Walter Frederick Woerner was born circa 1913 in New Jersey. His parents were Emma (Rehmann) and Frederick Woerner.

He was living with his mother and siblings at 1311 Hewson Street in Philadelphia according to the 1930 census where he was listed as a being employed but with no details.