... that AI transformation elevates the quality, efficiency and eco-friendliness of enterprise innovation. Originality/value Firstly, this study employs text analysis methods from machine learning to construct artificial intelligence indicators at the firm level, providing stronger evidence of AI’s impact...

... innovation based on multiple linear regression models and panel fixed effects. Findings The research shows that: on the whole, the impact of executive shareholding on enterprise innovation presents an inverted “U” shape; institutional investors will negatively regulate the impact of executive...

...Yafei Zu; Ruonan Zhang Purpose The purpose of this paper is to study enterprise innovation in the perspective of external supplier relationship. On this purpose, this paper examines the impact of supplier change on enterprise innovation with the moderating role of market competition. Design...