While offering lower interest rates than corporate bonds, they have the advantage of being exempt from federal income taxes. They are also generally exempt from state income taxes for the state in which they are issued. This makes them appealing to folks in high income tax brackets, especially if they live in a high income tax state. It also makes them less expensive in interest payments for the governments that issue them.
