"easy winner" (especially in politics), 1939, from earlier sense "horse that wins a race by pre-arrangement" (1928); the verb phrase shoo in in this sense is from 1908; from shoo (v.) + in (adv.).
shofar
shogun
shogunate
shoo
shoo-fly
shoo-in
shook
shoot
shooter
shooting
shootist