Minmin Huang

Beyond the efficiency trap: Regional AI exposure, AI knowledge, and the asymmetric governance of data-driven value propositions

Artificial intelligence (AI) is reshaping corporate strategy, yet how regional AI exposure (RAE), the intensity of local industry peers' AI inventive activities, shapes firms' data-driven value propositions (DDVPs) remains unclear. Using panel data on Chinese listed firms from 20...