University-enterprise cooperation has experienced nearly 30 years of development in China, there are still a large number of failure cases in practice, and academic research often presents a unilateral situation of ‘enterprise-university’. This study starts with the bilateral matching between enterprises and universities, using data on invention patents jointly applied for by Chinese enterprises and universities from 2010 to 2020, discusses the influence of university-enterprise knowledge potential matching on the innovation performance of un...