Rice is also known for his books on Christchurch's history and that of its neighbouring port, Lyttelton. Rice has also written books and articles on the Fourth Earl of Rochford and Heaton Rhodes, as well as some of the Christchurch heritage lost during the 2011 Christchurch earthquake and its aftershocks. His precinct history of Victoria Square, a public space in Christchurch, was published in 2014.