Competing at the 2019–20 Japan Championships, Kagiyama placed seventh in the short program and second in the free skate, to win the senior national bronze medal. He was not selected to compete at the 2020 World Championships, but was assigned as one of Japan's three entries at the 2020 Four Continents Championships, in addition to his previously-earned berth to the 2020 World Junior Championships.