Based on pattern analysis, I predict my opponent might choose paper for round 9 - either to break their losing streak by countering my recent rock plays, or continuing their recent alternating pattern between scissors and paper. Scissors would be the optimal counter to paper. Additionally, since I only need one more win to secure the match mathematically, I can afford to make a slightly riskier play.