Chauncey Fitch Skilling was born on December 7, 1868, in Manchester, Illinois, the son of Josiah Hamilton Skilling of Ireland and Margaret Lucy Thompson of Athens, Ohio. His brothers were Edward H., William T. and Robert P. Coming to Los Angeles in 1886, he attended Los Angeles State Normal School and the University of Southern California (1892), followed by a year at a business college (1893).