Why? Belt drives, by definition, are much more simple (=reliable) than gear drives, very inexpensive and easy to repair and, with all probability, less noisy.
Many types of machinery benefit greatly from using gear drives, but a pottery wheel, esp., an old one, is not one of those, IMO.