The George Cross is an extremely scarce decoration (also awarded to both service and civilian recipients). It ranks immediately below the Victoria Cross, so conditions for its award are particularly stringent and presumably Crabb did not meet the criteria for the higher award.
GC and VC are equally-ranked, I understand. The VC is for actions directly in the face of the enemy, GC (if awarded for a military action) where the enemy are not present.