In the main body of colleges and universities, the effect of college teaching psychology management is an important standard to test the quality of college teaching psychology management and its effects on the development of college teaching psychology management. However, the psychology management system used by traditional colleges and universities is challenging to meet the needs of the innovation of the new talent training model of higher vocational education. The construction of the new micro-level teaching organization inevitably requires the psychology (...) management practice, structure, process, and technology at the medium and macro-levels to adapt to it. However, there are many mismatches in Higher Vocational Colleges’ internal and external administrative systems in China, such as low administrative efficiency, generalization of administrative power, low degree of specialization in administrative psychology management, and unreasonable administrative and organizational structure. This paper innovates the psychology management of colleges and universities reforms in combination with the characteristics of the digital age. Based on the collaborative innovation theory of colleges and universities, this paper puts forward the collaborative psychology management innovation network model of colleges and universities. The model combines the psychology management theory with the practical research of collaborative innovation in colleges and universities, expands the application and research field of innovation network theory, constructs the evaluation index system of students’ satisfaction in teaching psychology management in colleges and universities, and discusses it through reading and consulting materials and communication with teachers and students. A questionnaire of college teaching psychology management based on student satisfaction is formed. The experiment shows that teaching satisfaction is improved by nearly 31% compared with before innovation and reform. It can initially get the effect of innovation and reform, meet students’ needs, and promote the improvement of teaching psychology management quality. (shrink)