Abstract:Based on panel data of 285 cities in China from 2007 to 2018, high-quality innovations and low-quality innovations were represented by invention patent applications and practical design patent applications. The PSM-DID method was used to study the impact of high-speed rail on urban innovation quality. The study found: (1)The opening of the high-speed railway can accelerate the flow of innovation elements and optimize the innovation environment, thereby promoting the improvement of the quantity and quality of urban innovation; and this role takes the city size as the main factor, showing the heterogeneity among cities. The impact of the activity is most significant, inspiring low-quality innovation in small cities. (2)The high-speed rail's influence on information dissemination has not been weakened by the development of communication technology, and the impact of science and education expenditure on the city's innovation ability has increased with the opening of the high-speed rail. The high-speed rail effect shows a trend of "rising first and then descending". Cities with low road network density need to continue to invest in the construction of high-speed rail facilities; innovative individuals should make full use of the spillover effect of high-speed rail opening and actively improve their own innovation level.