The fourth requirement (monotonic ramp-up) is particularly difficult to implement using this method. Regardless of which approach is used to maintain state, the system would need to carefully reassign Control users who visit the site after a ramp-up to a treatment. We have not seen a system using pseudorandombased assignment that supports ramp-up.