I finally found the resource I’ve been looking for on the web. SocialExplorer.com allows users to create maps using census data. Above is a map of Philadelphia showing median income by census tract. The source data is from the 2000 census.
Commentary on urbanism and nonprofit communications by Jeff Muckensturm.