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Born in Cleveland, Ohio, Shute was the son of a golf pro from England; Hermon emigrated to the United States to work as the assistant professional at the Euclid Club. Shute was raised in West Virginia and Ohio and attended Western Reserve University (now Case Western Reserve University) in Cleveland, and was a member of Phi Gamma Delta. He was married on March 20, 1930 to Hettie Marie Potts, and they had one child, a daughter, Nancy Paige.
NYF = tournament not yet founded
NT = no tournament
WD = withdrew
DNQ = did not qualify for match play portion
CUT = missed the half-way cut (3rd round cut in 1958 PGA Championship)
R64, R32, R16, QF, SF = Round in which player lost in PGA Championship match play
"T" indicates a tie for a place
† indicates the event was won in a playoff; ‡ indicates the event was won wire-to-wire in 72-holes; # indicates the event was won by an amateur 1871 No championship; 1915–1919 cancelled due to World War I; 1940–1945 cancelled due to World War II; 2020 cancelled due to COVID-19 pandemic