On October 5, 2018, Governor David Ige nominated Hiraoka to be a Judge on the Hawaii Intermediate Court of Appeals to the seat vacated by Lisa M. Ginoza who was elevated to Chief Judge. He was ceremoniously sworn into office on November 29, 2018. His appointment to the court was criticized for being a pay to play reward for being Ige's former campaign manager and donor.