The youngest commerciallly published female author is Dorothy Straight (b. 25 May 1958), of Washington, DC, USA, who wrote How the World Began in 1962, aged 4. It was published in August 1964 by Pantheon Books.
Please note: Comments below may relate to previous holders of this record.