Declining inequality in Latin America? Robustness checks for Peru

Diego Winkelried, Bruno Escobar
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引用次数: 1

Abstract

Household surveys underreport incomes from the upper tail of the distribution, affecting our assessment about inequality. This paper offers a tractable simulation method to deal with this situation in the absence of extra information (e.g., tax records). The core of the method is to draw pseudodata from a mixture between the income empirical distribution and a parametric model for the upper tail, that aggregate to a preestablished top income share. We illustrate the procedure using Peruvian surveys that, as in the rest of Latin America, have displayed a sustained decrease in the Gini index since the 2000s. In a number of experiments, we impose a larger top income share than the one observed in the data, closer to corrected estimates for less egalitarian neighbors (e.g., Colombia and Chile). We find that even though the point estimates of the Gini index are biased, the corrected indices still decrease in time.
拉丁美洲的不平等正在减少?秘鲁稳健性检验
家庭调查少报了收入分布上端的收入,影响了我们对不平等的评估。本文提供了一种易于处理的模拟方法来处理在缺乏额外信息(如税务记录)的情况。该方法的核心是从收入经验分布和上尾的参数模型之间的混合物中提取伪数据,这些伪数据汇总到预先建立的最高收入份额。我们用秘鲁的调查来说明这一过程,与拉丁美洲其他国家一样,秘鲁的调查显示,自2000年代以来,基尼系数持续下降。在许多实验中,我们施加了比数据中观察到的更高的最高收入份额,更接近于对不那么平等的邻国(如哥伦比亚和智利)的修正估计。我们发现,即使基尼系数的点估计是有偏差的,但修正后的指数仍然随着时间的推移而下降。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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