Does water kill? A call for less casual causal inferences

“Can this number be interpreted as a causal effect?” is a key question for scientists and decision makers. The potential outcomes approach, a quantitative counterfactual theory, describes conditions under which the question can be answered affirmatively. This article reviews one of those conditions, known as consistency, and its implications for real world decisions.