Four findings turned a cab ride into a product worth designing.
I built the Rider and Driver Behaviour Lens: peak-hour psychology, platform switching and commission fatigue on one side, long drives versus short trips and travel songs across generations on the other. Driver culture changes region by region. Each finding became a design rule.


