Question: what happens if you change your xbox live gamertag?
Answer: If you are just changing the gamertag name on the existing account, it will not affect your achievements, in game progress or game saves in any way - all it does is change your name (at a cost of course). But if you are just making a new 'tag then yes, everything would be lost and nothing will transfer over.