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Income distribution and inequality measurement: The problem of extreme values

机译:收入分配和不平等衡量:极值问题

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摘要

We examine the statistical performance of inequality indices in the presence of extreme values in the data and show that these indices are very sensitive to the properties of the income distribution. Estimation and inference can be dramatically affected, especially when the tail of the income distribution is heavy, even when standard bootstrap methods are employed. However, use of appropriate semiparametric methods for modelling the upper tail can greatly improve the performance of even those inequality indices that are normally considered particularly sensitive to extreme values.
机译:我们检查了数据中存在极值时不平等指数的统计性能,并表明这些指数对收入分配的属性非常敏感。估计和推论会受到极大的影响,特别是当收入分配的尾部很重时,即使采用标准的自举法也是如此。但是,使用适当的半参数方法为上尾部建模可以大大提高甚至那些通常被认为对极值特别敏感的不平等指数的性能。

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