"important person," 1929, American English, from Prohibition-era gangster slang; earlier in the same sense was great shot (1861). Ultimately a reference to large type of gunshot; see shot (n.).
he thinks he's a big shot
Big Ben
Big Brother
big deal
Big Dipper
Big Mac
big shot
big time
bigamist
bigamous
bigamy
bigass