ABSOLUTELY! I regularly bake with extra virgin olive oil instead of butter. I do this for bread, scones, cookies, muffins and yes, even cake. Baking with oil not only yields a moist muffin, scone or cake, but it can also add flavor, depending on the flavor of your olive oil.