Investment in high-speed rail accounts for billions in investment worldwide, but little research has been done on its effect on firm performance. This column introduces a model of firm supply networks, and presents evidence from the opening of an extension to the Shinkansen railway in Japan. The authors show that input-intensive industries benefit relatively more. In addition, their model provides a microfoundation for differential productivity across regions.