Six months after he first started playing, Moore entered and won the 1929 Michigan State billiard championship. He successfully defended that title in the following three years. During the middle of the Great Depression, however, playing pool for trophies was not a luxury Moore could afford. Instead, he took his game on the road to attempt to make a living gambling.