What is the distribution of the maximum of random variables? What started out a utilitarian question in my exploration of some generalized versions of the secretary problem turns out to be quite a deep topic.

(Note that I have little background in probability and statistics. Please forgive (and inform me of, so I can fix!) errors of notation or language. Or general confusion on my part.)