D. Greiner

Longitudinal causal inference with selective eligibility: Application to pretrial risk assessment

Dropout presents a major challenge for causal inference in longitudinal studies with time-varying treatments. We focus on selective eligibility—an important but overlooked source of nonignorable dropout that occurs when a unit’s prior treatment history affects its eligibility for future treatments. Our motivating appli...