Consider the method of independent replications with initial transient deletion for generating confidence intervals for 'steady-state' quantities. To produce intervals with good convergence characteristics, the relative growth rates of the number of replications, the length of each replication, and the deletion period must be controlled. Critical rates for these parameters are determined. The applicability of these results to simultaneously running multiple replications on a highly parallel computer is discussed. © 1991.