They have to disclose financials annually, including top salaries of the leadership team. (Form 990 or a variant, depending on size). Many non profits post this on their websites and it is publicly available -- just call and ask for it.

With a minimal background in accounting or finance you can get an idea of what's going on.

If you want to know about internal ops, head to Glassdoor and check out employee reviews.

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