The opponent has frequently chosen rock (3 out of 5 rounds). There's also been a pattern of matching in the last two rounds. If they continue either pattern (favoring rock or matching my last move which was rock), paper would be the optimal counter. While they could anticipate this and choose scissors, based on their historical preferences, I believe paper gives me the best chance to win this round.