Multilevel and Longitudinal Modeling
Why MLM?
Demonstration of clustered data
Multilevel Structure
Key Handouts
Multilevel Models, Equations, Syntax & English
|
PDF
Paper Template
Paper Template for a Cross-Sectional MLM Paper
Tables of Results for Multilevel Models
The
longer handout
that got out of control.
A
shorter working example
.
Writing Up Multilevel Results And Formatting Tables of Results
Writing Up Multilevel Results
Gutten Tree Data
Multilevel Models With The Gutten Tree Data
Calculating R
2
in Multilevel Models With The Gutten Tree Data
Bayesian MLM
Bayesian and Frequentist Multilevel Modeling
Bayesian Longitudinal MLM With the Gutten Tree Data
Spaghetti Plots
Stata
A “simple” rubric for making Spaghetti plots in Stata
R
Three Dimensional Scatterplot / Spaghetti Plot
Three Dimensional Scatterplot / Spaghetti Plot
Multilevel Logistic Regression
Multilevel Logistic Regression
Visualization
Visualizing Multilevel Models
[
HTML Slides
] [
PDF
]
Reshaping Data
Reshaping Data
Filling in Missing Observations
Filling in Missing Observations
Why OLS Is A Bad Model For Longitudinal Data
Why OLS Is A Bad Model For Longitudinal Data
Why MLMs Are Good Models For Longitudinal Data
Why MLMs Are Good Models For Longitudinal Data
Fixed Effects Regression
Derivation
Empirical Example
Empirical Example With World Bank Data
Centering
Centering in Cross-Sectional Data
Centering Strategies
lmer
Demo
lmer
Demo
Multiple Methods
Multiple Methods for Analyzing Clustered Data
Multiple Methods of Longitudinal Data Analysis
Multiple Estimators for Longitudinal Data
Multilevel Mediation
Multilevel Mediation
Multilevel Moderated Mediation