{"title":"追尾:估计财富不平等的广义帕累托分布方法","authors":"Arthur Kennickell","doi":"10.1111/roiw.12696","DOIUrl":null,"url":null,"abstract":"Since the work reported in Vermeulen (<jats:italic>Review of Income and Wealth</jats:italic>, 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 (<jats:italic>Journal of the American Statistical Association</jats:italic>, 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.","PeriodicalId":1,"journal":{"name":"Accounts of Chemical Research","volume":"55 1","pages":""},"PeriodicalIF":16.4000,"publicationDate":"2024-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"CHASING THE TAIL: A GENERALIZED PARETO DISTRIBUTION APPROACH TO ESTIMATING WEALTH INEQUALITY\",\"authors\":\"Arthur Kennickell\",\"doi\":\"10.1111/roiw.12696\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Since the work reported in Vermeulen (<jats:italic>Review of Income and Wealth</jats:italic>, 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 (<jats:italic>Journal of the American Statistical Association</jats:italic>, 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.\",\"PeriodicalId\":1,\"journal\":{\"name\":\"Accounts of Chemical Research\",\"volume\":\"55 1\",\"pages\":\"\"},\"PeriodicalIF\":16.4000,\"publicationDate\":\"2024-05-24\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Accounts of Chemical Research\",\"FirstCategoryId\":\"96\",\"ListUrlMain\":\"https://doi.org/10.1111/roiw.12696\",\"RegionNum\":1,\"RegionCategory\":\"化学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"CHEMISTRY, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Accounts of Chemical Research","FirstCategoryId":"96","ListUrlMain":"https://doi.org/10.1111/roiw.12696","RegionNum":1,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CHEMISTRY, MULTIDISCIPLINARY","Score":null,"Total":0}
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.
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.