If you're planning to shoot it alot, go for the caliber that has the cheapest component bullets. If it's more of a novelty cool gun, well the bigger the better. That said having a caliber that has limited bullet selection and bullets that aren't easy to get locally can be a PITA. Dittos for brass.
