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Revisiting the Effects of Cigarette Taxes on Smoking Outcomes

Author

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  • Vinish Shrestha

    (Department of Economics, Towson University)

Abstract

This study reassesses the efficacy of cigarette taxation in curtailing smoking by leveraging recent advancements in the difference-in-differences (DiD) literature to account for hetero- geneous treatment effects. Using data from the Behavioral Risk Factor Surveillance System Selected Metropolitan/Micropolitan Area Risk Trend (BRFSS SMART) for the sample periods 2004-2010 and 2015-2020, the study reveals three key findings. Firstly, the TWFE estimate for the 2004-2010 sample is only 48% of the average treatment effect on the treated (ATT) estimate obtained through the DiD framework. Secondly, event-study type estimates demonstrate a gradual increase in magnitude following the treatment year, highlighting dynamic treatment effects overlooked by the TWFE estimate. Third, the ATT estimate for the 2015-2020 sample is approximately 66% of the ATT estimate for the 2004-2010 sample. Overall, the study underscores the potential bias towards zero in elasticity estimates when relying solely on TWFE models.

Suggested Citation

  • Vinish Shrestha, 2022. "Revisiting the Effects of Cigarette Taxes on Smoking Outcomes," Working Papers 2022-02, Towson University, Department of Economics, revised Jun 2024.
    • Handle: RePEc:tow:wpaper:2022-02
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    References listed on IDEAS

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    1. Kevin Callison & Robert Kaestner, 2014. "Do Higher Tobacco Taxes Reduce Adult Smoking? New Evidence Of The Effect Of Recent Cigarette Tax Increases On Adult Smoking," Economic Inquiry, Western Economic Association International, vol. 52(1), pages 155-172, January.
    2. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    3. James J. Heckman & Hidehiko Ichimura & Petra E. Todd, 1997. "Matching As An Econometric Evaluation Estimator: Evidence from Evaluating a Job Training Programme," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(4), pages 605-654.
    4. Carpenter, Christopher & Cook, Philip J., 2008. "Cigarette taxes and youth smoking: New evidence from national, state, and local Youth Risk Behavior Surveys," Journal of Health Economics, Elsevier, vol. 27(2), pages 287-299, March.
    5. Matthew Harding & Ephraim Leibtag & Michael F. Lovenheim, 2012. "The Heterogeneous Geographic and Socioeconomic Incidence of Cigarette Taxes: Evidence from Nielsen Homescan Data," American Economic Journal: Economic Policy, American Economic Association, vol. 4(4), pages 169-198, November.
    6. Philip DeCicca & Donald Kenkel & Michael F. Lovenheim, 2022. "The Economics of Tobacco Regulation: A Comprehensive Review," Journal of Economic Literature, American Economic Association, vol. 60(3), pages 883-970, September.
    7. Hai‐Yen Sung & Teh‐Wei Hu & Theodore E. Keeler, 1994. "Cigarette Taxation And Demand: An Empirical Model," Contemporary Economic Policy, Western Economic Association International, vol. 12(3), pages 91-100, July.
    8. Benjamin Hansen & Joseph J. Sabia & Daniel I. Rees, 2017. "Have Cigarette Taxes Lost Their Bite? New Estimates of the Relationship between Cigarette Taxes and Youth Smoking," American Journal of Health Economics, MIT Press, vol. 3(1), pages 60-75, Winter.
    9. Lewit, Eugene M. & Coate, Douglas, 1982. "The potential for using excise taxes to reduce smoking," Journal of Health Economics, Elsevier, vol. 1(2), pages 121-145, August.
    10. John Tauras & Lisa Powell & Frank Chaloupka & Hana Ross, 2007. "The demand for smokeless tobacco among male high school students in the United States: the impact of taxes, prices and policies," Applied Economics, Taylor & Francis Journals, vol. 39(1), pages 31-41.
    11. Sant’Anna, Pedro H.C. & Zhao, Jun, 2020. "Doubly robust difference-in-differences estimators," Journal of Econometrics, Elsevier, vol. 219(1), pages 101-122.
    12. Sun, Liyang & Abraham, Sarah, 2021. "Estimating dynamic treatment effects in event studies with heterogeneous treatment effects," Journal of Econometrics, Elsevier, vol. 225(2), pages 175-199.
    13. Brantly Callaway & Andrew Goodman-Bacon & Pedro H. C. Sant'Anna, 2021. "Difference-in-Differences with a Continuous Treatment," Papers 2107.02637, arXiv.org, revised Jan 2024.
    14. Chad Cotti & Erik Nesson & Nathan Tefft, 2016. "The Effects of Tobacco Control Policies on Tobacco Products, Tar, and Nicotine Purchases among Adults: Evidence from Household Panel Data," American Economic Journal: Economic Policy, American Economic Association, vol. 8(4), pages 103-123, November.
    15. James M. Bishop, 2018. "Does Cigarette Smuggling Prop Up Smoking Rates?," American Journal of Health Economics, University of Chicago Press, vol. 4(1), pages 80-104, Winter.
    16. Jones, Andrew M, 1989. "A Double-Hurdle Model of Cigarette Consumption," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 4(1), pages 23-39, Jan.-Mar..
    17. Michael F. Pesko & Charles J. Courtemanche & Johanna Catherine Maclean, 2020. "The effects of traditional cigarette and e-cigarette tax rates on adult tobacco product use," Journal of Risk and Uncertainty, Springer, vol. 60(3), pages 229-258, June.
    18. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    19. Barnett, Paul G. & Keeler, Theodore E. & Hu, Teh-wei, 1995. "Oligopoly structure and the incidence of cigarette excise taxes," Journal of Public Economics, Elsevier, vol. 57(3), pages 457-470, July.
    20. Benjamin Hansen & Joseph J. Sabia & Daniel I. Rees, 2017. "Have Cigarette Taxes Lost Their Bite? New Estimates of the Relationship between Cigarette Taxes and Youth Smoking," American Journal of Health Economics, University of Chicago Press, vol. 3(1), pages 60-75, Winter.
    21. Erik Nesson, 2017. "Heterogeneity in Smokers' Responses to Tobacco Control Policies," Health Economics, John Wiley & Sons, Ltd., vol. 26(2), pages 206-225, February.
    22. Roth, Jonathan & Sant’Anna, Pedro H.C. & Bilinski, Alyssa & Poe, John, 2023. "What’s trending in difference-in-differences? A synthesis of the recent econometrics literature," Journal of Econometrics, Elsevier, vol. 235(2), pages 2218-2244.
    23. James M. Bishop, 2018. "Does Cigarette Smuggling Prop Up Smoking Rates?," American Journal of Health Economics, MIT Press, vol. 4(1), pages 80-104, Winter.
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    More about this item

    Keywords

    Cigarette taxation; Difference-in-Differences; Treatment heterogeneity; Dynamic treatment effects; Elasticity.;
    All these keywords.

    JEL classification:

    • I10 - Health, Education, and Welfare - - Health - - - General
    • I18 - Health, Education, and Welfare - - Health - - - Government Policy; Regulation; Public Health
    • D00 - Microeconomics - - General - - - General
    • B23 - Schools of Economic Thought and Methodology - - History of Economic Thought since 1925 - - - Econometrics; Quantitative and Mathematical Studies
    • H20 - Public Economics - - Taxation, Subsidies, and Revenue - - - General

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