Before revision:  We show that the variance estimator in this regression may be severely downward biased: under constant treatment effect, its expectation is equal to 1/2 of the true variance.
After revision:  We show that the variance estimator in this regression may be severely downward biased: under constant treatment effect, its expectation equals 1/2 of the true variance.