Michael D. Creel, John B. Loomis, Confidence Intervals for Welfare Measures with Application to a Problem of Truncated Counts, The Review of Economics and Statistics, Vol. 73, No. 2 (May, 1991), pp. 370-373
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Creel et al. (1991) studied this question.