Maybe the failure of iTunes radio is because nobody wants to stream music, and the people that are streaming music already run Pandora/Spotify i.e.: the market is saturated.
iTunes Radio is not a failure; however unlike Pandora it's only available on devices with access to itunes. This significantly reduced it's potential.