Synthetic controls with imperfect pretreatment fit
dc.contributor.author | CRISTINE CAMPOS DE XAVIER PINTO | |
dc.contributor.author | Ferman, Bruno | |
dc.coverage.cidade | Hoboken | pt_BR |
dc.coverage.pais | Estados Unidos | pt_BR |
dc.creator | Ferman, Bruno | |
dc.date.accessioned | 2022-12-17T15:11:10Z | |
dc.date.available | 2022-12-17T15:11:10Z | |
dc.date.issued | 2021 | |
dc.description.notes | Texto completo | pt_BR |
dc.description.other | We analyze the properties of the Synthetic Control (SC) and related estimators when the pre-treatment fit is imperfect. In this framework, we show that these estimators are generally biased if treatment assignment is correlated with un observed confounders, even when the number of pre-treatment periods goes to infinity. Still, we show that a demeaned version of the SC method can improve in terms of bias and variance relative to the difference-in-difference estimator. We also derive a specification test for the demeaned SC estimator in this setting with imperfect pre-treatment fit. Given our theoretical results, we provide practi cal guidance for applied researchers on how to justify the use of such estimators in empirical applications. | pt_BR |
dc.format.extent | p. 1197-1221 | pt_BR |
dc.format.medium | Digital | pt_BR |
dc.identifier.doi | https://onlinelibrary.wiley.com/doi/epdf/10.3982/QE1596 | pt_BR |
dc.identifier.issn | 1759-7331 | pt_BR |
dc.identifier.issn | 1759-7323 | pt_BR |
dc.identifier.issue | 12 | pt_BR |
dc.identifier.uri | https://repositorio.insper.edu.br/handle/11224/5039 | |
dc.language.iso | Inglês | pt_BR |
dc.publisher | Wiley-Blackwell | pt_BR |
dc.relation.ispartof | Quantitative Economics | pt_BR |
dc.rights.license | O 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.keywords | Synthetic control | pt_BR |
dc.subject.keywords | difference-in-differences | pt_BR |
dc.subject.keywords | policy evaluation | pt_BR |
dc.subject.keywords | linear factor model | pt_BR |
dc.title | Synthetic controls with imperfect pretreatment fit | pt_BR |
dc.type | journal article | |
dspace.entity.type | Publication | |
local.subject.cnpq | Ciências Exatas e da Terra | pt_BR |
local.subject.cnpq | Ciências Sociais Aplicadas | pt_BR |
local.type | Artigo Científico | pt_BR |
relation.isAuthorOfPublication | fb10226e-e3f9-41af-9eab-3fd279ec531f | |
relation.isAuthorOfPublication.latestForDiscovery | fb10226e-e3f9-41af-9eab-3fd279ec531f |
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