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Fitting a Path Model with the Two-Stage Approach

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Meta-Analytic Structural Equation Modelling

Part of the book series: SpringerBriefs in Research Synthesis and Meta-Analysis ((BRIEFSSYNTHES))

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Abstract

In the first chapter of this book, I presented a path model on four variables involving teacher-student interactions, engagement and achievement at school. This chapter uses data from 45 studies who reported (a subset of) the correlations between these variables and the percentage of students with low socio-economic status in the classroom. Using the metaSEM package, it is illustrated how the data can be prepared for analysis, how to fit a fixed and random effects Stage 1 model to the correlation matrices, and how to specify the hypothesized Stage 2 model. Models are fitted to the overall data and to subgroups with low versus high socio-economic status. All steps that have to be taken to perform the analyses are discussed, as well as the relevant output.

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References

  • Becker, B. J. (2009). Model-based meta-analysis. In H. Cooper, L. V. Hedges, & J. C. Valentine (Eds.), The handbook of research synthesis and meta-analysis (2nd ed., pp. 377–398). New York: Russell Sage Foundation.

    Google Scholar 

  • Bollen, K. A. (1989). Structural equations with latent variables. New York: Wiley.

    Book  MATH  Google Scholar 

  • Cheung, M. W.-L. (2009). Comparison of methods for constructing confidence intervals of standardized indirect effects. Behavior Research Methods, 41(2), 425–438.

    Article  Google Scholar 

  • Cheung, M. W.-L. (2014). Fixed- and random-effects meta-analytic structural equation modeling: examples and analyses in R. Behavior Research Methods, 46, 29–40.

    Article  Google Scholar 

  • Cheung, M. W.-L. (2015). metaSEM: An R package for meta-analysis using structural equation modeling. Frontiers in Psychology 5, 1521. doi: 10.3389/fpsyg.2014.01521

  • Connell, J. P., & Wellborn, J. G. (1991). Competence, autonomy, and relatedness: A motivational analysis of self-system processes. In M. Gunnar & A. Sroufe (Eds.), The Minnesota symposium on child development: Self-processes and development (Vol. 23, pp. 43–77). Hillsdale: Lawrence Erlbaum Associates.

    Google Scholar 

  • Kline, R. B. (2011). Principles and practice of structural equation modeling. New York: Guilford.

    MATH  Google Scholar 

  • McArdle, J. J., & McDonald, R. P. (1984). Some algebraic properties of the reticular action model for moment structures. British Journal of Mathematical and Statistical Psychology, 37(2), 234–251.

    Article  MATH  Google Scholar 

  • Neale, M. C., & Miller, M. B. (1997). The use of likelihood based confidence intervals. Genetics, 27, 113–120.

    Google Scholar 

  • Pianta, R. C. (1999). Enhancing relationships between children and teachers. Washington, DC: American Psychological Association.

    Book  Google Scholar 

  • Roorda, D. L., Koomen, H. M., Spilt, J. L., & Oort, F. J. (2011). The influence of affective teacher–student relationships on students’ school engagement and achievement a meta-analytic approach. Review of Educational Research, 81(4), 493–529.

    Google Scholar 

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Correspondence to Suzanne Jak .

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Jak, S. (2015). Fitting a Path Model with the Two-Stage Approach. In: Meta-Analytic Structural Equation Modelling. SpringerBriefs in Research Synthesis and Meta-Analysis. Springer, Cham. https://doi.org/10.1007/978-3-319-27174-3_5

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