An important, successful, or influential person. The phrase is usually used humorously, but is potentially offensive due to its likely origin as a pseudo-Native American term. Jacob thinks he's a big white chief now that he's been promoted to assistant manager. I'm the big white chief around here, so you have to do what I say.