IDEAS home Printed from https://ideas.repec.org/a/taf/applec/v41y2009i4p481-496.html
   My bibliography  Save this article

Participation in marijuana, cocaine and heroin consumption in Australia: a multivariate probit approach

Author

Listed:
  • Preety Ramful
  • Xueyan Zhao

Abstract

This article investigates factors affecting the participation in marijuana, cocaine and heroin using micro-unit data from an Australian national survey on recreational drugs. Accounting for cross-drug correlation potentially induced by unobserved personal characteristics such as individual tastes and addictive personalities, we estimate a trivariate probit model, where the participation decisions are jointly modelled as a system with correlated error terms. The estimated correlation coefficients are significant across all three drugs. The study provides valuable empirical information on conditional and joint probabilities of drug participation. The multivariate approach is shown to provide better analysis relative to a univariate approach that does not address the endogeneity of all drug participation variables.

Suggested Citation

  • Preety Ramful & Xueyan Zhao, 2009. "Participation in marijuana, cocaine and heroin consumption in Australia: a multivariate probit approach," Applied Economics, Taylor & Francis Journals, vol. 41(4), pages 481-496.
  • Handle: RePEc:taf:applec:v:41:y:2009:i:4:p:481-496
    DOI: 10.1080/00036840701522853
    as

    Download full text from publisher

    File URL: http://www.tandfonline.com/doi/abs/10.1080/00036840701522853
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1080/00036840701522853?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Ziggy MacDonald & Stephen Pudney, 2001. "Illicit drug use and labour market achievement: evidence from the UK," Applied Economics, Taylor & Francis Journals, vol. 33(13), pages 1655-1668.
    2. van Ours, Jan C., 2003. "Is cannabis a stepping-stone for cocaine?," Journal of Health Economics, Elsevier, vol. 22(4), pages 539-554, July.
    3. 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.
    4. Grossman, Michael & Chaloupka, Frank J., 1998. "The demand for cocaine by young adults: a rational addiction approach," Journal of Health Economics, Elsevier, vol. 17(4), pages 427-474, August.
    5. Jeff DeSimone & Matthew C. Farrelly, 2003. "Price and Enforcement Effects on Cocaine and Marijuana Demand," Economic Inquiry, Western Economic Association International, vol. 41(1), pages 98-115, January.
    6. Pacula, Rosalie Liccardo, 1998. "Does increasing the beer tax reduce marijuana consumption?," Journal of Health Economics, Elsevier, vol. 17(5), pages 557-585, October.
    7. Harris, Mark N. & Zhao, Xueyan, 2007. "A zero-inflated ordered probit model, with an application to modelling tobacco consumption," Journal of Econometrics, Elsevier, vol. 141(2), pages 1073-1099, December.
    8. J. Williams, 2004. "The effects of price and policy on marijuana use: what can be learned from the Australian experience?," Health Economics, John Wiley & Sons, Ltd., vol. 13(2), pages 123-137, February.
    9. 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.
    10. Meng, Chun-Lo & Schmidt, Peter, 1985. "On the Cost of Partial Observability in the Bivariate Probit Model," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 26(1), pages 71-85, February.
    11. Harris, Mark N. & Ramful, Preety & Zhao, Xueyan, 2006. "An ordered generalised extreme value model with application to alcohol consumption in Australia," Journal of Health Economics, Elsevier, vol. 25(4), pages 782-801, July.
    12. Stephen Pudney, 2003. "The Road to Ruin? Sequences of Initiation to Drugs and Crime in Britain," Economic Journal, Royal Economic Society, vol. 113(486), pages 182-198, March.
    13. Andrew Resignato, 2000. "Violent crime: a function of drug use or drug enforcement?," Applied Economics, Taylor & Francis Journals, vol. 32(6), pages 681-688.
    14. Susan Averett, 2001. "Moonlighting: multiple motives and gender differences," Applied Economics, Taylor & Francis Journals, vol. 33(11), pages 1391-1410.
    15. 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.
    16. Cynthia Brown & Jose Pagan, 1998. "Changes in employment status across demographic groups during the 1990-1991 recession," Applied Economics, Taylor & Francis Journals, vol. 30(12), pages 1571-1583.
    17. Farrelly, Matthew C. & Bray, Jeremy W. & Zarkin, Gary A. & Wendling, Brett W., 2001. "The joint demand for cigarettes and marijuana: evidence from the National Household Surveys on Drug Abuse," Journal of Health Economics, Elsevier, vol. 20(1), pages 51-68, January.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Sarah Brown & Mark N. Harris & Jake Prendergast & Preety Srivastava, 2015. "Pharmaceutical drug misuse: are industry of employment and occupation risk factors?," Industrial Relations Journal, Wiley Blackwell, vol. 46(5-6), pages 398-417, November.
    2. Sarah Brown & Mark N Harris & Jake Prendergast & Preety Srivastava, 2015. "Pharmaceutical Drug Misuse, Industry of Employment and Occupation," Bankwest Curtin Economics Centre Working Paper series WP1501, Bankwest Curtin Economics Centre (BCEC), Curtin Business School.
    3. Shigeru Matsumoto & Hajime Sugeta, 2022. "Efficiency Investment and Curtailment Action," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 83(3), pages 759-789, November.
    4. Carlos Casacuberta & Mariana Gerstenblüth & Patricia Triunfo, 2012. "Aportes del análisis económico al estudio de las drogas," Documentos de Trabajo (working papers) 0112, Department of Economics - dECON.
    5. Joshua M. Duke & Robert J. Johnston & Amy L. Shober & Zhongyuan Liu, 2023. "Improving targeting of farmers for enrollment in agri‐environmental programs," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 45(2), pages 1072-1096, June.
    6. Qinan Lu & Xiaodong Du & Huanguang Qiu, 2022. "Adoption patterns and productivity impacts of agricultural mechanization services," Agricultural Economics, International Association of Agricultural Economists, vol. 53(5), pages 826-845, September.
    7. Preety Ramful & Xueyan Zhao, 2008. "Individual Heterogeneity in Alcohol Consumption: The Case of Beer, Wine and Spirits in Australia," The Economic Record, The Economic Society of Australia, vol. 84(265), pages 207-222, June.
    8. Lu, Qinan & Du, Xiaodong, 2020. "The Outsourcing Choice of Agricultural Production Tasks: Implications for Food Security - A Multiple-task Based Approach," 2020 Annual Meeting, July 26-28, Kansas City, Missouri 304333, Agricultural and Applied Economics Association.
    9. Sarah Brown & Mark N Harris & Preety Srivastava, 2013. "Modelling Illegal Drug Participation in Australia," Bankwest Curtin Economics Centre Working Paper series WP1303, Bankwest Curtin Economics Centre (BCEC), Curtin Business School.
    10. William Greene & Mark N. Harris & Preety Srivastava & Xueyan Zhao, 2018. "Misreporting and econometric modelling of zeros in survey data on social bads: An application to cannabis consumption," Health Economics, John Wiley & Sons, Ltd., vol. 27(2), pages 372-389, February.
    11. Craig A. Gallet, 2014. "Can Price Get The Monkey Off Our Back? A Meta‐Analysis Of Illicit Drug Demand," Health Economics, John Wiley & Sons, Ltd., vol. 23(1), pages 55-68, January.
    12. William H Greene & Mark N Harris & Preety Srivastava & Xueyan Zhao, 2013. "Econometric Modelling of Social Bads," Bankwest Curtin Economics Centre Working Paper series WP1305, Bankwest Curtin Economics Centre (BCEC), Curtin Business School.
    13. Hassen, Sied, 2018. "The effect of farmyard manure on the continued and discontinued use of inorganic fertilizer in Ethiopia: An ordered probit analysis," Land Use Policy, Elsevier, vol. 72(C), pages 523-532.
    14. Eun Jin Ryu & Aya Suzuki, 2021. "ROSCAS as Insurance: Comparing Formal and Informal Methods of Saving among the Unskilled Workers in the Ethiopian Cut‐Flower Industry," The Developing Economies, Institute of Developing Economies, vol. 59(3), pages 243-274, September.
    15. Vedika Inamdar & Anirudh Tagat & Aneree Parekh, 2023. "The Effect of Women’s Empowerment on Intimate Partner Violence and Child Nutrition Outcomes in India, Nepal, and Pakistan," Journal of South Asian Development, , vol. 18(1), pages 44-69, April.

    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. Pudney, Stephen & Bryan, Mark & DelBono, Emilia, 2013. "Licensing and regulation of the cannabis market in England and Wales: Towards a cost-benefit analysis," MPRA Paper 50365, University Library of Munich, Germany.
    2. William Greene & Mark N. Harris & Preety Srivastava & Xueyan Zhao, 2018. "Misreporting and econometric modelling of zeros in survey data on social bads: An application to cannabis consumption," Health Economics, John Wiley & Sons, Ltd., vol. 27(2), pages 372-389, February.
    3. Anne Bretteville-Jensen, 2006. "Drug Demand – Initiation, Continuation and Quitting," De Economist, Springer, vol. 154(4), pages 491-516, December.
    4. Carlos Casacuberta & Mariana Gerstenblüth & Patricia Triunfo, 2012. "Aportes del análisis económico al estudio de las drogas," Documentos de Trabajo (working papers) 0112, Department of Economics - dECON.
    5. van Ours, Jan C. & Williams, Jenny, 2007. "Cannabis prices and dynamics of cannabis use," Journal of Health Economics, Elsevier, vol. 26(3), pages 578-596, May.
    6. Kelly, Elaine & Rasul, Imran, 2014. "Policing cannabis and drug related hospital admissions: Evidence from administrative records," Journal of Public Economics, Elsevier, vol. 112(C), pages 89-114.
    7. Kenneth W. Clements & Xueyan Zhao, 2005. "Economic Aspects of Marijuana," Economics Discussion / Working Papers 05-28, The University of Western Australia, Department of Economics.
    8. Sarah Brown & Mark N Harris & Jake Prendergast & Preety Srivastava, 2015. "Pharmaceutical Drug Misuse, Industry of Employment and Occupation," Bankwest Curtin Economics Centre Working Paper series WP1501, Bankwest Curtin Economics Centre (BCEC), Curtin Business School.
    9. Craig A. Gallet, 2014. "Can Price Get The Monkey Off Our Back? A Meta‐Analysis Of Illicit Drug Demand," Health Economics, John Wiley & Sons, Ltd., vol. 23(1), pages 55-68, January.
    10. 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.
    11. William H Greene & Mark N Harris & Preety Srivastava & Xueyan Zhao, 2013. "Econometric Modelling of Social Bads," Bankwest Curtin Economics Centre Working Paper series WP1305, Bankwest Curtin Economics Centre (BCEC), Curtin Business School.
    12. Adam J. Davis & Karl R. Geisler & Mark W. Nichols, 2016. "The price elasticity of marijuana demand: evidence from crowd-sourced transaction data," Empirical Economics, Springer, vol. 50(4), pages 1171-1192, June.
    13. Sarah Brown & Mark N Harris & Preety Srivastava, 2013. "Modelling Illegal Drug Participation in Australia," Bankwest Curtin Economics Centre Working Paper series WP1303, Bankwest Curtin Economics Centre (BCEC), Curtin Business School.
    14. D. Mark Anderson & Benjamin Hansen & Daniel I. Rees, 2015. "Medical Marijuana Laws and Teen Marijuana Use," American Law and Economics Review, American Law and Economics Association, vol. 17(2), pages 495-528.
    15. Yu-Wei Luke Chu, 2015. "Do Medical Marijuana Laws Increase Hard-Drug Use?," Journal of Law and Economics, University of Chicago Press, vol. 58(2), pages 481-517.
    16. Sara Markowitz & John Tauras, 2009. "Substance use among adolescent students with consideration of budget constraints," Review of Economics of the Household, Springer, vol. 7(4), pages 423-446, December.
    17. Jérôme Adda & Brendon McConnell & Imran Rasul, 2014. "Crime and the Depenalization of Cannabis Possession: Evidence from a Policing Experiment," Journal of Political Economy, University of Chicago Press, vol. 122(5), pages 1130-1202.
    18. Bretteville-Jensen Anne L & Melberg Hans O & Jones Andrew M, 2008. "Sequential Patterns of Drug Use Initiation - Can We Believe In the Gateway Theory?," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 8(2), pages 1-31, January.
    19. Dave, Dhaval, 2006. "The effects of cocaine and heroin price on drug-related emergency department visits," Journal of Health Economics, Elsevier, vol. 25(2), pages 311-333, March.
    20. Luis Rodrigo Arnabal, 2021. "Optimal design of sin taxes in the presence of nontaxable sin goods," Health Economics, John Wiley & Sons, Ltd., vol. 30(7), pages 1580-1599, July.

    More about this item

    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:taf:applec:v:41:y:2009:i:4:p:481-496. 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: Chris Longhurst (email available below). General contact details of provider: http://www.tandfonline.com/RAEC20 .

    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.