Usually refers to someone scholarly and amazing. Being an Oakie means you have better living conditions than most other people. It also means you pay less for your education cause you're that amazing. They are probably the most sick-nasty people you will ever meet.
Oh man, I wish I was scholarly enough to be an Oakie... that'd be so sick nasty.