Preheat oven to 350 degrees F and add cupcake liners to your cupcake pan(s).
Ignore the instructions on the back of the box of cake mix.
Add all of the ingredients except for the pecans to a mixing bowl. Stir on low speed for about 15 seconds to incorporate, then increase to medium speed (about a #4 if you are using a Kitchen Aid) and mix for two minutes.
Scrape down the sides and bottom of the bowl as needed with a rubber spatula. Then, fold in the chopped pecans.
Time to bake! Fill the lined cupcake wells with about ¼ cup batter each. Bake for approximately 15-17 minutes. Baking times may vary- they are done when the cupcakes spring back when lightly touched or an inserted toothpick comes out clean (or with just a few crumbs attached).
We like to move the cupcakes to a wire rack just after baking. Cool completely before frosting.