Robert was the son of Robert Rudolph Panzer Jr and Ruth Eleanor Brownlee. The date and place of his birth have not been found.
His wife was Elizabeth Ann (Bethann) Kirkpatrick. They were married, but the date and place have not been found. Their only known child was Margaret Mary (?-?).