Efficient Online Estimation of Causal Effects by Deciding What to Observe Shantanu Gupta, Zachary C. Lipton, David Childers Carnegie Mellon University

However, this perspective fails to address the difficult data collection decisions that precede such modeling efforts. Doctors must select a set of tests to run. Survey designers must select a slate of questions to ask. Companies must select which datasets to purchase.