Cigarette taxation has long been a policy tool used to incentivize healthier behavior. Pregnant women are a group of particular interest in this context due to their unique position to pass health capital down to the next generation. This paper reviews the literature on the tax and price responsiveness of pregnant women to smoking during pregnancy. I first discuss the use of cigarette taxes as a natural experiment and the econometric specifications typically used in the literature.