Posterior Predictive Treatment Assignment Methods for Causal Inference in the Context of Time-Varying Treatments

Shirley Liao, Lucas Henneman, Corwin Zigler

Marginal structural models (MSM) with inverse probability weighting (IPW) are used to estimate causal effects of time-varying treatments, but can result in erratic finite-sample pe…