The long-term dualistic structure has induced huge gap in knowledge capacity of human resources.Fitting knowledge age, knowledge capacity should be classified into coding and non-coding knowledge.We suggest to set up the Ministry of National Occupation Education and affiliated institution, especially to enhance non-coding knowledge capacity of human resources in traditional agricultural areas, in order to develop contemporary knowledge economy.