Yes, you must have a good voice to begin with but similar to having 5 fingers does not make you an artist, having a great voice alone can not make you a voice star.
However, voice work is a lot more than just checking out a script. The most typical sort of voice over artist is the storyteller. https://tinyurl.com/2j73wkgd