I agree Rice doesnt have a national reputation vs some other elite schools. However, I think part of the reason is it’s so small, which is why I think they’re tryng to increase their student population.
When we moved to the Northeast, my wife got her job because of her degree at Rice. The company’s HR person recognized the school and recommended they interview her.
Many top companies know and recognize Rice - but maybe not the average person.