Efficient organization of medical personnel is vital for delivering superior medical services . Manual scheduling processes often lead to burnout among team members and can diminish productivity. Implementing a automated staff system allows hospitals to simplify the process, lowering expenses and ensuring appropriate coverage at all shifts . This u