Clustered Data
Introduction
What approach to use?
Preliminaries
Things to note
Getting Started
Ignore Data Dependency
Pros
Cons
Model Every Group
Pros
Cons
Cluster Robust Variances
Pros
Cons
A Survey Approach
Pros
Cons
Fixed Effects Models
Pros
Cons
Mixed Models
Pros
Cons
Generalized Estimating Equations
Pros
Cons
Latent Growth Curve
Pros
Cons
Summary
Fixed Effects
Variance estimates
Conclusion
References
Robust SE
Fixed effects and ‘panel’ data models
Mixed models
GEE
Growth Curve Models
Survey Analysis
Comparison/Issues
Clustered Data
Clustered Data
Michael Clark
m-clark.github.io
2018-09-16