Who benefits from ride-sharing services like Uber? Certainly the drivers and riders benefit. But are there benefits that accrue to society more generally when such smart-phone driven services enter a city for the first time? And how much government oversight is necessary to protect riders? The talk comments on how these findings apply in other contexts.