Hospitals around the world face major challenges in managing high patient flow in critical departments. Especially during unexpected surges in patient admissions, healthcare institutions struggle to use the limited resources effectively. However, predictive data modeling is emerging as a powerful tool for hospitals to accurately forecast demand and allocate resources more effectively. It can also help hospitals achieve better patient outcomes, reduce costs, and create a more efficient healthcare system.