Yes, you must have a good voice to start with but much like 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 common sort of voice over artist is the narrator. https://tinyurl.com/3y5jvp7b