Consider:

… where $$X, P$$ are random variables. Then:

The distribution of $$X$$ is only dependant on the expectation of $$P$$.

Another way to see this:

So, random probabilities, random hazard rates or ‘random effects’ across groups which can only have one success/failure are probably meaningless to talk about.

Consider: