Johannes Wagner was born on February 24, 1874 in the Chartiers neighborhood of Pittsburgh, Pennsylvania. (Chartiers is now part of Carnegie, Pennsylvania.) His parents were Peter and Katheryn Wagner. His father was a coal miner and his mother was a housewife. Both of his parents were German immigrants.