“…Knowledge and information sharing is believed to be an important and interesting research topic (Choi, Govindan, Li, & Li, 2017;Shen, Choi, & Minner, 2018). Previous studies have extensively examined the interactions between knowledge and information sharing and other elements such as qualityimprovement efforts (Chen, Zhao, Lewis, & Squire, 2016;Zhu, Zhang, & Tsung, 2007), risk management (Niu & Zou, 2017), production timing decisions (Niu, Chen, Fang, Yue, & Wang, 2019a), and product innovation (Hu, Mai, & Pekeč, 2020;Shen, Li, Dong, & Quan, 2016). Zhu et al (2007) and Chen et al (2016) are the most related publications with a common interest in improving production efficiency; however, they omit the roles of horizontal competition and cooperation.…”