Mitchell H. Gail, Joseph L. Gastwirth, A Scale-Free Goddness-of-Fit Test for the Exponential Distribution Based on the Lorenz Curve, Journal of the American Statistical Association, Vol. 73, No. 364 (Dec., 1978), pp. 787-793
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Gail et al. (1978) studied this question.