No, the crust does not need to be parbaked before filling. Just roll out the crust and put it in your pie plate, crimp the edges as desired, and place in the freezer for a few minutes while you make the filling. When the filling is ready, remove the crust from the freezer, sprinkle the pecans on the bottom, and pour the filling in.