I'm sure you can argue for either.
But I would guess we want to predict fat(y) from age(x).
The fisrt and second one are both correct??
In my opinion ,
I think that the fat should on the y-axis and age on the x-axis
because on x-axis we put the indepedant variable and on y-axis we put the dependant variable..