Despite the Iron's defeat in Lancashire, they were crowned champions thanks to Bristol City's defeat at Millwall.
Grayson could yet be celebrating a promotion on Saturday, if they beat Swansea City they could sneak into the second automatic promotion spot.
Nottingham Forest's Colin Caldweood, Cheltenham's John Ward and Swansea's Roberto Martinez were also shortlisted for the award.