Choosing between baking soda and baking powder is one of those small decisions that quietly determines whether a recipe turns out light, tender, and evenly risen, or flat, dense, and oddly bitter.
Especially pertinent to the "science" component is deciding how long (and at what temperature) to bake your cake.