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Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California's Tobacco Control Program / Alberto Abadie, Alexis Diamond, Jens Hainmueller.
Author
Abadie, Alberto
[Browse]
Format
Book
Language
English
Published/​Created
Cambridge, Mass. National Bureau of Economic Research 2007.
Description
1 online resource: illustrations (black and white);
Details
Related name
National Bureau of Economic Research
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Diamond, Alexis
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Hainmueller, Jens
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Series
Technical Working Paper Series (National Bureau of Economic Research) no. t0335.
[More in this series]
NBER technical working paper series no. t0335
Summary note
Building on an idea in Abadie and Gardeazabal (2003), this article investigates the application of synthetic control methods to comparative case studies. We discuss the advantages of these methods and apply them to study the effects of Proposition 99, a large-scale tobacco control program that California implemented in 1988. We demonstrate that following Proposition 99 tobacco consumption fell markedly in California relative to a comparable synthetic control region. We estimate that by the year 2000 annual per-capita cigarette sales in California were about 26 packs lower than what they would have been in the absence of Proposition 99. Given that many policy interventions and events of interest in social sciences take place at an aggregate level (countries, regions, cities, etc.) and affect a small number of aggregate units, the potential applicability of synthetic control methods to comparative case studies is very large, especially in situations where traditional regression methods are not appropriate. The methods proposed in this article produce informative inference regardless of the number of available comparison units, the number of available time periods, and whether the data are individual (micro) or aggregate (macro). Software to compute the estimators proposed in this article is available at the authors' web-pages.
Notes
January 2007.
Source of description
Print version record
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