Before revision: We consider a situation where a distribution is being estimated by the empirical distribution of noisy measurements .
After revision: We consider a situation where a distribution is being estimated by the empirical distribution of noisy measurements of the random variable. This is common practice in many settings, including the evaluation of teacher value-added and the assessment of firm efficiency through stochastic-frontier models.