Observational Causal Studies

Why you care: Randomized controlled experiments are the gold standard for establishing causality, but sometimes running such an experiment is not possible. Given that organizations are collecting massive amounts of data, there are observational causal studies that can be used to assess causality, although with lower levels of trust. Understanding the space of possible designs and common pitfalls can be useful if an online controlled experiment is not possible.