In the course of his surveying expeditions, Smith took advantage of any opportunity to collect and record information on the traditional history and culture of the Māori, material which would later form the foundation for his work as a Polynesian scholar.
Smith retired in October 1900, and from that time onwards he dedicated himself increasingly to his research, although in 1902 he was appointed as Government Resident in Niue Island after its annexation by New Zealand.