According to the 1920 Federal Census, Boyce was two years old, lived in Stanly, North Carolina with his parents, Jonah (Farmer, 46) and Ella (44) Burleson, his grandmother, Dovie Burleson (65), and his eight siblings, Felton (16), Annie (14), W Cravon (12), Lee (10), Charles (8), Jonah (4), Cecil (4), and J Heath (5 months).