Discusses the optimal level of randomization, the optimal allocation of units, and the budget for obtaining a certain power on a test of no treatment effect for populations with two or three levels of nesting and continuous outcomes. Focuses on the estimator of the regression coefficient associated with the treatment condition. (SLD)