In a bowl attached to a stand mixer (or with a hand mixer), cream together sugar, eggs, vanilla, and oil. With mixer on low speed, alternately add in dry ingredients and milk, starting and ending with dry ingredients. Mix until just incorporated. Pour into prepared pan and bake for 20-25 minutes or until golden brown around edges.