A big bad mother fucker no-one will mess with. Someone people look up to and respect. A term of endearment.
Matt: Hey Robbie you're such a Big Dogg, man the girls must be so hot for you.
Robbie: Yeah dude I'm always gettin called the Big Dogg, its just the way I roll.