Past exam of the mathematics course of the University of Cambridge / 2025 / iii / Paper 221 / 1 / b / ii / Solution

The $X_2$ coefficient has no causal interpretation. The open backdoor path $X_2\leftarrow X_1\to Y$, together with paths through $X_3$, confounds the unadjusted association.