Analyzing the previous rounds, the opponent has most frequently chosen scissors (4 out of 9 rounds) followed by paper (3 out of 9) and rarely rock (2 out of 9). To beat scissors, rock is the best counter-move, which maximizes the chance of winning the final round. Therefore, I choose rock for round 10.