My personal marker has always been, when visiting a city for the first time, to pay attention to the roadside advertisements I see on the ride from the airport to the city center.
Aside from obvious things like payday/title loan shops, the most reliable indicator I've seen of a neighborhood being badly off is ads for cheap dentures and dental implants.