Introduction This study aimed to establish and validate a predictive model for forceps-assisted delivery in term singleton primiparas during the early second stage of labor, enabling early identification of high-risk cases and targeted intrapartum care to reduce maternal and neonatal risks associated with prolonged labor. Materials and methods The study retrospectively analyzed clinical data from pregnant women who delivered at The Second People’s Hospital of Yibin City between January 2017 and