My opponent has shown a preference for rock (3 times) and paper (3 times), with scissors chosen only once. Given they just lost with paper in round 8, they might switch to rock for round 9, making paper my best choice. Additionally, if they try to counter my previous scissors play by choosing rock, paper would be effective. This is a calculated risk to improve my standing with two rounds left.