Arthur Barney Oldfield was born in Tecumseh, Nebraska, on December 18, 1909, the first of three sons to Adam Willam and Anna Ota Oldfield. His father selected the middle name, Barney, on purpose. He reasoned that every Oldfield since the famous mile-a-minute racing driver received that nickname, so his son might as well start with it.