"overly studious person," 1954, American English student slang, popularized 1993 during Clinton administration in U.S.; perhaps a shortening of British slang wonky "shaky, unreliable." Or perhaps a variant of British slang wanker "masturbator." It was earlier British naval slang for "midshipman" (1929).
