 Fairbanks was born in a log cabin near Unionville Center, Ohio, the son of Mary Adelaide (Smith) and Loriston Monroe Fairbanks, a wagon-maker.Fairbanks in his youth saw his family's home used as a hiding place for runaway slaves.After attending country schools and working on a farm, Fairbanks attended Ohio Wesleyan University, where he graduated in 1872.