Mechanisms and spatial spillover effects of artificial intelligence industrial agglomeration on regional innovation level
This study analyzed panel data from 287 prefecture-level cities in China from 2011 to 2023 to evaluate how artificial intelligence industrial agglomeration (AIIA) affects regional innovation. The researchers mapped a spatial pattern of coastal concentration diffusing toward inland nodes, finding that AIIA significantly boosts regional innovation, particularly in eastern regions, cities outside major urban agglomerations, and non-resource-based cities. The positive impact is strongest in the upstream foundational and downstream application layers of the AI industrial chain, operating through human capital and digital economy development channels.
Why it matters — It establishes empirical evidence that AI industrial clustering has a positive spatial spillover effect and a critical-scale threshold, demonstrating that local AI concentration actively enhances the innovation capacity of neighboring regions.
Caveat: The findings are based entirely on the institutional and economic context of China, which may limit their direct applicability to countries with different industrial planning and regional development structures.