Data Science, Instrumental Variables, A B Testing, Causal Inference.
These methods have their own unique advantages and challenges, but often suffer from the same fatal flaw even when implemented correctly: unobserved factors that can influence both engagement with the Avatar Shop and hours engaged, i.e., confounders. (Side note: Differences-in-Differences is