Before revision:  Under a finite population model, we show  the estimator is biased but that the bias can be interpreted as the variance of unit-level exposure effects.
After revision:  Under a finite population model, we show that the estimator is biased but that the bias can be interpreted as the variance of unit-level exposure effects.