Bailey served as delegate to the Democratic National Convention at Chicago in 1932.

In 1955, he allegedly punched New York Congressman Adam Clayton Powell over a school construction bill rider.

One Congressman told reporters that Bailey had hit Powell and knocked him to the floor.

Bailey denied it, and stated that while Powell and he had argued, no punches were thrown.

He has an elementary school named in his honor in Midwest City, Oklahoma.