The story
From a sense of the verb shoo, where racehorses would fall back and allow a chosen rider to win a fixed race. See 1910 quotation.
Etymology from Wiktionary, CC BY-SA 4.0.
shoo-in
Today it means: The winner of a fixed race, a fixed race. Full definition →