All investigators get all experience on all fully explored locations.
I.e. if Wendy and Agnes are traveling through the Spooky Forest which is worth 1 victory point, at the end of the scenario both Wendy and Agnes get 1 extra xp each.
By "fully explored", do you mean that all clues from that location must be obtained? Or, do you get the experience just by unlocking the location?