As far as I can tell, “fat but fit” became a controversy by sometimes being spun as proof that obesity is not a health concern for those who exercise. That is untrue. While overweight people who exercise and are physically fit lessen their risk of chronic disease, if you must choose between being fit and fat or unfit and lean, the evidence overwhelmingly indicates you should gamble on being unfit and lean.
