You bake it first. Otherwise the crust may be soggy.
I haven't baked yet, but tried to determine if buttermilk filling is put in unbaked or baked pastry pie shell. recipe doesn't state, which leaves me wandering. I will assume unbaked, based on another recipe that I researched. I wanted to make this one, but it doesn't clearly state how to bake.