References

These references are a mix of starting points, interesting notes, and more authoritative sources.

Robust SE

• King & Roberts. (2015). How Robust Standard Errors Expose Methodological Problems They Do Not Fix. Political Analysis.
• Trivedi, C. (2011). Robust Inference with Clustered Data.

Fixed effects and ‘panel’ data models

• Wooldridge. (2016). Introductory Econometrics: A Modern Approach (6e). link
• Wooldridge. (2010). Econometric Analysis of Cross Section and Panel Data (2e). link
• Baltalgi. (2005). Econometric Analysis of Panel Data (3e). link

Mixed models

• My documents and workshop notes.
• Gelman & Hill. (2006). Data Analysis Using Regression and Multilevel/Hierarchical Models. link
• Pinheiro & Bates. (2000). Mixed-Effects Models in S and S-PLUS. link
• Fahrmeier et al. (2013). Regression. link
• West et al. (2014). Linear Mixed Models: A Practical Guide Using Statistical Software (2e). link

GEE

To be honest I can’t speak to this reference from experience, though I’ve read and would recommend Hardin and Hilbe’s GLM book, and this is a similar approach (applied with Stata examples).

• Hardin & Hilbe (2013). Generalized Estimating Equations. link

Growth Curve Models

• Kline. (2015). Principles and Practice of Structural Equation Modeling. link

• My SEM notes

Survey Analysis

• Lumley, T. (2010) Complex Surveys: A Guide to Analysis Using R.

Comparison/Issues

• Gardiner et al. (2009). Fixed effects, random effects, and GEE: What are the differences? Statistics in Medicine. link

• Bell & Jones. (2015) Explaining Fixed Effects: Random Effects Modeling of Time-Series Cross-Sectional and Panel Data. link

• Bell & Jones. (2016) Fixed and Random effects: making an informed choice.link

• R mixed list FAQ. Old but still has useful information. link