Rarely do I back in. Usually, when I do, it's because I know there is going to be a lot of traffic when I go to leave and I want to make it easier to get out. Like, when I park in a parking garage near the dome for games.
Back in the day I always backed into any space; driveways, whatever. I had a clear field of vision over the hood which enabled a quick getaway from certain “situations”