Jessie May married her second husband, publicity man William Elmer Jones, in San Francisco in 1929. Actress Mildred Harris, ex-wife of Charlie Chaplin, was one of her bridesmaids.
Her adopted sister was dancer Delphine Walsh. Delphine's 1929 death made headlines when it was revealed she died at the age of 21 following an illegal abortion.