If you have the time to go to the store and purchase baking powder, I suggest doing so. It will be much easier than taking the time to calculate the specific measurements that go into substituting baking soda for baking powder. If you’re up for a little science and you can afford to have a batch of cookies come out funky, then I’m all for playing with substitutions.