Data Science, Instrumental Variables, A B Testing, Causal Inference.
instrument (Z) is a causal impact of X on Y. See the diagram for a simplified example of the basic idea behind instrumental variables. Z predicts the movement in average Avatar Shop engagement from X1 to X2. And, as a result, average hours engaged increases from Y1 to Y2. Then, the slope is a