He seems to be measuring current housing prices, but if his goal is to measure "up and coming" areas, shouldn't he try to correlate between ratio of fried chicken vs coffee shops in PREVIOUS years, and change of prices in the following years?
I'm thinking that coffee shops are not a leading indicator, which is what he should be looking for. I have no idea what would be leading indicator for up and coming neighborhoods though.