I, too, thought it might be hard to hire a driver at the not so wee hours of the morning. It turns out there are a number of drivers who specialize in it. And long runs to the airport are always valued. Way, way more than driving wasted party-goers at 2am. Still, if you're unsure about the starting neighborhood, do as cblaisd suggested and check a day or two ahead of time.