James Frank Moore was born in Gilreath (Wilkes County), North Carolina, on March 3, 1885. Moore grew up on his family farm, but moved to North Wilkesboro around 1910, where he worked as a salesman at Jenkins Hardware. He later worked as a carpenter and owned a farm in Forsyth County. He died in Winston-Salem on February 2, 1962.