Chelsea’s Lauren James looks to retain the title she won last year.
She’s joined on the list by team-mate Aggie Beever-Jones, Tottenham’s Grace Clinton and Manchester City goalkeeper Khiara Keating.
Also winning a nomination Manchester United’s defender Maya Le Tissier and Manchester City’s Jess Park.
The winner will be announced later this month.