A distributional estimate can be mathematically tidy while the design that generated its observations left whole groups outside it. Distribution parameters and experimental allocation are two halves of the same claim.
Randomization and blinding defend against different things and get treated as one precaution. Anthropology has a rule for keeping the stated reason apart from the working one.