Higher floor is the biggest factor, followed by midship—for example deck 10 forward or aft is generally more expensive than deck 6 midship, but deck 6 midship is more expensive than deck 6 aft or forward.
Bump outs on the sides of the ship are not priced higher than other rooms in the same...