A hospital mandate requiring pneumonia patients to get antibiotics within four hours leads to over-testing—every patient who might have pneumonia, including those with mere colds, gets an expensive chest x-ray—illustrating that data-derived rules can have hidden costs even when the underlying finding is sound.