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Resource: Risky business - the market
for unprotected commercial sex
By Paul Gertler, Manisha Shah, Stefano M. Bertozzi.
June 2005
Each day over 20,000 people become infected with the human
immunodeficiency virus (HIV) worldwide, a large proportion of whom are
infected through unprotected sex with sex workers (UNAIDS 2002).
Although condoms are an effective defense against the transmission of
HIV and other sexually transmitted infections (STIs) and there has been
substantial education of sex workers regarding the risk of infection,
large numbers of sex workers are not using condoms with their clients (UNAIDS
2002). Indeed, infection rates among sex workers are among the highest
of any group, especially in developing countries with widely
disseminated epidemics (World Bank 1999). A major question confronting
policy makers who design and implement interventions for the prevention
of acquired immunodeficiency syndrome (AIDS) and STIs is: Why do sex
workers risk infection by not using condoms in their work?
Much of the health policy literature argues that in many cases sex
workers engage in unprotected sex because they are uninformed of the
risks (World Bank 1999; Lau et al. 2002). And in the cases in which sex
workers are aware of the risk, many hypothesize that non-condom use
occurs because condoms are either very expensive or not available at all
(Negroni et al. 2002) or because sex workers are forced to have
unprotected sex (Karim et al. 1995; World Bank 1999; Bronfman, Leyva-Flores,
and Negroni 2002).
Ignorance does exist and the forced exploitation of sex workers does
occur. However, another possible explanation is that sex workers are
willing to risk infection by not using condoms with clients if they are
adequately compensated. Indeed, economic theory has long posited the
general principle of compensating wage differentials (e.g., Rosen 1986),
and a number of authors have documented wage differentials that
compensate for risky work activities in other labor sectors (e.g.,
Viscusi 1992; Siebert and Wei 1998). Similarly, automobiles with
antilock brakes, homes with fire sprinklers, and other risk-reducing
products are priced higher by the market because consumers are willing
to pay for safer products (Viscusi, Vernon, and Harrington 2000). While
there is anecdotal evidence that sex workers charge more for sex without
a condom (Ahlburg and Jensen 1998), there has been little published work
that has tried to test this claim. (1)
Understanding why sex workers do not use condoms is critical for the
development of policy that is effective in increasing condom use and
consequently in reducing the transmission of STIs including HIV. The
usual policy recommendations are to intervene on the supply side (World
Bank 1999). These policies include (1) educating sex workers about the
risks, (2) increasing access to inexpensive condoms, (3) reducing
environmental barriers to condom use by working with gatekeepers such as
brothel owners and the police, and (4) empowering sex workers by, for
example, improving their negotiating skills and fostering self-help
organizations. Additionally, governments are urged to implement and
enforce laws against human trafficking, rape, assault, and indentured
servitude.
However, if some clients are willing to pay substantially larger sums
for unprotected sex, supply-side interventions alone are less likely to
sufficiently reduce unprotected commercial sex. Even knowledgeable sex
workers with condoms, who are free to turn down clients, might be
willing to supply unprotected sex if the price is right. In this case,
complementary interventions on the client side that reduce the demand
for unprotected sex are also necessary in order to increase condom use.
However, client-based interventions are likely to be more difficult and
more expensive to implement.
In this paper, we investigate why sex workers may not be using condoms.
We begin by constructing a simple bargaining model of commercial sex
that has a number of empirically testable predictions. The model
predicts that a condom will not be used when the client's maximum
willingness to pay not to use a condom is greater than the minimum the
sex worker is willing to accept to take the risk. Surprisingly, however,
the model also predicts that when the client is worried about the risk
of infection from unprotected sex, he may be charged more for using a
condom than for unprotected sex. Similarly, when the sex worker prefers
not to use a condom, the client is given a discount for not using a
condom. The price differential between protected and unprotected sex is
a weighted average of the maximum the client is willing to pay for not
using a condom and the minimum the sex worker is willing to accept to
take the risk of infection by not using a condom. The weights are a
function of the relative bargaining power of the client and sex worker.
We test these predictions using a panel data set that we recently
collected from the Mexican states of Michoacan and Morelos. We use the
panel to control for the likelihood that condom use is not exogenous
because of sex worker heterogeneity and client sorting based on sex
worker characteristics. Sex workers who have a preference for condom use
may also charge higher prices regardless of condom use. For example, if
better-educated sex workers have a preference for condom use and are
better able to negotiate higher prices, then price and condom use will
be positively correlated. However, the price will not reflect
compensation for risk taking. Another source of bias comes from the
possibility that clients who have preferences for condom use select sex
workers who also have preferences for condom use. If these clients were,
say, better educated and wealthier, then they would also be willing to
pay more for the sex workers' services. This situation again introduces
a positive correlation between price and condom use that does not
reflect compensation for risk taking. Both of these are similar to the
unobserved heterogeneity bias introduced from omitted productivity
characteristics in estimating compensating wage differentials (Garen
1988; Hwang, Reed, and Hubbard 1992). To control for the endogeneity of
condom use, we collected information on the last three to four
transactions for each sex worker to create a panel data set. We then
estimated a model with a sex worker fixed effect to control for bias
from both unobserved sex worker heterogeneity and client selection.
We find that Mexican sex workers received a 23 percent premium for
unprotected sex from clients who requested not to use a condom, and this
premium jumped to 46 percent if the sex worker was considered very
attractive. We also found that clients who requested condom use paid 9
percent more for protected sex, and sex workers who requested not to use
a condom gave clients a 20 percent discount. These results are
completely consistent with our theoretical predictions.
Mexico is an interesting country to study these issues because it does
not yet have a generalized HIV/AIDS epidemic. In fact, the risk of HIV
infection is low: 0.35 percent of sex workers and 0.128 percent of the
general population are infected with HIV (Conde et al. 1993). In
contrast, the risk of being infected with another STI is much higher
since 17 percent of sex workers in our sample report having an STI in
the last year. (2) The fact that the STI rate is so much higher than the
HIV rate raises the concern of a likely rise in HIV infection in the
near future because the STI rate is a marker for sexual risk behavior
(Centers for Disease Control and Prevention 2004). The Mexican
government and governments in other countries at risk of developing a
generalized HIV/ AIDS epidemic are keenly interested in policies that
increase condom use, especially among those populations at greatest risk
of becoming infected or transmitting the infection (CONASIDA 2001, 2002;
UNAIDS 2004).
One reason why the STI and HIV infection rates are relatively low is
that sex work is regulated in many Mexican states and massive education
campaigns for sex workers have been conducted over the last 10 years.
(3) As a result, condom use is fairly high among sex workers in Mexico.
Female sex workers in Chiapas used condoms 55 percent of the time (Valin
and Egremy 2002), and in our data set described below, 84 percent of the
sex workers reported always using condoms. Increasing condom use beyond
these levels may be quite difficult, and education alone may not be able
to do it.
Discussion
We find that sex workers in Mexico are responding rationally to
financial incentives given their risk preferences. Consistent with our
bargaining model, we find that sex workers are willing to assume the
risks associated with providing unprotected sex to clients who request
not using a condom for a 23 percent higher price. This premium increased
to 46 percent if the sex worker was considered very attractive, a likely
indication of her bargaining power. However, clients who preferred
condom use paid a 9 percent premium to use condoms, and sex workers who
did not want to use condoms had to reduce the price by 20 percent to
compensate clients for taking the risk.
The 23 percent premium charged clients who want unprotected sex is quite
large in terms of value of life. In the Appendix we estimate the value
of life for Mexican sex workers implied by the estimated price premium
for risking infection by having unprotected sex with a client.
Specifically, the premium is a function of the probability that the sex
worker becomes infected and the value of her loss in health status or
life expectancy or both should she become infected. Our approach is
similar to the literature on wage-risk premiums (Viscusi 1992, 1993;
Miller 2000; Shanmugam 2000) in which the implicit value of a
statistical life can be imputed from individual preferences regarding
the value of employment with increased risk to health and the
compensating wage differential associated with riskier employment.
We estimate that the value of a life year is between $14,760 and
$51,832. To put these figures in context, annual earnings for sex
workers are about $15,340 on the basis of our survey, and annual
earnings for women of the same age range in the same states employed in
other occupations are about $9,800 (INEGI labor survey). Thus the value
of life implied by the risk premium is about one to five times annual
earnings of this demographic group. To put these results in the context
of previous efforts to estimate compensating wage differentials, Viscusi
(1993) reviews 27 studies and reports the value of a year of life
between 1.4 and 28 times annual income.
These findings suggest that the most effective interventions for
reducing HIV/STI transmission through commercial sex will be those that
target both the supply side (the sex workers and their agents) and the
demand side (the clients) of the market. Interventions to educate sex
workers about the risks of unprotected sex serve to reduce the number of
transactions in which a condom is not used. Interventions to empower sex
workers or improve their negotiating skills serve to increase their
bargaining power so that they are able to capture more of their clients'
willingness to pay and improve their incomes (which can also increase
their disutility from non-condom use, further reducing unprotected sex).
Making condoms more available or available more cheaply serves to make
non-condom use relatively more expensive. All three of these types of
interventions would thus be expected to reduce unprotected sex and HIV
transmission.
However, if, despite an increase in the sex worker's disutility from
non-condom use, clients are still willing to pay more than enough to
compensate sex workers for taking the risk (not unlikely if clients are,
on average, wealthier than the sex workers they hire), then a
significant amount of unprotected commercial sex will continue to occur,
albeit at a higher price. This implies that efforts to reduce clients'
disutility of condom use, by educating them about the risks of unsafe
sex or marketing the "joy of safe sex" to them, may be as important as
or more important than interventions designed to change sex workers'
disutility from non-condom use--and that the relative importance of
client-side interventions increases as the inequality in willingness to
pay/accept between clients and sex workers increases. Unfortunately,
because clients are both more numerous and usually more difficult to
target (especially in sex work sites because health educators who scare
away clients are not especially welcome), targeting both the supply and
the demand sides of commercial sex is likely to cost much more than
supply-side efforts alone.
Source: Journal of Political Economy, June 2005 v113 i3 p 518(33)
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