追尾:估计财富不平等的广义帕累托分布方法

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-05-24 DOI:10.1111/roiw.12696
Arthur Kennickell
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引用次数: 0

摘要

自 Vermeulen(《收入与财富评论》,64(2),357-387;2018 年)报告的工作以来,已经有文献利用简单的帕累托分布和 "富豪榜 "信息来改进对调查中测量的财富分布上尾的估计。由于此类外部数据的构建通常不透明且容易出错,因此最好不要完全依赖这种方法。本文使用广义帕累托分布 (GPD) 开发了另一种方法,将 Castillo 和 Hadi(《美国统计协会期刊》,92(440), 1609-1620; 1997 年)开发的估算策略以一种新颖的方式扩展到调查数据中。这一扩展可以解决财富分布上端有效覆盖范围不完善的问题,还可以将总财富的外部衡量标准作为约束条件。本文在对富裕家庭覆盖较弱的奥地利调查数据中实施了该方法。结果表明,即使对数据缺陷进行了一系列合理的调整,仅依靠调查数据来预测上尾,也不足以得出与总量数字所隐含的范围一致的隐含财富总量。将隐含总量作为一个约束条件是必要的。这种方法对于比较各国之间、各国内部和不同时期基于调查的不平等衡量标准,以及构建分布式金融账户可能特别有用。
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CHASING THE TAIL: A GENERALIZED PARETO DISTRIBUTION APPROACH TO ESTIMATING WEALTH INEQUALITY
Since the work reported in Vermeulen (Review of Income and Wealth, 64(2), 357–387; 2018), a literature has developed using the simple Pareto distribution along with “rich list” information to improve estimates of the upper tail of the wealth distribution measured in surveys. Because the construction of such external data is typically opaque and subject to error, it may be best not to depend exclusively on this approach. This paper develops an alternative approach, using the generalized Pareto distribution (GPD), extending an estimation strategy developed by Castillo and Hadi (Journal of the American Statistical Association, 92(440), 1609–1620; 1997) in a novel way to survey data. The extension allows for addressing imperfections in the effective coverage of the upper tail of the wealth distribution, as well as allowing the imposition of an external measure of aggregate wealth as a constraint. The paper implements the method on Austrian survey data that has weak coverage of wealthy households. The results indicate that even with a range of plausible adjustments for data imperfections, relying only on the survey data to project the upper tail is insufficient to yield implied wealth aggregates in the range implied by aggregate figures. Imposing the implied aggregate as a constraint is necessary. The approach may be particularly useful in comparing survey‐based inequality measures across and within countries and over time, as well as in constructing distributional financial accounts.
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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