Directed acyclic graph (DAG) for instrumented difference-in-differences (DID). Suppose the existence of an unmeasured confounder such that . Assumption 2(a) states that must be associated with the change in exposure , Assumption 2(b) states that is independent of any unmeasured confounders and cannot have any direct effect on the change in outcome and does not modify the treatment effect.