The opponent has shown a strong preference for playing paper (3 out of 4 rounds). Scissors beats paper, and this strategy has worked for me twice already. While there's a risk the opponent might anticipate this and switch to rock, based on their consistent pattern so far, scissors appears to be the optimal choice.