His decisions were "reversed more often than most" judges before the Supreme Court. In 2003, Reinhardt admitted that he "was a liberal from a very young age."
His rulings on the Supreme Court were frequently reversed compared to most other justices. In 2003, Reinhardt indicated that his political leanings had been liberal since childhood.