Tilting at the Deity windmill

Oh, I agree. I was quite disappointed when I first discovered this. I thought it would be cool to try out the same start on different difficulties and also try different Civs on the same difficulty with the same start. Unfortunately it doesn't work like that.

Well, you could play the same map with the same start at different difficulty levels and with different civs, using the editor.