In this paper, I use the twelve economic variables of Welch and Goyal (2008) to predict the stock market premium. First of all, I reexamine the in-sample and out-of-sample test. After that, I establish the combination variable to predict the stock market. Finally, I use the model averaging to establish new models. Empirical results display that, the whole models fail to beat the historical average.