 Mather was married twice, first to Marie Porter Mather from 1912 until her death in 1971.They were parents to three daughters, Florence (1916–2006), Julia (1920–1986) and Jean.Florence married Sherman Wengard, who taught petroleum geology at the University of New Mexico.