Analyses of environmental phenomena often are concerned with understanding unlikely events such as floods, heatwaves, droughts, or high concentrations pollutants. Yet the majority causal inference literature has focused on modeling means, rather than (possibly high) quantiles. We define a general estimator population quantile treatment (or exposure) effects (QTE)—the weighted QTE (WQTE)—of whic...
