.

    Google Scholar 

  • Hox, J. J. (2010). Multilevel analysis: Technique and applications (2nd ed.). New York, NY: Routledge.

    Google Scholar 

  • Little, R. J. A. (1995). Modeling the drop-out mechanism in repeated measures studies. Journal of the American Statistical Association, 90, 1112–1121.

    Article  Google Scholar 

  • Motti-Stefanidi, F., Asendorpf, J. B., & Masten, A. (2012a). The adaptation and well-being of adolescent immigrants in Greek schools: A multilevel, longitudinal study of risks and resources. Development and Psychopathology, 24, 451–473.

    Article  PubMed  Google Scholar 

  • Motti-Stefanidi, F., Berry, J., Chryssochoou, X., Sam, D. L., & Phinney, J. (2012b). Immigrant youth adaptation in context: Developmental, acculturation, and social-psychological perspectives. In A. S. Masten, K. Liebkind, & D. J. Hernandez (Eds.), Realizing the potential of immigrant youth (pp. 117–158). New York, NY: Cambridge University Press.

    Chapter  Google Scholar 

  • Motti-Stefanidi, F., Masten, A. S., & Asendorpf, J. B. (2015). School engagement trajectories of immigrant youth: Risks and longitudinal interplay with academic success. International Journal of Behavioral Development, 39, 32–42.

    Article  Google Scholar 

  • Molenaar, P. C. M., & Campbell, C. G. (2009). The new person-specific paradigm in psychology. Current Directions in Psychological Science, 18, 112–117.

    Article  Google Scholar 

  • Muthén, L. K., & Muthén, B. O. (1998–2012). Mplus version 7 [Computer program]. Los Angeles, CA: Author.

    Google Scholar 

  • Nezlek, J. B. (2012). Diary methods for social and personality psychology. Thousand Oaks, CA: Sage.

    Book  Google Scholar 

  • Preacher, K. J., Zyphur, M. J., & Zhang, Z. (2010). A general multilevel SEM framework for assessing multilevel mediation. Psychological Methods, 15, 209–233.

    Article  PubMed  Google Scholar 

  • Raudenbush, S. W., & Bryk, A. S. (2002). Hierarchical linear models (2nd ed.). Thousand Oaks, CA: Sage.

    Google Scholar 

  • Raudenbush, S. W., Bryk, A. S., Cheong, Y. F., & Congdon, R. T., Jr. (2011). HLM for windows (version 7.0). Lincolnwood, IL: Scientific Software International.

    Google Scholar 

  • Reitz, A. K., Motti-Stefanidi, F., & Asendorpf, J. B. (2014). Mastering developmental transitions in immigrant adolescents: The longitudinal interplay of family functioning, developmental and acculturative tasks. Developmental Psychology, 50, 754–765.

    Article  PubMed  Google Scholar 

  • Robinson, W. S. (1950). Ecological correlations and the behavior of individuals. American Sociological Review, 15, 351–357.

    Article  Google Scholar 

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Correspondence to Jens B. Asendorpf .

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Asendorpf, J.B. (2017). Measuring Positive Development I: Multilevel Analysis. In: Cabrera, N., Leyendecker, B. (eds) Handbook on Positive Development of Minority Children and Youth. Springer, Cham. https://doi.org/10.1007/978-3-319-43645-6_3

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