Have you ever seen San Francisco internet? It's awful in many populated places and mean income is quite high. I get a gig pretty much anywhere I live in a big Texas metro area.
A good point; I didn't mean to imply that they would always upgrade infrastructure where income was high. Just that they would try to avoid it by any means necessary where income was lower.