There are four nominees for the award as the Cherries picked up nine points from four games in March.
Joshua King netted twice in those three wins, scoring and getting an assist against Newcastle United, before striking against Swansea City.
The Norwegian is nominated alongside Max Gradel, who cemented his injury return by playing every game in March and scoring the opener against the Swans.
Fellow winger Matt Ritchie is also up for the vote, after the Scotland international notched an assist in each game against Southampton, Newcastle and Swansea.
The final nominee is Steve Cook, who was the club's joint top goalscorer for the month alongside fellow nominee King after he netted two goals in March, one in the 2-0 win over the Saints and the other the winner in the 3-2 win over the Swans.
Voting opens on Monday 21st March and the winner will be announced at the home game against Manchester City on Saturday 2nd April.