This mistake is so unbelievably frequent. Need a concise quip like “correlation isn’t causation”.
First attempt:
Insignificant does not mean ineffective
Not as good as "correlation isn't causation" though. I wonder if there is a better quip. Or if the concept is too complex to wrap in a catchy statement.