IDEAS home Printed from https://ideas.repec.org/p/bon/boncrc/crctr224_2024_501.html
   My bibliography  Save this paper

More than Joints: Multi-Substance Use, Choice Limitations, and Policy Implications

Author

Listed:
  • Michelle Sovinsky
  • Liana Jacobi
  • Alessandra Allocca
  • Tao Sun

Abstract

As illicit substances move into the legal product space, substitution patterns with legal products become more salient. In particular, marijuana legalization may have implications for the use of other legal “sin” goods. We estimate a structural model of multi-product use of illegal and legal substances considering joint use, limited access to illicit products, and persistence in use. We focus on a young person’s choice to consume marijuana, alcohol or cigarettes (and possible combinations), and we find that sin goods are complements. Furthermore, our findings emphasize the necessity of accounting for joint consumption and access to obtain correct price sensitivity estimates. Post-legalization, youth marijuana use would increase from 25% to 37%. However, counterfactual results show that a combination of (reasonable) tax increases on all goods along with enforcement against illegal use can potentially revert use to pre-legalization levels. The earlier the tax increases are implemented the more effective they are at curbing future use. Our results inform the policy debate regarding the impact of marijuana legalization on the long-term use of sin goods.

Suggested Citation

  • Michelle Sovinsky & Liana Jacobi & Alessandra Allocca & Tao Sun, 2024. "More than Joints: Multi-Substance Use, Choice Limitations, and Policy Implications," CRC TR 224 Discussion Paper Series crctr224_2024_501, University of Bonn and University of Mannheim, Germany.
  • Handle: RePEc:bon:boncrc:crctr224_2024_501
    as

    Download full text from publisher

    File URL: https://www.crctr224.de/research/discussion-papers/archive/dp501
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Auriol, Emmanuelle & Mesnard, Alice & Perrault, Tiffanie, 2023. "Weeding out the dealers? The economics of cannabis legalization," Journal of Economic Behavior & Organization, Elsevier, vol. 216(C), pages 62-101.
    2. Anindya Sen & Tony Wirjanto, 2010. "Estimating the impacts of cigarette taxes on youth smoking participation, initiation, and persistence: empirical evidence from Canada," Health Economics, John Wiley & Sons, Ltd., vol. 19(11), pages 1264-1280, November.
    3. Susumu Imai & Neelam Jain & Andrew Ching, 2009. "Bayesian Estimation of Dynamic Discrete Choice Models," Econometrica, Econometric Society, vol. 77(6), pages 1865-1899, November.
    4. Donald S. Kenkel, 2005. "Are Alcohol Tax Hikes Fully Passed Through to Prices? Evidence from Alaska," American Economic Review, American Economic Association, vol. 95(2), pages 273-277, May.
    5. Rubén Loaiza-Maya & Didier Nibbering, 2022. "Scalable Bayesian Estimation in the Multinomial Probit Model," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 40(4), pages 1678-1690, October.
    6. 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.
    7. 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.
    8. Zhen Ma, 2017. "The effects of increases in cigarette prices on cigarette consumption among smokers after the Master Settlement Agreement," Review of Economics of the Household, Springer, vol. 15(4), pages 1177-1190, December.
    9. Grossman, Michael & Chaloupka, Frank J & Sirtalan, Ismail, 1998. "An Empirical Analysis of Alcohol Addiction: Results from the Monitoring the Future Panels," Economic Inquiry, Western Economic Association International, vol. 36(1), pages 39-48, January.
    10. Kfir Eliaz & Ran Spiegler, 2011. "A Simple Model of Search Engine Pricing," Economic Journal, Royal Economic Society, vol. 121(556), pages 329-339, November.
    11. Kenneth Clements & Yihui Lan & Xueyan Zhao, 2010. "The demand for marijuana, tobacco and alcohol: inter-commodity interactions with uncertainty," Empirical Economics, Springer, vol. 39(1), pages 203-239, August.
    12. Chaloupka, Frank, 1991. "Rational Addictive Behavior and Cigarette Smoking," Journal of Political Economy, University of Chicago Press, vol. 99(4), pages 722-742, August.
    13. Becker, Gary S & Grossman, Michael & Murphy, Kevin M, 1994. "An Empirical Analysis of Cigarette Addiction," American Economic Review, American Economic Association, vol. 84(3), pages 396-418, June.
    14. Jiang, Renna & Manchanda, Puneet & Rossi, Peter E., 2009. "Bayesian analysis of random coefficient logit models using aggregate data," Journal of Econometrics, Elsevier, vol. 149(2), pages 136-148, April.
    15. McCulloch, Robert E. & Polson, Nicholas G. & Rossi, Peter E., 2000. "A Bayesian analysis of the multinomial probit model with fully identified parameters," Journal of Econometrics, Elsevier, vol. 99(1), pages 173-193, November.
    16. Brett Hollenbeck & Renato Zaterka Giroldo, 2022. "Winning Big: Scale and Success in Retail Entrepreneurship," Marketing Science, INFORMS, vol. 41(2), pages 271-293, March.
    17. Øyvind Thomassen & Howard Smith & Stephan Seiler & Pasquale Schiraldi, 2017. "Multi-category Competition and Market Power: A Model of Supermarket Pricing," American Economic Review, American Economic Association, vol. 107(8), pages 2308-2351, August.
    18. Keaton Miller & Boyoung Seo, 2021. "The Effect of Cannabis Legalization on Substance Demand and Tax Revenues," National Tax Journal, University of Chicago Press, vol. 74(1), pages 107-145.
    19. Liana Jacobi & Michelle Sovinsky, 2016. "Marijuana on Main Street? Estimating Demand in Markets with Limited Access," American Economic Review, American Economic Association, vol. 106(8), pages 2009-2045, August.
    20. Dave, Dhaval & Saffer, Henry, 2008. "Alcohol demand and risk preference," Journal of Economic Psychology, Elsevier, vol. 29(6), pages 810-831, December.
    21. Heien, Dale & Durham, Cathy, 1991. "A Test of the Habit Formation Hypothesis Using Household Data," The Review of Economics and Statistics, MIT Press, vol. 73(2), pages 189-199, May.
    22. Donna B. Gilleskie & Koleman S. Strumpf, 2005. "The Behavioral Dynamics of Youth Smoking," Journal of Human Resources, University of Wisconsin Press, vol. 40(4), pages 822-866.
    23. Lisa Cameron & Jenny Williams, 2001. "Cannabis, Alcohol and Cigarettes: Substitutes or Complements?," The Economic Record, The Economic Society of Australia, vol. 77(236), pages 19-34, March.
    24. Brett Hollenbeck & Kosuke Uetake, 2021. "Taxation and market power in the legal marijuana industry," RAND Journal of Economics, RAND Corporation, vol. 52(3), pages 559-595, September.
    25. Xueyan Zhao & Mark N. Harris, 2004. "Demand for Marijuana, Alcohol and Tobacco: Participation, Levels of Consumption and Cross‐equation Correlations," The Economic Record, The Economic Society of Australia, vol. 80(251), pages 394-410, December.
    26. Rong Hai & James J. Heckman, 2022. "The Causal Effects of Youth Cigarette Addiction and Education," NBER Working Papers 30304, National Bureau of Economic Research, Inc.
    27. Hansen, Benjamin & Miller, Keaton & Weber, Caroline, 2020. "Federalism, partial prohibition, and cross-border sales: Evidence from recreational marijuana," Journal of Public Economics, Elsevier, vol. 187(C).
    28. Michael Darden, 2017. "Smoking, Expectations, and Health: A Dynamic Stochastic Model of Lifetime Smoking Behavior," Journal of Political Economy, University of Chicago Press, vol. 125(5), pages 1465-1522.
    29. Deaton, Angus, 1985. "Panel data from time series of cross-sections," Journal of Econometrics, Elsevier, vol. 30(1-2), pages 109-126.
    30. Hongju Liu & Pradeep K. Chintagunta & Ting Zhu, 2010. "Complementarities and the Demand for Home Broadband Internet Services," Marketing Science, INFORMS, vol. 29(4), pages 701-720, 07-08.
    31. Philip DeCicca & Donald Kenkel & Alan Mathios, 2002. "Putting Out the Fires: Will Higher Taxes Reduce the Onset of Youth Smoking?," Journal of Political Economy, University of Chicago Press, vol. 110(1), pages 144-169, February.
    32. Sofronis Clerides & Pascal Courty, 2017. "Sales, Quantity Surcharge, and Consumer Inattention," The Review of Economics and Statistics, MIT Press, vol. 99(2), pages 357-370, May.
    33. Michelle Sovinsky Goeree, 2008. "Limited Information and Advertising in the U.S. Personal Computer Industry," Econometrica, Econometric Society, vol. 76(5), pages 1017-1074, September.
    34. Ching, Andrew T. & Hayashi, Fumiko, 2010. "Payment card rewards programs and consumer payment choice," Journal of Banking & Finance, Elsevier, vol. 34(8), pages 1773-1787, August.
    35. Jun B. Kim & Paulo Albuquerque & Bart J. Bronnenberg, 2010. "Online Demand Under Limited Consumer Search," Marketing Science, INFORMS, vol. 29(6), pages 1001-1023, 11-12.
    36. Jean‐Pierre Dubé & Günter J. Hitsch & Peter E. Rossi, 2010. "State dependence and alternative explanations for consumer inertia," RAND Journal of Economics, RAND Corporation, vol. 41(3), pages 417-445, September.
    37. Alessandro Iaria, & Wang, Ao, 2021. "An Empirical Model of Quantity Discounts with Large Choice Sets," The Warwick Economics Research Paper Series (TWERPS) 1378, University of Warwick, Department of Economics.
    38. Imai, Kosuke & van Dyk, David A., 2005. "A Bayesian analysis of the multinomial probit model using marginal data augmentation," Journal of Econometrics, Elsevier, vol. 124(2), pages 311-334, February.
    39. Becker, Gary S & Murphy, Kevin M, 1988. "A Theory of Rational Addiction," Journal of Political Economy, University of Chicago Press, vol. 96(4), pages 675-700, August.
    40. Pierpaolo Pierani & Silvia Tiezzi, 2009. "Addiction and interaction between alcohol and tobacco consumption," Empirical Economics, Springer, vol. 37(1), pages 1-23, September.
    41. Andrew Ching & Tülin Erdem & Michael Keane, 2009. "The price consideration model of brand choice," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(3), pages 393-420, April.
    42. Deza, Monica, 2015. "Is there a stepping stone effect in drug use? Separating state dependence from unobserved heterogeneity within and between illicit drugs," Journal of Econometrics, Elsevier, vol. 184(1), pages 193-207.
    43. Matthew Gentzkow, 2007. "Valuing New Goods in a Model with Complementarity: Online Newspapers," American Economic Review, American Economic Association, vol. 97(3), pages 713-744, June.
    44. Labeaga, Jose M., 1999. "A double-hurdle rational addiction model with heterogeneity: Estimating the demand for tobacco," Journal of Econometrics, Elsevier, vol. 93(1), pages 49-72, November.
    45. Brett R. Gordon & Baohong Sun, 2015. "A Dynamic Model of Rational Addiction: Evaluating Cigarette Taxes," Marketing Science, INFORMS, vol. 34(3), pages 452-470, May.
    46. Nelson Jon P. & Moran John R., 2020. "Effects of Alcohol Taxation on Prices: A Systematic Review and Meta-Analysis of Pass-Through Rates," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 20(1), pages 1-21, January.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Michelle Sovinsky & Liana Jacobi & Alessandra Allocca & Tao Sun, 2023. "More than Joints: Multi-Substance Use, Choice Limitations, and Policy Implications," Rationality and Competition Discussion Paper Series 487, CRC TRR 190 Rationality and Competition.
    2. David Aristei & Luca Pieroni, 2010. "Habits, Complementarities and Heterogeneity in Alcohol and Tobacco Demand: A Multivariate Dynamic Model," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 72(4), pages 428-457, August.
    3. Göhlmann, Silja & Schmidt, Christoph M., 2008. "Smoking in Germany: Stylized Facts, Behavioral Models, and Health Policy," Ruhr Economic Papers 64, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    4. Andrew M. Jones & Audrey Laporte & Nigel Rice & Eugenio Zucchelli, 2019. "Dynamic panel data estimation of an integrated Grossman and Becker–Murphy model of health and addiction," Empirical Economics, Springer, vol. 56(2), pages 703-733, February.
    5. DeCicca, Philip & Kenkel, Don & Mathios, Alan, 2008. "Cigarette taxes and the transition from youth to adult smoking: Smoking initiation, cessation, and participation," Journal of Health Economics, Elsevier, vol. 27(4), pages 904-917, July.
    6. Keaton Miller & Boyoung Seo, 2021. "The Effect of Cannabis Legalization on Substance Demand and Tax Revenues," National Tax Journal, University of Chicago Press, vol. 74(1), pages 107-145.
    7. Andrew Jones & Audrey Laporte & Nigel Rice & Eugenio Zucchelli, 2014. "A Synthesis of the Grossman and Becker-Murphy Models of Health and Addiction: Theoretical and Empirical Implications," Working Papers 140007, Canadian Centre for Health Economics.
    8. repec:zbw:rwirep:0064 is not listed on IDEAS
    9. Shuo Zhang & Tat Y. Chan & Xueming Luo & Xiaoyi Wang, 2022. "Time-Inconsistent Preferences and Strategic Self-Control in Digital Content Consumption," Marketing Science, INFORMS, vol. 41(3), pages 616-636, May.
    10. Silja Göhlmann & Christoph M. Schmidt, 2008. "Smoking in Germany: Stylized Facts, Behavioral Models, and Health Policy," Ruhr Economic Papers 0064, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen.
    11. Piccoli, Luca & Tiezzi, Silvia, 2021. "Rational addiction and time-consistency: An empirical test," Journal of Health Economics, Elsevier, vol. 80(C).
    12. Badi H. Baltagi & Ingo Geishecker, 2006. "Rational alcohol addiction: evidence from the Russian longitudinal monitoring survey," Health Economics, John Wiley & Sons, Ltd., vol. 15(9), pages 893-914, September.
    13. Mark Coppejans & Donna Gilleskie & Holger Sieg & Koleman Strumpf, 2007. "Consumer Demand under Price Uncertainty: Empirical Evidence from the Market for Cigarettes," The Review of Economics and Statistics, MIT Press, vol. 89(3), pages 510-521, August.
    14. Anne Bretteville-Jensen, 2006. "Drug Demand – Initiation, Continuation and Quitting," De Economist, Springer, vol. 154(4), pages 491-516, December.
    15. Brett Hollenbeck & Kosuke Uetake, 2021. "Taxation and market power in the legal marijuana industry," RAND Journal of Economics, RAND Corporation, vol. 52(3), pages 559-595, September.
    16. Ziggy MacDonald, 2004. "What Price Drug Use? The Contribution of Economics to an Evidence‐Based Drugs Policy," Journal of Economic Surveys, Wiley Blackwell, vol. 18(2), pages 113-152, April.
    17. Silvia Tiezzi, 2005. "An empirical analysis of tobacco addiction in Italy," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 6(3), pages 233-243, September.
    18. Timothy J. Richards & Paul M. Patterson & Abebayehu Tegene, 2007. "Obesity And Nutrient Consumption: A Rational Addiction?," Contemporary Economic Policy, Western Economic Association International, vol. 25(3), pages 309-324, July.
    19. Bryan Bollinger & Steven E. Sexton, 2023. "Local excise taxes, sticky prices, and spillovers: evidence from Berkeley’s soda tax," Quantitative Marketing and Economics (QME), Springer, vol. 21(2), pages 281-331, June.
    20. Michael Grossman, 2005. "Individual Behaviours and Substance Use: The Role of Price," Advances in Health Economics and Health Services Research, in: Substance Use: Individual Behaviour, Social Interactions, Markets and Politics, pages 15-39, Emerald Group Publishing Limited.
    21. Michael Grossman, 2022. "The demand for health turns 50: Reflections," Health Economics, John Wiley & Sons, Ltd., vol. 31(9), pages 1807-1822, September.

    More about this item

    Keywords

    complementarity; marijuana legalization; limited choice sets; data restrictions; discrete choice models;
    All these keywords.

    JEL classification:

    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General
    • D12 - Microeconomics - - Household Behavior - - - Consumer Economics: Empirical Analysis
    • L15 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Information and Product Quality
    • K42 - Law and Economics - - Legal Procedure, the Legal System, and Illegal Behavior - - - Illegal Behavior and the Enforcement of Law
    • H2 - Public Economics - - Taxation, Subsidies, and Revenue
    • L66 - Industrial Organization - - Industry Studies: Manufacturing - - - Food; Beverages; Cosmetics; Tobacco
    • C35 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:bon:boncrc:crctr224_2024_501. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: CRC Office (email available below). General contact details of provider: https://www.crctr224.de .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.