220 citations · 393 across the 14 of their papers we have counts for
3 papers · 1 filter
Partially Pooled Propensity Score Models for Average Treatment Effect Estimation with Multilevel Data
Youjin Lee, Trang Q. Nguyen, Elizabeth A. Stuart
Causal inference analyses often use existing observational data, which in many cases has some clustering of individuals. In this paper we discuss propensity score weighting methods…
Propensity score analysis with latent covariates: Measurement error bias correction using the covariate's posterior mean, aka the inclusive factor score
Trang Quynh Nguyen, Elizabeth A. Stuart
We address measurement error bias in propensity score (PS) analysis due to covariates that are latent variables. In the setting where latent covariate is measured via multiple…
Clarifying causal mediation analysis for the applied researcher: Defining effects based on what we want to learn
Trang Quynh Nguyen, Ian Schmid, Elizabeth A. Stuart
The incorporation of causal inference in mediation analysis has led to theoretical and methodological advancements -- effect definitions with causal interpretation, clarification o…