Nielson’s son, Howard Nielson Jr., serves as a federal judge in Utah, though his controversial nomination ended in Senate confirmation on a near party-line vote. Nielson’s first wife died in 2003.

One nominee, Howard Nielson Jr., faced significant fire from Democrats for his role defending California's Proposition 8, which had banned same-sex marriage.