Japanese corporations are curbing new graduate hiring as AI automates routine administrative tasks. Survey data indicates that nonregular workers and mid-level managers face similar displacement risks. This shift forces a rapid pivot in workforce planning. Companies must now prioritize high-level cognitive skills over traditional entry-level clerical roles to maintain productivity.