Day's command was later redesignated Marine Operational Training Group 81 and was tasked with the training of pilots, aircrew and ground crew on the PBJ-1 multi-engined medium bombers. Day served in this capacity until the summer of 1944 and then was transferred to Pearl Harbor in order to participate in Peleliu operations in Palaus.