During his minor league playing career, Alexander never hit under .300 until 1942, his final year as a professional baseball player. His minor league batting average was .334 with 2,145 hits and 1,171 RBIs. While serving as manager of the Greeneville club, he also ran an unsuccessful campaign to be elected as the sheriff of Greene County, Tennessee.
