The rarest birthday in fact occurs on February 29, which has a 1 in 1,460 chance of occurring. Surprisingly, most of the rarest birthdays don't fall in February. Instead, many of them coincide with major holidays, such as Christmas Day, New Year's Day and Christmas Eve.