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Developing a nonparametric bounding framework, we provide tight inferences under our strongest assumptions but then find that identification deteriorates rapidly as the assumptions are relaxed. For example, we find that inferences are highly sensitive to how one models potential inconsistencies between subjective self\u2010assessments of work limitation and more objective measures of functional limitation. These two indicators appear to measure markedly different aspects of health status. 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