Inequality under right censoring

Detalhes bibliográficos
Autor(a) principal: Nicolau, João
Data de Publicação: 2020
Outros Autores: Raposo, Pedro, Rodrigues, Paulo M. M.
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.5/23985
Resumo: In this paper we investigate potential changes which may have occurred over the last two decades in the probability mass of the right tail of the wage distribution, through the analysis of the corresponding tail index. In specific, a conditional tail index estimator is introduced which explicitly allows for right tail censoring (top-coding), which is a feature of the widely used current population survey (CPS), as well as of other surveys. Ignoring the top-coding may lead to inconsistent estimates of the tail index and to under or over statements of inequality and of its evolution over time. Thus, having a tail index estimator that explicitly accounts for this sample characteristic is of importance to better understand and compute the tail index dynamics in the censored right tail of the wage distribution. The contribution of this paper is threefold: i) we introduce a conditional tail index estimator that explicitly handles the top-coding problem, and evaluate its finite sample performance and compare it with competing methods; ii) we highlight that the factor values used to adjust the top-coded wage have changed over time and depend on the characteristics of individuals, occupations and industries, and propose suitable values; and iii) we provide an in-depth empirical analysis of the dynamics of the US wage distribution’s right tail using the public-use CPS database from 1992 to 2017.
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spelling Inequality under right censoringWage InequalityTail IndexTop - CodingCurrent Population SurveyWage DistributionParetoOccupationsIn this paper we investigate potential changes which may have occurred over the last two decades in the probability mass of the right tail of the wage distribution, through the analysis of the corresponding tail index. In specific, a conditional tail index estimator is introduced which explicitly allows for right tail censoring (top-coding), which is a feature of the widely used current population survey (CPS), as well as of other surveys. Ignoring the top-coding may lead to inconsistent estimates of the tail index and to under or over statements of inequality and of its evolution over time. Thus, having a tail index estimator that explicitly accounts for this sample characteristic is of importance to better understand and compute the tail index dynamics in the censored right tail of the wage distribution. The contribution of this paper is threefold: i) we introduce a conditional tail index estimator that explicitly handles the top-coding problem, and evaluate its finite sample performance and compare it with competing methods; ii) we highlight that the factor values used to adjust the top-coded wage have changed over time and depend on the characteristics of individuals, occupations and industries, and propose suitable values; and iii) we provide an in-depth empirical analysis of the dynamics of the US wage distribution’s right tail using the public-use CPS database from 1992 to 2017.Banco de PortugalRepositório da Universidade de LisboaNicolau, JoãoRaposo, PedroRodrigues, Paulo M. M.2022-04-01T19:43:41Z2020-052020-05-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.5/23985engNicolau, João. Pedro Raposo and Paulo M. Rodrigues .2020. “Inequality under right censoring” .Banco de Portugal. Economic and Research Department. Working Papers nº 8 | 2020.2182-0422info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-03-06T14:53:37Zoai:www.repository.utl.pt:10400.5/23985Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T17:08:07.761214Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Inequality under right censoring
title Inequality under right censoring
spellingShingle Inequality under right censoring
Nicolau, João
Wage Inequality
Tail Index
Top - Coding
Current Population Survey
Wage Distribution
Pareto
Occupations
title_short Inequality under right censoring
title_full Inequality under right censoring
title_fullStr Inequality under right censoring
title_full_unstemmed Inequality under right censoring
title_sort Inequality under right censoring
author Nicolau, João
author_facet Nicolau, João
Raposo, Pedro
Rodrigues, Paulo M. M.
author_role author
author2 Raposo, Pedro
Rodrigues, Paulo M. M.
author2_role author
author
dc.contributor.none.fl_str_mv Repositório da Universidade de Lisboa
dc.contributor.author.fl_str_mv Nicolau, João
Raposo, Pedro
Rodrigues, Paulo M. M.
dc.subject.por.fl_str_mv Wage Inequality
Tail Index
Top - Coding
Current Population Survey
Wage Distribution
Pareto
Occupations
topic Wage Inequality
Tail Index
Top - Coding
Current Population Survey
Wage Distribution
Pareto
Occupations
description In this paper we investigate potential changes which may have occurred over the last two decades in the probability mass of the right tail of the wage distribution, through the analysis of the corresponding tail index. In specific, a conditional tail index estimator is introduced which explicitly allows for right tail censoring (top-coding), which is a feature of the widely used current population survey (CPS), as well as of other surveys. Ignoring the top-coding may lead to inconsistent estimates of the tail index and to under or over statements of inequality and of its evolution over time. Thus, having a tail index estimator that explicitly accounts for this sample characteristic is of importance to better understand and compute the tail index dynamics in the censored right tail of the wage distribution. The contribution of this paper is threefold: i) we introduce a conditional tail index estimator that explicitly handles the top-coding problem, and evaluate its finite sample performance and compare it with competing methods; ii) we highlight that the factor values used to adjust the top-coded wage have changed over time and depend on the characteristics of individuals, occupations and industries, and propose suitable values; and iii) we provide an in-depth empirical analysis of the dynamics of the US wage distribution’s right tail using the public-use CPS database from 1992 to 2017.
publishDate 2020
dc.date.none.fl_str_mv 2020-05
2020-05-01T00:00:00Z
2022-04-01T19:43:41Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.5/23985
url http://hdl.handle.net/10400.5/23985
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Nicolau, João. Pedro Raposo and Paulo M. Rodrigues .2020. “Inequality under right censoring” .Banco de Portugal. Economic and Research Department. Working Papers nº 8 | 2020.
2182-0422
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
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dc.publisher.none.fl_str_mv Banco de Portugal
publisher.none.fl_str_mv Banco de Portugal
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
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