Causal Inference for Heterogeneous Extreme Quantiles with Heavy-Tailed Outcomes

Xiaorui Wang, Juan-Juan Cai, Huixia Judy Wang +2

We propose a framework for estimating conditional extreme quantile treatment effects (CEQTEs) in observational studies with heavy-tailed outcomes. Our procedure first estimates int…