Joel Bailey may refer to:

Joel John Bailey (born 1980), soccer player Joel Bailey (surveyor) (1732–1797), American surveyor Joel Bailey (tennis) (born 1951), American tennis player Joel Bailey (musician), former bassist of Sixpence None the Richer