At present, the lack of learning motivation of some graduate students is a common phenomenon. This article will strengthen the thinking from the four-in-one education method of ideological education, psychological assistance, mentor guidance and campus atmosphere based on the investigation of the current status and causes of the current graduate students' learning motivation. Political education guides graduate students to establish correct learning motivations and provides a basis for effective graduate education management.