| 1 | Overview & Goals | | |
| 2 | Practical Preliminaries | Ch2 | Intro, Data, Reshape, Plots (WISC) |
| 3 | Linear Growth Models | Ch3 | |
| 3a | Linear Growth Models in Mplus | Ch3a | |
| 3b | Linear Growth Models in R using MLM | | Linear Growth Model – Multilevel Modeling Implementation in R |
| 3c | Linear Growth Models in R using lavaan | | Linear Growth Model – SEM Implementation in R |
| 4 | Continuous Time Metrics | | Growth Model with Continuous Time Variable – Multilevel & SEM Implementation in R |
| 5 | Linear Growth Models with Time-Invariate Covariates | Ch5 | |
| 5a | Linear Growth Models with Time-Invariate Covariates in Mplus | Ch5a | |
| 5b | Linear Growth Models with Time-Invariate Covariates in R | | Linear Growth Models with Time-Invariant Covariates – Multilevel & SEM Implementation in R |
| 6 | Multiple Group Growth Modeling | Ch6 | |
| 6a | Multiple Group Growth Modeling in Mplus | Ch6a | |
| 6b | Multiple Group Growth Modeling in R | | Multiple Group Growth Model – Multilevel & SEM Implementation in R |
| 7 | Growth Mixture Modeling | Ch7 | |
| 7a | Growth Mixture Modeling in Mplus | Ch7a | |
| 7b | Growth Mixture Modeling in R using lcmm | Ch7b | |
| 8 | Multivaraite Growth Models and Dynamic Predictors | | Bivariate Growth Model – Multilevel & SEM Implementation in R |
| 9 | Introduction to Nonlinearity | Ch9 | |
| 10 | Growth Models with Nonlinearity in Time | | Growth Models with Nonlinearity in Time – Multilevel & SEM Implementation in R |
| 11 | Growth Models with Nonlinearity in Parameters | | Growth Models with Nonlinearity in Parameters – Multilevel & SEM Implementation in R |
| 12 | Growth Models with Nonlinearity in Random Coefficients | | Growth Models with Nonlinearity in Random Coefficients – Multilevel & SEM Implementation in R |
| 13 | Modeling Change with Ordinal Outcomes | | |
| 14 | Modeling Change with Latent Variables Measured by Continuous Indicators | Ch14 | |
| 14a | Longitudinal Factor Analysis in Mplus | Ch14a | |
| 14b | Measurement Invariance & 2nd Order Growth Model | | Measurement Invariance + 2nd order Growth Model (ECLS-K) |
| 15 | Modeling Change with Latent Variables Measured by Ordinal Indicators
| Ch15 | |
| 15a | Longitudinal Item Factor Analysis in Mplus | Ch15a | |
| 15b | Item Factor Analysis, Factorial Invariance, & 2nd Order Growth in lavaan | | Item Factor Analysis, Measurement Invariance + 2nd order Growth Model (ECLS-K) |
| 16 | Introduction to Latent Change Score Modeling | Ch16 | |
| 16a | Introduction to Latent Change Score Models in Mplus | Ch16a | |
| 16b | Latent Change Score Modeling in R using lavaan | | Latent Change Score Modeling |
| 17 | Multivariate Latent Change Score Models | Ch17 | |
| 17a | Bivariate Latent Change Score Models in Mplus | Ch17a | |
| 17b | Bivariate Latent Change Score Models in Mplus | | Multivariate Latent Change Score Models |
| Appendix A: Intro to Multilevel Modeling | | |
| Appendix B: Intro to Structural Equation Modeling | | |
