My opponent has shown a strong preference for choosing rock (5 out of 9 rounds), including in the most recent round. Since paper beats rock, this gives me the best statistical chance of winning the final round based on their established pattern. While there's risk they might anticipate this and choose scissors, the frequency of their rock choices suggests this is my optimal move.