Joseph Rademacher was born on December 3, 1840, in Westphalia, Michigan, to Bernard and Theresia (née Platte) Rademacher, both German immigrants. In 1855, he began his classical and philosophical studies under the Benedictines at St. Vincent's College in Latrobe, Pennsylvania. He completed his theological studies at St. Michael's Seminary in Pittsburgh.
