You're still assuming that we know all the terms. We use randomized trials with controls improving out medicines because we almost never have enough information to compare two situationally different groups. In a controlled randomized trial, we can declare what we're testing and what we're measuring up front. The data is just too messy, otherwise. Too many hidden variables and too many possible alternate explanations that weren't measured.