What's the difference between an associate producer, an executive producer, and a producer?

An exchange in "State and Main" addressed the same question:
Joseph Turner White: What's an associate producer credit?
Bill Smith: It's what you give to your secretary instead of a raise.

Ask Yahoo! has a more straightforward look at this question, but doesn't contradict Mamet's version.