because baking soda needs acid in order to be activated, you'll usually find it in recipes that have an acidic ingredient, like the buttermilk in brown irish soda bread. baking powder does not need any acid and is often used when the recipe has no acidic ingredient, like the dumplings in chicken and dumplings.