Fig 2.

The GCD sampling distribution is centered around the true causal effect with lower asymptotic variance than the CD. Ordinary Least Squares is inconsistent due to hidden confounding. IV (not shown) is also inconsistent because the instrument does not shift the mean of the exposures.