As income averages increase, frequently you'll see housing prices increase, which causes increases in property taxes and insurance. Higher average income doesn't always lead to higher disposable income. For example, the average cost of a house in Seattle was 3x that of OKC the last time I checked, and their average income wasn't even double ours. It would be nice to see higher education levels though.