Uber drivers often have to "drive to work" too, from the suburbs or country into the city. One driver I talked with lived 90 minutes away from the city, and usually couldn't find a passenger going that direction during her 'commute.'

I don't think this study accounts for this commute-time, unless I'm misreading.