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System evaluators face several challenges in designing evaluation methods, including measurement and relevance, context, establishing common ground with users, and eliciting users' tacit knowledge. To address these challenges, we propose applying participatory design theory to designing evaluation methods by increasing user involvement and by integrating this process into the overall process of system design.