Standards Meeting 1: Covariates
Presentations
- Cyrus Samii: Pre-specification of moderator effect hypotheses and research design implications
- Kosuke Imai: High dimensional propensity score estimation via covariate balancing
- Winston Lin: Some issues in choosing methods for covariate adjustment
- Stefan Wager: Approximate residual balancing: de-biased inference of average treatment effects in high dimensions
- Jasjeet Sekhon: Adjusting randomized experiments and estimating heterogeneous treatment effects (Paper 1, Paper 2)
Additional Readings
- Lin Development Impact, Part I
- Lin Development Impact, Part II
- Green Lab Standard Operating Procedures (most relevant sections are "Standard errors, confidence intervals, and significance tests" and "Using covariates in analysis")