In my experience in SF, all Uber drivers who use the nav built into the Uber app fail at this. They never know which roads tend to be choked with traffic during different parts of the day, and it's rare to end up with a driver who actually knows the city well.

Drivers who use Waze (still a minority, it seems) tend to do much better.