Three Men on a Horse (1936)
Three Men on a Horse is a 1936 comedy film adapted from the Broadway play of the same name written by George Abbott and John Cecil Holm. A mild-mannered greeting card poet has the uncanny ability to pick winners in horse races.
More at Wikipedia.