The article introduces a new way to compare the size of dual vectors called QLY total order. It then explores a QLY least-squares problem and its compact formula. By comparing solutions with traditional least-squares methods, the study shows that QLY least-squares solutions can be more accurate. This means that in certain cases, the new method can provide better results than the standard approach.