Moore was the son of a Baptist minister and graduated from Carson–Newman College in Jefferson City, Tennessee. In addition to two Southeastern Conference (SEC) championships in football won at LSU, his track and field teams won twelve SEC titles and the national championship in 1933. LSU's Bernie Moore Track Stadium is named in his honor.