The study of the evaluation system for the dominant position of enterprises in collaborative innovation between industry, academia, and research is of great significance for guiding policies, promoting cooperation, and improving innovation efficiency. This article reviews previous research, based on the life cycle theory and the process perspective of enterprise participation in industry university research collaborative innovation, and proposes the main body status and evaluation system of enterprise led industry university research collaborative innovation, including four primary indicators of research and development investment, activity participation, scientific and technological achievements, and achievement benefits, and 18 secondary indicators. At the same time, principal component analysis and factor analysis were used to quantitatively analyze relevant indicators and variables, and the rationality of the enterprise led evaluation system for collaborative innovation between industry, academia, and research was sorted out. The research findings contribute to a better understanding of the impact of enterprise led collaborative innovation between industry, academia, and research on economic and social development, and provide guidance for future research and practice.
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