You can see that here in Sydney. The poorer Western Sydney suburbs have a noticeable lack of tree coverage when compared with the richer inner west, northern, and eastern suburbs.
I don't know which direction cause and effect goes. It is plausible that affluent suburbs can afford to plant trees, but it is also plausible, especially here in Australia, that trees lead to nicer climates that are more appealing to folks who can afford it.