Xiao-Rui Wang

Causal Inference for Heterogeneous Extreme Quantiles with Heavy-Tailed Outcomes

We propose a framework for estimating conditional extreme quantile treatment effects (CEQTEs) in observational studies with heavy-tailed outcomes. Our procedure first estimates intermediate conditional quantiles using inverse-probability-weighted (IPW) quantile regression and then extrapolates them to extreme levels us...