You've got plenty of answers already, but still wanted to add... I'm also a petite woman and used to live in downtown JC. The path is literally a party late into the evening especially when an event is happening at MSG. The only times I've felt weird are between 3am-5am and even then there's still a good amount of people around. Outside of that, it feels very safe!