Doping on the Mg site leads to higher mobility and power factor in comparison with doping on Sb sub-lattice, originated from the less introduced perturbation to valence band upon doping. A peak ZT of ~1.3 at ~550 K and average ZT of ~1.1 between 300 K and 550 K are achieved by Ca doping on the Mg site.