Machine Learning, Causal Inference, Meta Learning, Instruments, Observational Studies.
Microsoft. Figure 1: Flow chart for causal algorithm selection in an observational study Estimation methods under unconfoundedness Many heterogeneous treatment effect estimation methods are theoretically valid only when all potential confounders are observed. These methods attempt to approximate