in golfing, c.1892, originally "number of strokes a good player is supposed to need for a given hole or course," later, "score one over par" (1946), from the same source as
bogey (1), on the notion of a "phantom" opponent, represented by the "ground score." The word was in vogue at the time in Britain because of the popularity of the music hall tune "Hush, Hush, Hush, Here Comes the Bogey Man."
"One popular song at least has left its permanent effect on the game of golf. That song is 'The Bogey Man.' In 1890 Dr. Thos. Browne, R.N., the hon. secretary of the Great Yarmouth Club, was playing against a Major Wellman, the match being against the 'ground score,' which was the name given to the scratch value of each hole. The system of playing against the 'ground score' was new to Major Wellman, and he exclaimed, thinking of the song of the moment, that his mysterious and well-nigh invincible opponent was a regular 'bogey-man.' The name 'caught on' at Great Yarmouth, and to-day 'Bogey' is one of the most feared opponents on all the courses that acknowledge him." [1908, M.A.P.]