Outcome Models & Estimators of Treatment Effects

Single Timepoint, Continuous Outcomes

Simple Difference in Means

Analysis of Covariance (ANCOVA)

Augmented Inverse Probability Weighted (AIPW) Estimator

Doubly-Robust Weighted Least Squares (DR-WLS) Estimator

Single Timepoint, Binary Outcomes

Simple Difference in Proportions

Standardized Logistic Regression Estimator

DR-WLS and AIPW Estimators

Longitudinal, Continuous Outcomes

Mixed Model for Repeated Measures (MMRM)

Targeted Maximum Likelihood Estimator (TMLE)

Augmented Inverse Probability Weighted (AIPW) Estimator

Longitudinal, Binary Outcomes

TMLE & AIPW Estimators