It's probably not just the cost but finding a cab at all. You have to call them and will likely go home when everyone leaves. Without surge pricing, there's no fluctuation in supply so that you don't get a cab.

That's my experience at least. It's also cheaper in the end but with an uber you know pretty well when you'll be in the car.