Absolutely not applicable when brought down to the census tract level in large cities. Compare, for example, the percentage living below poverty line in Manhattan (density of 27,227.1/km2) with the percentage living below poverty line in Brooklyn (density of 14,037/km2).
http://xkcd.com/1138/
As in, was this normalized, both for population density, and cost of living: read look at alaska..