Growth Modeling

Growth Modeling

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ChapterPDFTutorial
1Overview & Goals
2Practical PreliminariesCh2 Intro, Data, Reshape, Plots (WISC)
3Linear Growth ModelsCh3
3aLinear Growth Models in MplusCh3a
3bLinear Growth Models in R using MLMLinear Growth Model – Multilevel Modeling Implementation in R
3cLinear Growth Models in R using lavaanLinear Growth Model – SEM Implementation in R
4Continuous Time MetricsGrowth Model with Continuous Time Variable – Multilevel & SEM Implementation in R
5Linear Growth Models with Time-Invariate CovariatesCh5
5aLinear Growth Models with Time-Invariate Covariates in MplusCh5a
5bLinear Growth Models with Time-Invariate Covariates in RLinear Growth Models with Time-Invariant Covariates – Multilevel & SEM Implementation in R
6Multiple Group Growth ModelingCh6
6aMultiple Group Growth Modeling in MplusCh6a
6bMultiple Group Growth Modeling in RMultiple Group Growth Model – Multilevel & SEM Implementation in R
7Growth Mixture ModelingCh7
7aGrowth Mixture Modeling in MplusCh7a
7bGrowth Mixture Modeling in R using lcmmCh7b
8Multivaraite Growth Models and Dynamic PredictorsBivariate Growth Model – Multilevel & SEM Implementation in R
9Introduction to NonlinearityCh9
10Growth Models with Nonlinearity in TimeGrowth Models with Nonlinearity in Time – Multilevel & SEM Implementation in R
11Growth Models with Nonlinearity in ParametersGrowth Models with Nonlinearity in Parameters – Multilevel & SEM Implementation in R
12Growth Models with Nonlinearity in Random CoefficientsGrowth Models with Nonlinearity in Random Coefficients – Multilevel & SEM Implementation in R
13Modeling Change with Ordinal Outcomes
14Modeling Change with Latent Variables Measured by Continuous IndicatorsCh14
14aLongitudinal Factor Analysis in MplusCh14a
14bMeasurement Invariance & 2nd Order Growth ModelMeasurement Invariance + 2nd order Growth Model (ECLS-K)
15Modeling Change with Latent Variables Measured by Ordinal Indicators
Ch15
15aLongitudinal Item Factor Analysis in MplusCh15a
15bItem Factor Analysis, Factorial Invariance, & 2nd Order Growth in lavaanItem Factor Analysis, Measurement Invariance + 2nd order Growth Model (ECLS-K)
16Introduction to Latent Change Score ModelingCh16
16aIntroduction to Latent Change Score Models in MplusCh16a
16bLatent Change Score Modeling in R using lavaanLatent Change Score Modeling
17Multivariate Latent Change Score ModelsCh17
17aBivariate Latent Change Score Models in MplusCh17a
17bBivariate Latent Change Score Models in LavaanMultivariate Latent Change Score Models
Appendix A: Intro to Multilevel Modeling
Appendix B: Intro to Structural Equation Modeling

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