I live in NYC and the deeper you get into the boroughs, the more a car is necessary/helpful, especially with how unreliable the MTA is these days. Also most parts of NYC with good transit, shorter commutes are also probably more expensive rent-wise.
There's news articles about how the worst low income areas of NYC don't have good transport options.