Los Angeles , Calif . , ranks second , followed by New York , N.Y. , Cleveland , Ohio , and Providence , R.I. To find the country 's most stressful cities , we examined quality of life factors in the country 's 40 largest metropolitan statistical areas , or metros -- geographic entities defined by the U.S. Office of Management and Budget for use by federal agencies in collecting , tabulating and publishing federal statistics .