Based on empirical orthogonal function (EOF) analysis, an EOF model suitable for drought prediction in Northwest China was designed. Forecast experiment based on EOF model was carried out using the mean generating function method, multiple regression method and canonical correlation analysis (CCA) method. The results show that there is a specified predictive capability for the drought in Northwest China.