A system for dispatching a driver comprises an interface and a processor. The interface is configured to receive a ride request from a rider located at a start location. The processor is configured to determine a selected driver to offer the ride request to. The system inefficiency score is reduced in the event that the selected driver accepts the request. The system inefficiency score comprises a sum over a set of drivers of an estimated time until a next passenger is picked up.