394 ECONOMIC RECORD DECEMBER
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THE ECONOMIC RECORD, VOL. 80, NO. 251, DECEMBER, 2004, 394–410
© 2004. The Economic Society of Australia. ISSN 0013–0249
Demand for Marijuana, Alcohol and Tobacco:
Participation, Levels of Consumption and
Cross-equation Correlations*
XUEYAN ZHAO and MARK N. HARRIS
Department of Econometrics and Business Statistics, Monash University, Melbourne, Victoria, Australia
We investigated marijuana, alcohol and tobacco consumption using
micro-unit data from the Australian National Drug Strategy Household
Surveys. We estimated a multivariate probit (MVP) model to allow for
correlations across participations of different drugs and a sequential
model to study separately the determinants of participation and the
levels of consumption. The MVP results indicate significant and posi-
tive correlations across all three drugs through unobservable charac-
teristics, with the correlation coefficient between marijuana and tobacco
being the highest. The MVP approach allows for better prediction of
conditional and joint probabilities, providing valuable information for
policy makers in a multidrug framework.
Issues relating to marijuana consumption are, to
some extent, different from those of legal drugs.
Although still an illicit drug in Australia, the con-
sumption of marijuana among a significant pro-
portion of Australians has persevered and the real
price of marijuana has declined by almost 40 per
cent over the past decade (Clements, 2004). The trend
towards hydroponic cultivation has significantly
increased productivity and product quality. Recent
surveys indicate that some 34 per cent of the popu-
lation in Australia aged 14 and over has used
marijuana and 14 per cent have reported regular use
of at least once a year (see Section II). According
to an estimate by Clements and Daryal (2003), the
expenditure on marijuana in Australia is almost twice
of that on wine. During 2000/01, Australian law
enforcement bodies seized almost 10 000 kilograms
of marijuana, nearly twice that of the previous year
(ABCI, 2002).
Separately, there is an exhaustive literature on the
consumption of tobacco, alcohol and, to a lesser
extent, marijuana. However, few empirical studies
acknowledge the potential intrinsic cross-commodity
correlation across these three drugs. According to
recent survey data in Australia (see Table 1), although
I Introduction and Background
The consumption of marijuana, alcohol and tobacco
has long been identified as being associated with a
range of adverse social, economic and health effects
(see, for example, Cleeland Report, 1989; Model,
1993). According to a recent estimate (Collins and
Lapsley, 2002), the total costs incurred from the use
of alcohol, tobacco and illicit drugs in Australia was
over $43 billion in the financial year 1998/99. A
significant amount of public funds has been spent
by governments to deal with the consequences and
on educational programmes. Much debate has sur-
rounded the use of governments’ coercive power in
influencing drug consumption through public policies
such as taxation and legislation (see, for example,
Dave and Kaestner, 2002; Glied, 2002).
* We thank Ben Machado and Jennine Boughton of ABCI
and Steve Whennan from ABS for supplying the data, Ken
Clements for helpful discussion and Preety Ramful for
research assistance. Financial support from the ARC (large
grant no. A00105073) is also kindly acknowledged.
Correspondence: Xueyan Zhao, Department of Econometrics
and Business Statistics, Monash University, Victoria 3800,
Australia. Email: Xueyan.Zhao@BusEco.monash.edu.au