Depends on the person. An active person, perhaps an athlete, would like a dog. Someone who lives by themselves and just wants company without too much work might like a cat. And someone who wants something pretty in a bowl as decoration somewhere might like fish. :P

Personally, I like all three. My apartment doesn't allow dogs, and I don't have the room for an aquarium anywhere. So, I have two cats.