After the 1906 San Francisco earthquake, Wheeler served on the Committee of Fifty, a group of prominent citizens who quickly took control of reconstruction when it became clear the San Francisco Board of Supervisors was unable.
Prior to the United States presidential election, 1912, Wheeler publicly debated the former California governor James N. Gillett on the question of which Republican nominee deserved the backing of his party, to be decided at the primary elections.