High non-pharmacological labor pain relive utilization was significantly associated with nurses' older age and higher education, working in the delivery room, lower nurse-patient ratio, lower working hours, in-services training, increased years of experience, and positive attitude. The study sheds light on the importance of handling the pre-mentioned factors to enhance non-pharmacological labor pain relive utilization.