Mifflin was a delegate to the 1787 Philadelphia Convention and signed the United States Constitution. He then presided over the committee that wrote Pennsylvania's own constitution and he became the first governor after the ratification of the constitution. Mifflin left office as governor in 1799, and died the following year.