Treatment effects: A Bayesian perspective

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dc.contributor.authorHeckman, James J.
dc.contributor.authorHEDIBERT FREITAS LOPES
dc.contributor.authorPiatek, Rémi
dc.coverage.cidadeNão informadopt_BR
dc.coverage.paisNão Informadopt_BR
dc.creatorHeckman, James J.
dc.creatorPiatek, Rémi
dc.date.accessioned2022-08-19T21:58:21Z
dc.date.available2022-08-19T21:58:21Z
dc.date.issued2014
dc.description.otherThis paper contributes to the emerging Bayesian literature on treatment effects. It derives treatment parameters in the framework of a potential outcomes model with a treatment choice equation, where the correlation between the unobservable components of the model is driven by a low-dimensional vector of latent factors. The analyst is assumed to have access to a set of measurements generated by the latent factors. This approach has attractive features from both theoretical and practical points of view. Not only does it address the fundamental identification problem arising from the inability to observe the same person in both the treated and untreated states, but it also turns out to be straightforward to implement. Formulae are provided to compute mean treatment effects as well as their distributional versions. A Monte Carlo simulation study is carried out to illustrate how the methodology can easily be applied.pt_BR
dc.format.extentp. 36-67pt_BR
dc.format.mediumDigitalpt_BR
dc.identifier.doi10.1080/07474938.2013.807103pt_BR
dc.identifier.issue1pt_BR
dc.identifier.urihttps://repositorio.insper.edu.br/handle/11224/4064
dc.identifier.volume33pt_BR
dc.language.isoInglêspt_BR
dc.publisherTaylor & Francis Onlinept_BR
dc.relation.isboundProdução vinculada ao Núcleo de Ciências de Dados e Decisão
dc.relation.ispartofEconometric Reviewspt_BR
dc.rights.licenseO INSPER E ESTE REPOSITÓRIO NÃO DETÊM OS DIREITOS DE USO E REPRODUÇÃO DOS CONTEÚDOS AQUI REGISTRADOS. É RESPONSABILIDADE DOS USUÁRIOS INDIVIDUAIS VERIFICAR OS USOS PERMITIDOS NA FONTE ORIGINAL, RESPEITANDO-SE OS DIREITOS DE AUTOR OU EDITOR.pt_BR
dc.subject.keywordsBayesianpt_BR
dc.subject.keywordsCounterfactual distributionspt_BR
dc.subject.keywordsPotential outcomespt_BR
dc.subject.keywordsTreatment effectspt_BR
dc.titleTreatment effects: A Bayesian perspectivept_BR
dc.typejournal article
dspace.entity.typePublication
local.identifier.sourceUrihttps://pubmed.ncbi.nlm.nih.gov/24187431/
local.subject.cnpqCiências da Saúdept_BR
local.typeArtigo Científicopt_BR
relation.isAuthorOfPublication41f844cb-0e5a-4ef1-bb19-5ab1cec8e2ca
relation.isAuthorOfPublication.latestForDiscovery41f844cb-0e5a-4ef1-bb19-5ab1cec8e2ca

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