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Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California's Tobacco Control Program

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Author Info
Alberto Abadie
Alexis Diamond
Jens Hainmueller

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Abstract

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.

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Paper provided by National Bureau of Economic Research, Inc in its series NBER Technical Working Papers with number 0335.

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Date of creation: Jan 2007
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Handle: RePEc:nbr:nberte:0335

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Find related papers by JEL classification:
C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data
H75 - Public Economics - - State and Local Government; Intergovernmental Relations - - - Health, Education, and Welfare
I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
K32 - Law and Economics - - Other Substantive Areas of Law - - - Environmental, Health, and Safety Law

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References listed on IDEAS
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  2. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-in-Differences Estimates?," The Quarterly Journal of Economics, MIT Press, vol. 119(1), pages 249-275, February. [Downloadable!] (restricted)
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  3. Stephen G Donald & Kevin Lang, 2007. "Inference with Difference-in-Differences and Other Panel Data," The Review of Economics and Statistics, MIT Press, vol. 89(2), pages 221-233, 03. [Downloadable!] (restricted)
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  5. William N. Evans & Matthew C. Farrelly & Edward Montgomery, 1999. "Do Workplace Smoking Bans Reduce Smoking?," American Economic Review, American Economic Association, vol. 89(4), pages 728-747, September. [Downloadable!] (restricted)
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  6. Alberto Abadie & Javier Gardeazabal, 2003. "The Economic Costs of Conflict: A Case Study of the Basque Country," American Economic Review, American Economic Association, vol. 93(1), pages 113-132, March. [Downloadable!]
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  10. Dinan, John & Heckelman, Jac C., 2005. "The anti-tobacco movement in the Progressive Era: A case study of direct democracy in Oregon," Explorations in Economic History, Elsevier, vol. 42(4), pages 529-546, October. [Downloadable!] (restricted)
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Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Kristin Kiesel & Sofia Villas-Boas, 2008. "Another Nutritional Label--Experimenting with Grocery Store Shelf Labels and Consumer Choice--," Department of Agricultural & Resource Economics, UC Berkeley, Working Paper Series 1060, Department of Agricultural & Resource Economics, UC Berkeley. [Downloadable!]
  2. Jeffrey A. Groen & Anne E. Polivka, 2008. "The Effect of Hurricane Katrina on the Labor Market Outcomes of Evacuees," Working Papers 415, U.S. Bureau of Labor Statistics. [Downloadable!]
  3. Ariel R. Belasen & Solomon W. Polachek, 2007. "How Disasters Affect Local Labor Markets: The Effects of Hurricanes in Florida," IZA Discussion Papers 2976, Institute for the Study of Labor (IZA). [Downloadable!]
    Other versions:
  4. Andreas Billmeier & Tommaso Nannicini, 2007. "Trade Openness and Growth: Pursuing Empirical Glasnost," IMF Working Papers 07/156, International Monetary Fund. [Downloadable!]
    Other versions:
  5. Belasen, Ariel R. & Polachek, Solomon, 2008. "How Hurricanes Affect Employment and Wages in Local Labor Markets," IZA Discussion Papers 3407, Institute for the Study of Labor (IZA). [Downloadable!]
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