It's not about where you have to live, but where you want to live. The whole point of remote job would be the ability to move to whatever place you like.
If your company uses (or could use) offshore workers, you could have a good case for moving overseas to manage that team. The value of having someone they trust working alongside the offshore team is probably worth paying you your current salary.