How does digital finance affect green technology innovation in the polluting industry? Based on the serial two-mediator model of financing constraints and research and development (R&D) investments.

This paper evaluates the importance of combining digital finance with conventional finance and information technology (IT) to bring new opportunities for green technology innovation and transformation within polluting industries. This study builds a theoretical framework "digital finance → financing constraints → R&D investment → green technology innovation" to demonstrate the causal mechanism between digital finance and firms' green innovation by using the serial two-mediator model. The study shows that digital finance could reduce financial constraints and increase R&D investments, thereby improving enterprises' green technology innovation in the long run. Moreover, based on the moderating effect model, we find that digital transformation in a polluting firm tends to strengthen the linkage between digital finance and green technology innovation through supervising the use of loans, reviewing green technology innovation projects, and reducing managers' short-sighted behaviors to avoid agency problems. Furthermore, the heterogeneity analysis shows that the effects of digital finance on green innovation are more apparent in state-owned enterprises and the regions with lower financial development and with higher financial supervision.