There are two potential explanations for the finding that
increasing home state prices can actually increase consumption. The
first explanation rests on the fact that, conditional on the decision to
smuggle, a consumer who smuggles will face a lower per-pack price than
the consumer who purchases in her home state. If the fixed cost of
smuggling is small relative to the per-pack price savings, it is
reasonable to expect consumers who smuggle to smoke more than
observationally similar consumers who do not smuggle. My results are
consistent with such behavior as those close to lower-price borders are
those for whom the fixed cost of smuggling is low, and I estimate home
state price increases increase their cigarette consumption.
A second explanation is more behavioral, but also is conditional on
the existence of fixed smuggling costs. There is much evidence in the
marketing literature of an "inventory effect" on consumption:
if a consumer faces larger package sizes or stockpiles the good,
consumption will increase (Wansink, 1996; Wansink and Park, 2001;
Chandon and Wansink, 2002). Such research is relevant to this study
because when individuals purchase cigarettes in border localities, they
are more likely to purchase in bulk due to the fixed travel cost of
obtaining the cigarettes. The increased inventory after purchase may
cause more consumption, especially in light of the fact that cigarettes
are addictive. Thus, if those living close to lower-price borders are
more likely to stockpile cigarettes due to the fixed costs of obtaining
their cigarettes, then the inventory effect would imply those living
close to a lower-price border should smoke more than those on the other
side of the border. Indeed, while a direct test of the inventory effect
is beyond the scope of my data, I calculate in MSAs that split state
lines, those on the high-price side smoke, on average, 0.35 cigarettes
more per day among smokers and have a smoking rate that is 1.2 percent
higher than those on the low-price side. While these tabulations and my
results are consistent with the existence of an inventory effect,
further research in this area is needed.
CONCLUSION
Using data from the CPS Tobacco Supplement for four years over the
period 1992-2002, this paper has developed and estimated a cigarette
demand model that explicitly accounts for cross-border purchases. Unlike
previous studies using individual consumption data, I am able to
distinguish between the elasticity with respect to the home state price
and the elasticity with respect to the full price of cigarettes, both of
which are important parameters in setting effective state cigarette tax
policy.
My estimates imply increasing state cigarette taxes, on average,
has little impact on smoking behavior; the home state price elasticity
is modest in magnitude across the majority of specifications. In fact,
in all specifications, the home state price elasticity is
indistinguishable from zero. There is, however, a large amount of
heterogeneity across states in the effect of tax increases on
consumption that is based on the geographic distribution of the
population. In contrast, my findings suggest the full price elasticities
are negative and are of sizeable magnitude, though also inelastic.
Using the parameters from my demand model, I estimate directly the
percent of consumers who purchase in a lower-price jurisdiction as well
as the net change in sales due to such behavior. My results indicate
between 13 and 25 percent of consumers purchase cigarettes in a
lower-price state or Native American Reservation. These estimates
represent a lower bound on the percent of cigarettes purchased in border
localities and suggest cross-border sales are significantly more
prevalent than has been found in previous work (Stehr, 2005). Further, I
find significant heterogeneity across states in the sales and revenue
effects of casual smuggling.
The large magnitude of smuggling combined with the inelastic home
state price elasticities suggest state-level cigarette taxation may be a
poor policy instrument with which to decrease smoking and increase home
state tax revenues in many states. However, that the full price
elasticities are negative and significant across all specifications
implies state-level cigarette excise taxes could be a useful tool to
change smoking behavior and raise revenue if smuggling were eradicated.
Slemrod (2007) found reducing organized smuggling incentives through a
cigarette stamping law in Michigan had just such an effect.
The central implication of this study is, while cigarette taxes are
ineffective in many states at achieving the goals for which they were
levied, there are significant potential gains from price increases that
are confounded by cross-border sales. From a policy standpoint, states
with large populations near lower-price borders may be better served by
expending resources to reduce casual smuggling or by lowering the excise
tax to reduce the smuggling incentives supplied by a positive border
price differential. In the absence of such policies, differential price
increases across states will continue to be counterproductive for many
states attempting to decrease smoking behavior and increase tax
revenues.
Acknowledgments
I would like to thank Joel Slemrod, John Bound, Jeff Smith, Paul
Courant, Jim Hines, Charlie Brown, Gary Solon, Don Kenkel, Matthew
Powers, and three anonymous referees for their helpful comments and
suggestions as well as seminar participants at the University of
Michigan and the National Tax Association Annual Meeting. Scott Swan, at
the Center for Statistical Consultation and Research, provided
invaluable technical support for the geographic analysis. This project
has been generously funded by Rackham Graduate School and the Institute
for Social Research at the University of Michigan and by the Searle
Freedom Trust.
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