Preheat oven to 350 degrees F. Grease a cupcake pan and set aside.
In a saucepan heat raw sugar, butter, and milk whisking until butter has fully melted.
Let sauce come to a boil and reduce for 5 minutes.
Add apple to caramel sauce and cook apples down for another five minutes, remove from heat, and set aside to cool.
In a large mixing bowl, whisk together flour, baking powder, and salt.
Cut butter into flour mixture until well incorporated.
Add milk to butter and flour mixture and mix with a fork until dough forms.
Separate dough into twelve equal pieces.
To assemble, place 1 TBS of chopped pecans in each cupcake.
Spoon ¼ cup of the apple mixture on top of the pecans.
Take each piece of dough, roll and flatten to the shape of a biscuit and place on the top of the apple mixture.
Bake for 25-30 minutes or until biscuits are golden brown.
Turn out biscuits on a cooling rack to cool.