Form 10-K is usually what you'd need to parse for those, maybe with recent stats taken from the 10-Q.
It'd be really great if one could get a report on a company in an industry they're unfamiliar with, with statistics like profit margin available at a glance, and a good description of how they actually operate, what is important to them, what areas of the business actually bring in the money (this is often surprising!) etc.