Pedestrian risks are especially pronounced in high-density urban corridors where the interplay between people, vehicles, and delivery fleets creates a complex environment. Cities like Hackensack, New Jersey, and Phoenix each offer valuable perspectives, while Phoenix experiences challenges from rapid growth, Hackensack contends with persistent high-traffic logistics and dense pedestrian flows.