Willingness to pay for food safety: sensitivity to
duration and severity of illness.
by Hammitt, James K.^Haninger, Kevin
There is a mismatch between the incidence and economic valuation of
food-borne illness. The vast majority of cases result from exposure to
microbial pathogens (e.g., E. coli O157, Salmonella) and consist of
short-term illnesses that last from one to a few days. Yet research on
valuation of health risk has been dominated by the study of mortality
risk. Economic Research Service and other estimates of the value of
reducing morbidity risk have been forced to rely on cost-of-illness
measures that include productivity and medical costs but exclude pain
and suffering, lost leisure time, disruption of daily activities, and
other components. To help fill this gap, we provide stated-preference
estimates of the value of reducing risk of foodborne illness, focusing
on short-term morbidity.
We design and conduct a stated-preference survey to estimate
willingness to pay (WTP) to reduce the risk of food-borne illness of
specified severity and duration. The following sections describe the
survey instrument, sample, and results. We find that the value per
statistical case avoided is larger for risk to children
($23,600-$30,500) than to adults ($8,300-$16,400) and is surprisingly
insensitive to duration (one to seven days) and severity of illness
(mild discomfort to hospitalization). Estimated WTP is larger for women,
Blacks, Hispanics, and respondents who observe safe food-handling
practices or perceive their risk to be higher than average and larger
for risks transmitted on chicken than on ground beef or packaged deli
meat.
Survey Instrument and Sample
The survey instrument is organized as follows. First, respondents
are asked about their experience with food-borne illness and their
perception of how common it is in the United States. Second, they
complete a tutorial designed to help them practice making trade-offs
between food price and safety. The tutorial introduces a visual aid to
help communicate risk. The visual aid contains red and white areas
representing 10,000 meals, where the fraction colored red equals the
probability of illness (Corso, Hammitt, and Graham 2001).
Third, respondents are asked to consider buying food for a meal
that only they will eat, randomly selected from (chicken, ground beef,
packaged deli meat). After answering questions about their typical
consumption frequency and serving size (respondents who do not eat the
selected food are asked about another), respondents are told their
baseline probability of illness (2 x [10.sup.-4], 4 x 10-4 per meal),
the symptoms associated with illness (mild, moderate, severe),1 duration
(one, three, seven days), conditional mortality risk (0, [10.sup.-4],
[10.sup.-3]), and informed that they could reduce their risk to 1 x
[10.sup.-4] per meal by purchasing a safer but more expensive type of
food. The baseline and reduction in probability are communicated using
the visual aid described above. The risk reduction is described as
produced by a stringent safety program established and monitored by the
U.S. government that does not use chemicals or irradiation (which some
respondents may believe would present other risks). WTP to reduce the
probability of illness is elicited using double-bounded,
dichotomous-choice questions (Hanemann, Loomis, and Kanninen 1991) with
initial bids ranging from $0.04 to $4.00 per meal and follow-up bids
equal to twice or half the initial bid as appropriate. After the
valuation questions, respondents answer follow-up questions about their
food-handling practices, acceptance of the hypothetical scenario, and
personal characteristics.
Each respondent values two risk reductions that differ by reduction
in probability of illness, severity and duration of symptoms,
conditional mortality risk, and food (chicken, ground beef, packaged
deli meat). Attributes are randomly assigned using a full factorial
design. Respondents living in a household with a child aged two to
eighteen years value one risk to themselves and one to a randomly
selected child in the household (in random order); other respondents
value two risks to themselves.
To test for framing effects, respondents complete a version of the
survey with risks and costs expressed per meal (as described above) or
per month (converted from per-meal values using respondent-reported
consumption frequency). If WTP is proportional to probability reduction,
estimated values per case will be the same.
The survey was fielded to 6,368 randomly selected members of a
demographically representative panel maintained by Knowledge Networks.
Households were recruited to the panel using random-digit dialing and
provided free Internet access and hardware as a participation incentive.
In total, 3,902 interviews were completed in several waves between
August and October 2004, yielding a response rate of 61%. We exclude 136
respondents who do not eat any of the three foods (N = 107) or declined
to answer the WTP questions (N = 29), leaving 3,766 respondents for
analysis.
Results
This section describes respondent characteristics and how estimated
WTP varies with risk and respondent characteristics.
Respondent Characteristics
Descriptive statistics are reported in the first column of table 1.
Statistics for the subsamples of respondents living in households with
and without children are similar to the full sample except age (mean 37
and 48, respectively), married (68% and 48%), household size (3.6 and
2.2), and college degree (21% and 27%).
On average, respondents estimate that 33% of the U.S. population
contracts food-borne illness in a year, roughly compatible with an
official estimate of seventy-six million cases per year (Mead et al.
1999). Respondents are significantly more likely to eat chicken and
ground beef than packaged deli meat, which results in 40%, 35%, and 25%
of respondents answering their first question about chicken, ground
beef, and packaged deli meat, respectively. Most respondents report
taking precautions when preparing food: 62% report consistent hand
washing and 67% report taking one or more recommended steps to ensure
that food is fully cooked or otherwise safe to eat. In questions
relating to acceptance of the hypothetical scenario, 48%, 39%, and 13 %
of respondents perceive their risk of foodborne illness to be similar
to, smaller than, and larger than that presented in the survey,
respectively.
Effects of Risk and Respondent Characteristics on WTP
We model WTP as a function of the severity and duration of illness,
reduction in probability, and respondent characteristics. Regression
models are estimated assuming a log-normal error term and using
maximum-likelihood methods (Alberini 1995). We estimate separate models
for WTP to reduce own risk for respondents with and without children in
the household and for WTP to reduce a child's risk. Results are in
table 1. We first describe Models 1, 3, and 5, which include only risk
characteristics and then Models 2, 4, and 6, which add respondent
characteristics.
For respondents in households without children, WTP to reduce own
risk increases with reduction in probability of illness, symptom
severity, duration, and conditional mortality risk (Model 1). Estimated
WTP is 35% and 47% larger for moderate and severe than for mild symptoms
(2) (the difference between WTP for moderate and severe symptoms is not
statistically significant). WTP is only modestly sensitive to duration;
compared with one day, it is 29% larger for seven and 6% larger (not
significant) for three days. Estimated effects of conditional mortality
risk are not significant, but the point estimates imply a value per
statistical life (VSL) of $9-25 million, (3) which is somewhat larger
than conventional estimates (e.g., $7 million, Viscusi and Aldy 2003;
$5.4 million, Kochi, Hubbell, and Kramer 2006). WTP is significantly
greater for the larger reduction in probability of illness but the
proportionate increase (1.85) is significantly smaller than the
threefold increase required by conventional theory (consistent with most
stated-preference studies: Hammitt 2000; Hammitt and Graham 1999). In
contrast, estimated WTP per month is 5.85 times larger than per meal.
This ratio is nearly equal to the average frequency of consumption
(5.68), which suggests that estimated values of risk reduction are not
sensitive to the alternative framing.
For respondents living in households without children, estimated
WTP to reduce own risk is less sensitive to the risk characteristics. In
Model 3, the estimated coefficients of the risk reduction, duration,
severity, and mortality-risk variables are smaller than the
corresponding estimates for households without children (Model 1)
(except the coefficient on severe symptoms is negligibly larger).
Standard errors are larger, in part because of the smaller sample size,
and only the coefficients on severe symptoms and the per-month framing
differ significantly from zero. Similarly, estimated WTP to reduce risk
to a child (Model 5) is insensitive to duration, severity, and mortality
risk, with estimated coefficients of these variables smaller than the
corresponding estimates in Model 1 (except the coefficient on three-day
duration is negligibly larger). The estimated coefficient on risk
reduction is significantly greater than zero but also significantly
smaller than required for WTP to be proportional to risk reduction.
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