This is how I grew up (well, not wealthy, but a dense, residential neighborhood in Manhattan): it was perfectly normal for me to walk around and take the subway alone by the time I was 8 or so. I don’t remember ever being stopped by anyone, police or otherwise. This was in the early-mid 2000s, and my perception is that it hasn’t changed much in the city.