Re: It's not random.
I think the easiest thing to do here is to review the derivation of the quantum optical master equation (e.g. Louisell, 1973, Quantum Statistical Properties of Radiation) so you can see an example of how probabalistic behaviour can arise in quantum systems. Good luck! :-)