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Comparative politics and the synthetic control method revisited: a note on Abadie et al. (2015)

Recently, Abadie et al. (Am J Polit Sci 59:495–510, 2015) have expanded synthetic control methods by the so-called cross-validation technique. We find that their results are not being reproduced when alternative software packages are used or when the variables’ ordering within the dataset is changed...

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Detalles Bibliográficos
Autores principales: Klößner, Stefan, Kaul, Ashok, Pfeifer, Gregor, Schieler, Manuel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6214290/
https://www.ncbi.nlm.nih.gov/pubmed/30443504
http://dx.doi.org/10.1186/s41937-017-0004-9
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author Klößner, Stefan
Kaul, Ashok
Pfeifer, Gregor
Schieler, Manuel
author_facet Klößner, Stefan
Kaul, Ashok
Pfeifer, Gregor
Schieler, Manuel
author_sort Klößner, Stefan
collection PubMed
description Recently, Abadie et al. (Am J Polit Sci 59:495–510, 2015) have expanded synthetic control methods by the so-called cross-validation technique. We find that their results are not being reproduced when alternative software packages are used or when the variables’ ordering within the dataset is changed. We show that this failure stems from the cross-validation technique relying on non-uniquely defined predictor weights. While the amount of the resulting ambiguity is negligible for the main application of Abadie et al. (Am J Polit Sci 59:495–510, 2015), we find it to be substantial for several of their robustness analyses. Applying well-defined, standard synthetic control methods reveals that the authors’ results are particularly driven by a specific control country, the USA.
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spelling pubmed-62142902018-11-13 Comparative politics and the synthetic control method revisited: a note on Abadie et al. (2015) Klößner, Stefan Kaul, Ashok Pfeifer, Gregor Schieler, Manuel Swiss J Econ Stat Original Article Recently, Abadie et al. (Am J Polit Sci 59:495–510, 2015) have expanded synthetic control methods by the so-called cross-validation technique. We find that their results are not being reproduced when alternative software packages are used or when the variables’ ordering within the dataset is changed. We show that this failure stems from the cross-validation technique relying on non-uniquely defined predictor weights. While the amount of the resulting ambiguity is negligible for the main application of Abadie et al. (Am J Polit Sci 59:495–510, 2015), we find it to be substantial for several of their robustness analyses. Applying well-defined, standard synthetic control methods reveals that the authors’ results are particularly driven by a specific control country, the USA. Springer International Publishing 2018-05-15 2018 /pmc/articles/PMC6214290/ /pubmed/30443504 http://dx.doi.org/10.1186/s41937-017-0004-9 Text en © The Author(s) 2018 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Original Article
Klößner, Stefan
Kaul, Ashok
Pfeifer, Gregor
Schieler, Manuel
Comparative politics and the synthetic control method revisited: a note on Abadie et al. (2015)
title Comparative politics and the synthetic control method revisited: a note on Abadie et al. (2015)
title_full Comparative politics and the synthetic control method revisited: a note on Abadie et al. (2015)
title_fullStr Comparative politics and the synthetic control method revisited: a note on Abadie et al. (2015)
title_full_unstemmed Comparative politics and the synthetic control method revisited: a note on Abadie et al. (2015)
title_short Comparative politics and the synthetic control method revisited: a note on Abadie et al. (2015)
title_sort comparative politics and the synthetic control method revisited: a note on abadie et al. (2015)
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6214290/
https://www.ncbi.nlm.nih.gov/pubmed/30443504
http://dx.doi.org/10.1186/s41937-017-0004-9
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