Today we can answer such questions by referring to the causal diagram and checking which variables produce a discrepancy between P(Y | X) and P(Y | do(X)).

The calculus of causation consists of two languages: causal diagrams, to express what we know, and a symbolic language, resembling algebra, to express what we want to know.

relevant to the query