Taxis are no longer cheaper in NYC, and I've never met an inexperienced Uber driver.
In Brooklyn and Queens though Uber has been considerably worse than cabs (green or yellow) in my experience. They just don't know the lay of the land as well as cabbies and frequently have to resort to GPS units (themselves not as good as a knowledgeable driver).