Without random assignment there is a danger of systematic error
on the errors being random and independent error and that is no longer the case without random assignment.
In fact, statistical experiments are often "double-blind": even the observer does not know which individual is in which group. This is to prevent unconscious or subconscious messages to affect the outcome (placebo effects).
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