Abstract: Randomized experiments are the gold standard to estimating average treatment effects. Unfortunately, the outcome of interest may be difficult to measure due to time or costs and typically one relies on proxy variables, like surrogate outcomes, as substitutes for the outcome. In conjunction, it is often the case that one has auxiliary, non-experimental data available on the surrogates...