To prepare a strawberry banana split pie baked goods recipe, you will first need to gather your ingredients. You will need the following ingredients: 1 cup granulated sugar, 2 tablespoons butter, 1 tablespoon vanilla, and 1 teaspoon cinnamon. Preheat the oven to 350 degrees F (180 degrees C). Grease and flour two 9-inch pie shells. Cut the bananas in half lengthwise and scoop out the seeds. Fill each half with the filling and bake for 30 minutes or until the top is golden brown. Remove from oven and allow to cool for 5 minutes before slicing.