Abstract:The academic environment, organizational environment, and institutional environment face many challenges in the process of development and change, which leads to a low willingness of doctoral students to carry out scientific research activities. To explore the factors and mechanisms that affect the willingness of doctoral students to engage in scientific research, based on interview texts and coding techniques, this paper extracted five core influencing factors: subject preferences, expected rewards and stress, ability task matching, supervisor embedding, and research environment and constructed a theoretical model of the formation mechanism of doctoral students' scientific research willingness. The results indicate that the expected rewards and stress, as well as the matching of abilities and tasks, collectively reflect the value balance of doctoral students in scientific research, directly affecting their willingness to conduct research; Mentor embedding not only directly affects the research willingness of doctoral students, but also regulates the relationship between value balancing and research willingness; The internal and external context of scientific research is composed of subject preferences and research environment. On one hand, it indirectly affects the willingness of doctoral students to conduct research by influencing value trade-offs. On the other hand, it plays a moderating role in the relationship between value trade-offs and research willingness. Based on the research results, it is recommended to improve the doctoral students' research willingness by enhancing the research identity of doctoral students, improving the research system for doctoral students, giving full play to the leading role of supervisors, and creating a good research environment.