Before revision:  We discuss a near-optimal design mechanism , where the experimenter optimizes over participants and treatment assignments to minimize the variance of the estimators of interest, using a first-wave experiment for estimation of the variance.
After revision:  We discuss a near-optimal design mechanism , where the experimenter optimizes over participants and treatment assignments to minimize the variance of the estimators of interest, using the first-wave experiment for estimation of the variance.