Abstract: Let and be two linear models with new observations. Through matrix rank method, we derive the necessary and sufficient conditions for the best linear unbiased predictor (BLUP) of the new observation under the model is also BLUP under the model . As applications, the conditions of equality of the BLUPs under two mixed linear models are also given.