Analyzing average and conditional effects with multigroup multilevel structural equation models

Mayer A, Nagengast B, Fletcher J, Steyer R (2014)
Frontiers in Psychology 5.

Zeitschriftenaufsatz | Veröffentlicht | Englisch
 
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Autor*in
Mayer, AxelUniBi; Nagengast, Benjamin; Fletcher, John; Steyer, Rolf
Abstract / Bemerkung
Conventionally, multilevel analysis of covariance (ML-ANCOVA) has been the recommended approach for analyzing treatment effects in quasi-experimental multilevel designs with treatment application at the cluster-level. In this paper, we introduce the generalized ML-ANCOVA with linear effect functions that identifies average and conditional treatment effects in the presence of treatment-covariate interactions. We show how the generalized ML-ANCOVA model can be estimated with multigroup multilevel structural equation models that offer considerable advantages compared to traditional ML-ANCOVA. The proposed model takes into account measurement error in the covariates, sampling error in contextual covariates, treatment-covariate interactions, and stochastic predictors. We illustrate the implementation of ML-ANCOVA with an example from educational effectiveness research where we estimate average and conditional effects of early transition to secondary schooling on reading comprehension.
Erscheinungsjahr
2014
Zeitschriftentitel
Frontiers in Psychology
Band
5
eISSN
1664-1078
Page URI
https://pub.uni-bielefeld.de/record/2956060

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Mayer A, Nagengast B, Fletcher J, Steyer R. Analyzing average and conditional effects with multigroup multilevel structural equation models. Frontiers in Psychology. 2014;5.
Mayer, A., Nagengast, B., Fletcher, J., & Steyer, R. (2014). Analyzing average and conditional effects with multigroup multilevel structural equation models. Frontiers in Psychology, 5. https://doi.org/10.3389/fpsyg.2014.00304
Mayer, A., Nagengast, B., Fletcher, J., and Steyer, R. (2014). Analyzing average and conditional effects with multigroup multilevel structural equation models. Frontiers in Psychology 5.
Mayer, A., et al., 2014. Analyzing average and conditional effects with multigroup multilevel structural equation models. Frontiers in Psychology, 5.
A. Mayer, et al., “Analyzing average and conditional effects with multigroup multilevel structural equation models”, Frontiers in Psychology, vol. 5, 2014.
Mayer, A., Nagengast, B., Fletcher, J., Steyer, R.: Analyzing average and conditional effects with multigroup multilevel structural equation models. Frontiers in Psychology. 5, (2014).
Mayer, Axel, Nagengast, Benjamin, Fletcher, John, and Steyer, Rolf. “Analyzing average and conditional effects with multigroup multilevel structural equation models”. Frontiers in Psychology 5 (2014).

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