Demand forecasting is essential in transportation modeling as it predicts the volume, timing, and location of transportation needs, allowing for efficient planning of routes, schedules, and resource allocation. Accurate demand forecasts help optimize vehicle capacity, reduce congestion, minimize wait times, and improve overall system reliability, making transportation networks more responsive to fluctuating demand patterns.