A new relative efficiency is proposed for LSE and BLUE of the linear model. The relative efficiency is defined as the ratio between the least eigen values. Study is made on its lower bound and the relation with the generalized relative coefficient. Finally a discussion is conducted on its relation with the other three existing relative efficiencies.