Honest data-adaptive inference for the average treatment effect under model misspecification using penalised bias-reduced double-robust estimation

Vahe Avagyan, Stijn Vansteelandt

The presence of confounding by high-dimensional variables complicates estimation of the average effect of a point treatment. On the one hand, it necessitates the use of variable se…