Do security analysts trust Machine Learning powered analytics?

Do security analysts trust analytics that are powered by Machine Learning (ML)? In my opinion, it seems as if the vast majority do not. Given this skepticism, the obvious next question is "why not?" To answer that, we need to step back quite a bit. To really come up with a good answer, I believe it's worth taking a moment to understand some fundamentals around analytics and Machine Learning.