This study examines the industry-university-research (IUR) policies in Gansu Province using policy instruments and a two-dimensional analytical framework grounded in the innovation value chain. The results reveal that the existing policies positively influence the collaborative innovation among industry, academia, and research sectors. Nevertheless, there is a need to reinforce policies during the industrialization stage and to enhance those supporting informatization. This paper suggests policy recommendations aimed at bolstering IUR-related policies in Gansu Province and promoting collaborative innovation. The findings aspire to contribute to the development of a more robust and dynamic policy ecosystem. They provide theoretical support and practical guidance for Gansu and similar regions to achieve innovationdriven sustainable development. Furthermore, this study offers valuable insights for policy stakeholders, including businesses, academic institutions, and government decision-makers, on how to effectively stimulate and harness the region's innovation potential through policy measures.