I suspect abuse is more prevalent at the low end, among nonprofits that don’t do much.
I stand by the point of my original post: People often underestimate how much the leaders of nonprofits pay themselves. These are figures you can look up and quiz your friends to test the hypothesis, if they’re into that sort of thing. For a good time include some nonprofit hospitals.