Yes, you need to have a great voice to begin with but just like having 5 fingers does not make you an artist, having an excellent voice alone can not make you a voice star.
But, voice work is a lot more than simply checking out a script. The most common sort of voice over artist is the narrator. https://tinyurl.com/y37m5xxf