Yes, you need to have a good voice to begin with however much like having 5 fingers does not make you an artist, having a great voice alone can not make you a voice actor.
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/23cybkpx