Statistical analysis plays a crucial role in optimizing traffic flow in urban transportation by identifying patterns, peak congestion times, and problem areas using real-time and historical traffic data. It supports data-driven decisions for traffic signal timing, route planning, and infrastructure improvements, ultimately reducing delays, improving safety, and enhancing overall traffic efficiency.