Speaking of Monte Carlo, here's a paper about how using bad randomness can lead to wrong simulation: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2992609/
(or should I call them _biased_ ones?)
So, interestingly, "bad randomness" =/= deterministic.
(not that you were claiming that, just adding this subtlety to the mix)