Moose was born in Morrilton, Arkansas in 1903. After studying at the Kentucky Military Institute and graduating in 1922 from the University of Missouri at 18, he married Eleanor Duncan Wood of Maysville, Kentucky also in 1922. He then moved to Little Rock Arkansas and then to his hometown for a period of five years.