Shah founded Costs of Care as a medical student, after realizing that physicians rarely consider how their clinical decisions translate into bills for their patients. He proposed a new ethical framework for medicine, arguing that caring about the individual patient requires them to think about cost. With grant support from the American Board of Internal Medicine Foundation, Shah also helped create a novel curriculum for doctors-in-training to learn how their decisions impact what patients pay for care.