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Foodborne Illness Cost Calculator: Assumption Details and Citations for Salmonella

The ERS salmonellosis cost estimate includes three cost components: medical costs due to illness, the cost (value) of time lost from work due to nonfatal illness, and the cost (value) of premature deaths. The ERS estimate excludes a number of other potential costs, such as those due to chronic complications like arthritis; disutility costs for nonfatal illnesses, such as pain and suffering; travel costs; childcare costs; etc. Please see the per-case assumptions page for a summary table of the per-case assumptions used in the calculations. Comprehensive details about the ERS assumptions, some alternative assumptions, and literature citations are provided below.


Annual Number of Cases

ERS Assumption

The ERS estimate sets the annual number of Salmonella cases at 1,397,187 . ERS based its case numbers on estimates from the Centers for Disease Control and Prevention (CDC). The CDC estimate of the annual number of cases, hospitalizations, and deaths due to Salmonella is an update by Voetsch et al. (2004) of the earlier CDC estimate reported in Mead et al. (1999).

CDC Foodborne Assumption

In 1999, the CDC estimated the share of cases due to consumption of contaminated food at 95 percent, or 1,327,328 cases. The CDC estimate of the annual foodborne share of cases due to Salmonella is reported in Mead et al. (1999). Calculator users may choose to use a different assumption about the percentage of Salmonella cases due to foodborne sources.

Food Safety and Inspection Service (FSIS) Assumption

FSIS estimates that 63 percent of foodborne Salmonella cases ( 995,496 ) are due to the consumption of meat or poultry (USDA 1996).

Food and Drug Administration (FDA) Assumption

FDA estimates that 200 of the annual cases of salmonellosis are caused by eating seafood (FDA 1993).

References

Food and Drug Administration. 1993. Preliminary Regulatory Impact Analysis of the Proposed Regulations to Establish Procedures for the Safe Processing and Importing of Fish and Fishery Products.

Mead, P.S., L. Slutsker, V. Dietz, L.F. McCaig, J.S. Bresee, C. Shapiro, et al. "Food-Related Illness and Death in the United States." 1999. Emerging Infectious Diseases (5)5:607-25.

U.S. Department of Agriculture, Food Safety and Inspection Service. "Pathogen Reduction: Hazard Analysis and Critical Control Points Systems: Final Rule," Supplement—Final Regulatory Impact Assessment for Docket No. 93-016F, May 17, 1996.

Voetsch, A.C., T.J. Van Gilder, F.J. Angulo, M.M. Farley, S. Shallow, R. Marcus, P.R. Cieslak, V.C. Deneen, and R.V. Tauxe. 2004. "FoodNet Estimate of the Burden of Illness Caused by Nontyphoidal Salmonella Infections in the United States." Clinical Infectious Diseases 38 (Supplement):127-134.


Outcome Distribution by Severity Level

To facilitate the calculations, ERS researchers grouped Salmonella cases into four outcome severity levels:

  • Severity 1: cases who do not visit a physician and recover fully
  • Severity 2: cases who visit a physician and recover fully
  • Severity 3: cases who are hospitalized and recover fully
  • Severity 4: cases who visit a physician and/or are hospitalized and die

The Calculator calculates costs by severity level and then sums over severity levels to get total costs. Total costs change depending on the number of cases in each severity level, with more severe cases costing more than less severe cases.

ERS excludes outcomes involving chronic complications such as arthritis. Inclusion of chronic complications in the Calculator would change the distribution of outcomes.

ERS Assumptions

ERS adjusted the CDC case estimate reported in Voetsch et al. (2004) so that each case was counted in only one of the four ERS severity categories. The adjustments were based on information about medical care for Salmonella infections from two data sources: the Foodborne Diseases Active Surveillance Network (FoodNet) Project, and the MEDSTAT MarketScan database. The data sources and adjustment strategy are described in more detail in Frenzen et al. (1999).

In brief, ERS examined the medical claims for every individual diagnosed with a Salmonella infection in the population covered by the MarketScan database during 1994-96. The salmonellosis patients in the database were assumed to receive the same average amount of medical care as all U.S. salmonellosis patients.

The salmonellosis patients in the MarketScan database were categorized into those who visited a physician and recovered without being hospitalized and those who were hospitalized. Four separate categories of health care utilization were identified and measured: physician office visits, emergency room visits, outpatient clinic visits, and hospitalizations. Using information about the Salmonella cases identified by FoodNet, ERS determined that 36 percent of hospitalized cases did not visit a physician prior to hospitalization because some cases first sought medical care in a hospital emergency room. ERS also determined that 10 percent of fatal cases were not hospitalized prior to death. The number of cases not visiting a physician was determined by subtracting the other three severity categories from the CDC estimate of total cases. The CDC estimate of physician visits is reported in Voetsch et al. (2004).

References

Frenzen, P.D., T.L. Riggs, J.C. Buzby, T. Breuer, T. Roberts, D. Voetsch, S. Reddy, and the FoodNet Working Group. "Salmonella Cost Estimate Updated Using FoodNet Data." 1999. FoodReview (22)2: 10-15.

Mead P.S., Slutsker L., Dietz V., McCaig L.F., Bresee J.S., Shapiro C., et al. "Food-Related Illness and Death in the United States." 1999. Emerging Infectious Diseases (5)5: 607-25.

Voetsch, A.C., T.J. Van Gilder, F.J. Angulo, M.M. Farley, S. Shallow, R. Marcus, P.R. Cieslak, V.C. Deneen, and R.V. Tauxe. 2004. "FoodNet Estimate of the Burden of Illness Caused by Nontyphoidal Salmonella Infections in the United States." Clinical Infectious Diseases 38 (Supplement):127-134.


Adjustments for Price Inflation

The Calculator adjusts each type of cost for price inflation, using six annual Consumer Price Index (CPI) series (Bureau of Labor Statistics 2008). The six series are the CPI for all items, hospital services, inpatient hospital services, physician services, prescription drugs and medical supplies, and internal and respiratory over-the-counter drugs. The Calculator uses a weighted average of the CPI series for inpatient hospital services and physician services to adjust the cost of hospital admissions. See table of CPI components.

Calculator users can choose to have costs reported in dollars for any year from 1997 to 2008 through the pull-down menu at the top of the main table. The default year is 2008. Calculator users should be aware that most of the information about costs is from 2001 or earlier years, so adjustments for inflation for years after 2001 may produce estimates that differ from the results that would be obtained if more recent cost information was available.

References

Bureau of Labor Statistics, U.S. Department of Labor. 2008. Consumer price indexes.


Medical Care Utilization

ERS Assumptions

ERS obtained data about medical care utilization from two data sources: the Foodborne Diseases Active Surveillance Network (FoodNet) Project and the MEDSTAT MarketScan database. The data sources are described in more detail in Frenzen et al. (1999).

ERS determined that Severity 2 cases (visit physician; recover fully) averaged 1.4 physician office visits, 0.1 emergency room visits, and 0.3 outpatient clinic visits; and that Severity 3 cases (hospitalized; recover fully) averaged 0.7 physician office visits, 0.3 emergency room visits, 0.2 outpatient clinic visits, and 1.0 hospitalizations. The MarketScan database did not include any fatal salmonellosis cases. Therefore, ERS assumed that Severity 4 cases (visit physician/hospitalized; die) averaged 1.0 physician office visits, 0.3 emergency room visits, 0.2 outpatient clinic visits, and 0.9 hospitalizations, based in part on information about the Salmonella cases identified by FoodNet.

References

Frenzen, P.D., T.L. Riggs, J.C. Buzby, T. Breuer, T. Roberts, D. Voetsch, S. Reddy, and the FoodNet Working Group. "Salmonella Cost Estimate Updated Using FoodNet Data." 1999. FoodReview (22)2:10-15.


Medical Care Costs

ERS Assumptions

ERS used a variety of different data sources to calculate the average national cost of a physician office visit, emergency room visit, outpatient clinic visit, and hospitalization for a Salmonella infection.

Medications: ERS does not include costs for medications in its Salmonella estimates.

Cost of a physician office visit: The annual national expenditure on physician and clinical services in 2000 was obtained from the National Health Accounts, maintained by the Centers for Medicare and Medicaid Services. ERS estimated that 60 percent of these expenditures were for physician office visits, based in part on Medicare physician payments by type of service (see Wassenaar and Thran, 2001).

The annual number of physician office visits was calculated based on American Medical Association data on the average number of weekly patient visits per physician in 1999, the average annual number of weeks in practice per physician in 1998, and the number of office-based patient care physicians in 2000 (Pasko and Seidman, 2002; Wassenaar and Thran, 2001). (More recent data on patient visits and practice weeks were not available.)

The average national cost of a physician office visit in 2000 was determined by dividing the national expenditure on physician office visits by the annual number of physician office visits. The cost was updated using the physician services component of the CPI.

Cost of an emergency room visit: National expenditures on emergency department visits during 1987 were obtained from a study based on the 1987 National Medical Expenditures Survey (Tyrance et al., 1996). The number of emergency department visits during 1987 was obtained from American Hospital Association data (U.S. Census Bureau 1991).

The average national cost of an emergency room visit in 1987 was determined by dividing national emergency department visit expenditures by the number of visits. The cost was updated using the hospital and related services component of the CPI.

Cost of an outpatient clinic visit: The outpatient clinic care for salmonellosis patients reported in the MEDSTAT MarketScan database included a variety of different diagnostic and therapeutic services. Therefore, the cost of an outpatient clinic visit was determined based on the average charges for outpatient clinic visits by salmonellosis patients in the MarketScan database during 1995-96. (Information on 1994 charges was not available, and the database did not include payments received.) The average cost was updated using the medical care component of the CPI.

The MarketScan database information on charges may overestimate the actual costs of outpatient clinic visits for salmonellosis, because health care providers do not always receive the full amount billed for their services. Some of the reasons why revenue is likely to be lower than charges include discounts for health insurance plans, unpaid bills, and charity care. No information about the difference between charges and revenue was available for outpatients with salmonellosis.

Cost of a salmonellosis hospitalization: The average national cost of hospitalizations due to Salmonella infections was determined based on Health Care Cost and Utilization Project data on hospital charges from the 1999 Nationwide Inpatient Sample (NIS). Salmonellosis hospitalizations were defined as any hospitalization with a principal diagnosis of Salmonella infection (ICD-9-CM codes 003.0-003.9).

The NIS reports hospital charges, which exceed the payments actually received by hospitals because health plans negotiate substantial price discounts for their enrollees. Therefore, the average hospital charge was multiplied by the average cost-to-charge ratio for U.S. hospitals in 2001, which was 0.454. This ratio was obtained by weighting the hospital cost-to-charge ratios for the urban and rural areas of each state in 2001 (Centers for Medicare and Medicaid Services 2001) by the number of hospital admissions in each area in 2001 from the Area Resources File (Health Resources and Services Administration 2003). (The cost-to-charge ratio for 2001 was used because this information was already available from the ERS cost estimate for STEC O157.)

The NIS estimate of the average hospital charge excludes the cost of physician services billed separately from hospital services. These additional costs were estimated using the 2001 Medical Expenditures Panel Survey (MEPS) hospital inpatient stays file, which reports expenditures on hospital inpatient care for households classified by whether payments were made to hospitals or physicians (Agency for Healthcare Research and Quality 2004). The MEPS sample was too small to provide reliable estimates for Salmonella cases, so payments to physicians were assumed to equal the physician share of payments for all hospitalizations, which was 17.3 percent. (The physician share of payments for 2001 was used because this information was already available from the ERS cost estimate for STEC O157.)

The average cost per salmonellosis hospitalization was updated using the weighted average of the CPI series for physician services and inpatient hospital services.

References

Agency for Healthcare Research and Quality, U.S. Department of Health and Human Services. 2004. MEPS HC-059D: 2001 hospital inpatient stays file.

Centers for Medicare and Medicaid Services, Department of Health and Human Services. 2001. Medicare Program; Changes to the Hospital Inpatient Prospective Payment Systems and Rates and Costs of Graduate Medical Education: Fiscal Year 2002 Rates; Provisions of the Balanced Budget Refinement Act of 1999; and Provisions of the Medicare, Medicaid, and SCHIP Benefits Improvement and Protection Act of 2000. Federal Register 66 (August 1):39827-40102.

Health Resources and Services Administration, U.S. Department of Health and Human Services. 2003. Area Resource File (ARF), February 2003 release. (Electronic database.)

Pasko T., and B. Seidman. "Physician Characteristics and Distribution in the US: 2002-2003 Edition." Chicago: American Medical Association, 2002.

Tyrance, P.H., D.U. Himmelstein, and S. Woolhandler. "U.S. Emergency Department Costs: No Emergency." 1996. American Journal of Public Health (86)11: 1527-31. [Abstract available online]

U.S. Bureau of the Census. "Statistical Abstract of the United States: 1991," Washington: U.S. Bureau of the Census, 1991.

Wassenaar, J.D., and S.L. Thran. "Physician Socioeconomic Statistics: 2000-2002 Edition: Profiles for Detailed Specialties, Selected States, and Practice Arrangements." Chicago: American Medicial Association, 2001.


Productivity Costs

ERS Assumptions

No information about time lost from work due to Salmonella infections was available. Therefore, ERS calculated the productivity costs due to Salmonella infections based on time lost from work because of acute infectious illness. Information about work loss due to acute infectious illness was obtained from the 1992-94 National Health Interview Survey (NHIS), which was conducted by the Centers for Disease Control's National Center for Health Statistics. The ERS analysis of the NHIS is described in more detail in Frenzen et al. (1999).

Number of days lost from work: NHIS estimates of days lost from work due to illness were restricted to persons who either sought medical care or else missed at least one-half day of work due to their illness. The NHIS estimate of work days lost due to acute infectious illness during 1992-94 indicates that employed persons who visited a physician lost 1.6 days on average, while other employed persons who did not seek medical care lost 1.0 days on average. ERS reduced the latter estimate to 0.5 days to account for the fact that employed persons who missed less than one-half day of work were not included in the NHIS estimate.

The NHIS excludes hospitalized persons, so ERS conservatively assumed that employed persons who were hospitalized because of salmonellosis lost the same number of days from work as those who visited physicians (1.6 days), plus the average number of days spent in the hospital adjusted for a 5-day weekly work schedule (2.9 days), for a total of 4.5 days. The average length of a hospital stay for salmonellosis was determined using the 1994-96 MEDSTAT MarketScan database.

Value of time lost from work: No information was available about the employment status or earnings of salmonellosis cases. Therefore, ERS assumed that the salmonellosis cases in each nonfatal severity category (Severity 1, 2, and 3) had the same employment rate and average earnings as the U.S. population.

The salmonellosis cases in Severity categories 1, 2, and 3 were classified into three age groups (< 18 years, 18-54 years, and 55+ years) because of the large variation in employment and earnings by age. Severity 1 cases were assumed to have the same age distribution as people who had an acute infectious illness but did not see a physician, based on the 1992-94 NHIS. Severity 2 and 3 cases were assumed to have the same age distribution as the culture-confirmed salmonellosis cases detected by FoodNet during 1996-97.

Information about the U.S. employment rate and hourly earnings by age during 2000 were obtained from the March round of the 2001 Current Population Survey. Earnings included wages, salaries, self-employed business income, and farm self-employment income. ERS adjusted the hourly earnings estimate to include employer costs for benefits for civilian wage and salary workers in March 2001 reported by the Bureau of Labor Statistics (2001). The estimated daily earnings were updated based on the CPI.

ERS used information about Salmonella case age distribution by outcome and the U.S. employment rate to calculate the employment rate for Salmonella cases by severity level—the "employment factor." ERS used information about Salmonella case distribution by outcome and U.S. hourly earnings to calculate the average daily wage rate for Salmonella cases by severity level. The employment factor and average wage rate vary by severity level, because case age distribution varies by severity level. The following table shows ERS estimates of the employment factor and average wage rate for each severity level:

Variable
Severity 1:
No physician; recover fully
Severity 2:
Visit physician; recover fully
Severity 3:
Hospitalized; recover fully
Severity 4:
Visit physician/
hospitalized; die
Employment factor
0.444596
0.458895
0.430292
Not applicable
Average daily wage rate (in 2001 dollars)
$193.382744
$194.754478
$199.795829
Not applicable

Alternative Assumption

ERS calculates productivity costs for employed individuals. An alternative assumption is to calculate productivity or "value of regular activity" costs for all cases, including individuals who are not in the labor force, such as stay-at-home mothers, children, and the elderly.

References

Bureau of Labor Statistics. 2001. Employer Costs for Employee Compensation, March 2001. (USDL No. 01-194). Washington, DC: Bureau of Labor Statistics.

Frenzen, P.D., T.L. Riggs, J.C. Buzby, T. Breuer, T. Roberts, D. Voetsch, S. Reddy, and the FoodNet Working Group. "Salmonella Cost Estimate Updated Using FoodNet Data." 1999. FoodReview (22)2:10-15.


Disutility Costs: Nonfatal Cases

Disutility costs include all the factors leading to the diminished well-being of a patient due to illness or premature death. Disutility costs of illness typically measure the amount of money (or another measure of well-being) the average patient would be willing to give up to avoid an illness or premature death (such as lower wages received for low-risk jobs). Disutility costs may include a wide range of costs, including the costs of pain and suffering, inconvenience, time lost from regular activities, and productivity losses.

ERS Assumptions

ERS cost estimates do not include any disutility costs for nonfatal cases. However, like all "willingness to pay" estimates, the ERS willingness-to-pay estimate of the cost of premature death is an estimate of disutility.

Alternative Assumptions

Calculator users may choose to include disutility costs in their cost estimates for nonfatal cases. One approach for estimating the loss of well-being that an individual suffers due to a disease or condition is by estimating the Quality Adjusted Life Years (QALYs) or Quality Adjusted Life Days (QALDs) for each outcome. Researchers establish the relative disagreeableness of each health state and assign each one a disutility weight, ranging from 0 (death) to 1 (perfect health). The FDA calculated the utility losses from microbial hazards in juice for the regulatory impact analysis for proposed juice safety rules (FDA 1998 and 2001). They calculated the total disutility per day for nonfatal Salmonella infections at 0.5262 for mild and moderate cases and 0.6246 for severe cases. FDA did not calculate a separate disutility cost for fatal cases because disutility is included in the estimated cost of a premature death derived from the value of a statistical life.

The health disutility value can then be translated into dollars by applying it to average dollar utility estimates (though a 2006 Institute of Medicine report on valuing health recommends that regulatory analyses should not assign monetary values to estimates of health-adjusted life years (IOM 2006)). FDA researchers converted the Salmonella disutility values into dollar measures using a compensating wage midpoint estimate. Compensating wage estimates calculate the amount of money that workers would be willing to forego in order to reduce job related mortality risk. These estimates have been used to calculate the value of a statistical life. Two widely cited surveys of compensating wage studies place the most reliable empirical results in the $1.6 million to $8.5 million range (in 1986 dollars) (Fisher et al., 1989) and the $3 million to $7 million range (in 1990 dollars) (Viscusi 1993).

For their disutility calculations, FDA researchers assigned a value of $5 million to premature death and a proportion of this amount to all other outcomes, depending on the outcome's disutility weight. Assuming that the average illness strikes a 40-year-old with an average remaining lifespan of 36 years, FDA researchers discounted future health benefits to estimate the value of a "discounted life year" at $230,000 and the value of a "discounted day" at $630.

FDA used the discounted value of a healthy day (along with information on duration) to calculate a dollar measure of utility loss per case of Salmonella of $700 for mild cases (equivalent to Severity 1); $1,600 for moderate cases (equivalent to Severity 2); and $6,700 for severe cases (equivalent to Severity 3) (FDA 1998, table 7).

ERS assumed that the FDA estimates were in 1998 dollars and updated the values for inflation using the "All Items" component of the CPI, rounding the result to the nearest hundred dollars. Although calculator users can include the FDA disutility estimates in the cost estimate for nonfatal cases, this option is not available for fatal cases because the ERS estimate of the cost of premature death already includes an estimate of disutility costs.

References

Fisher, A., L.G. Chestnut, and D.M. Violette. 1989. "The Value of Reducing Risks of Death: A Note on New Empirical Evidence," Journal of Policy Analysis and Management 8(1):88-100.

Institute of Medicine. 2006. "Valuing Health for Regulatory Cost-Effectiveness Analysis." (Washington DC: National Academies Press).

Research Triangle Institute. Estimating the Value of Consumer's Loss from Foods Violating the FD&C Act, prepared for Dr. Richard Williams, U.S. Food and Drug Administration, September 1988.

U.S. Food and Drug Administration. 1993. Preliminary Regulatory Impact Analysis of the Proposed Regulations to Establish Procedures for the Safe Processing and Importing of Fish and Fishery Products.

U.S. Food and Drug Administration. 1998. "Preliminary Regulatory Impact Analysis and Initial Regulatory Flexibility Analysis of the Proposed Rules to Ensure the Safety of Juice and Juice Products; Proposed Rule." Federal Register 63 (84):24253-24378.

U.S. Food and Drug Administration. 2001. Hazard Analysis and Critical Control Point (HACCP); Procedures for the Safe and Sanitary Processing of Juice; Final Rule. Federal Register 66 (13):6138-6202.

Viscusi, WK. 1993. "The Value of Risks to Life and Health." Journal of Economic Literature (31):1912-46.


Premature Death

ERS Assumptions

ERS estimates of the costs of premature death are "willingness to pay" (WTP) estimates based on results from labor-market studies on wage differentials for jobs with health risks. These compensating wage studies calculate the amount of money workers would be willing to forego in order to reduce job-related mortality risk. These numbers have been used to calculate the value of a statistical life. Two widely cited surveys of compensating-wage studies place the most reliable empirical results in the $1.6-million-to-$8.5-million range (1986 dollars) (Fisher et al., 1989) and the $3-million-to-$7-million range (1990 dollars) (Viscusi 1993). ERS researchers chose a midpoint estimate of $5 million (December 1990 dollars) for their WTP estimates of the cost of a premature death. Updated to 2001 dollars based on the CPI, the value was $6.6 million.

Using an approach developed by Mauskopf and French (1991), ERS used information about the age distribution of Salmonella deaths to adjust the assumed value of life for age at time of death. The value of life was therefore treated as an annuity paid over the average U.S. lifespan at an interest rate of 3 percent. This estimate of the cost of premature death includes all disutility costs such as the cost of pain and suffering.

Information about the age distribution of Salmonella deaths was obtained from the 1995-97 Multiple Cause of Death files, which include most of the information reported on official death certificates. Salmonella deaths were defined as any death with a Salmonella infection (ICD-9 codes 003.0-003.9) as a cause of death. Based on this definition, 308 Salmonella deaths were reported during 1995-97.

Information about life expectancy by age was obtained from the 1998 official U.S. life table. ERS used the abridged life table and 5-year age groups to simplify the calculations. The average life expectancy at birth in 1998 was 76.7 years.

The total value of lost life was calculated based on the assumed value of life, age distribution of Salmonella deaths, and life expectancy by age using the method of Mauskopf and French (1991). The value of a statistical life adjusted for age (in 2001 dollars) ranged from $8.9 million at birth to $1.7 million at age 85 or older. On average, given the age distribution of Salmonella cases, the value of a statistical life adjusted for age is therefore $4,624,171.80.

FDA Assumptions

Like ERS, the Food and Drug Administration (FDA) uses a compensating wage midpoint estimate of $5 million, which is updated to 2000 dollars resulting in an estimate of $6.5 million per life (see FDA 1993). Unlike ERS, FDA values the cost of each premature death equally, regardless of age at time of death. To adjust this estimate for inflation, users should refer to the Bureau of Labor Statistics current price indices.

EPA Assumptions

Environmental Protection Agency (EPA) cost of premature death estimates are based on a mid-range estimate taken from 21 compensating wage studies and 5 contingent valuation studies conducted in the late 1970s and 1980s. To allow for probabilistic modeling of mortality risk reduction benefits, EPA set the mean value at $5.8 million (in 1997 dollars) using a Weibull distribution (EPA, 2000). To adjust this estimate for inflation, users should refer to the Bureau of Labor Statistics current price indices.

Though some EPA analyses include adjustments for age, the EPA Guidelines for Preparing Economic Analyses do not encourage such value adjustments (EPA 2000).

References

Environmental Protection Agency. 2000. Guidelines for Preparing Economic Analyses.

Fisher, A., L.G. Chestnut, and D.M. Violette. 1989. "The Value of Reducing Risks of Death: A Note on New Empirical Evidence," Journal of Policy Analysis and Management 8(1): 88-100.

Food and Drug Administration. 1993. Preliminary Regulatory Impact Analysis of the Proposed Regulations to Establish Procedures for the Safe Processing and Importing of Fish and Fishery Products.

Mauskopf, J.A. and M.T. French. 1991. "Estimating the Value of Avoiding Morbidity and Mortality from Foodborne Illness." Risk Analysis 11(4): 619-31.

Viscusi, WK. 1993. "The Value of Risks to Life and Health." Journal of Economic Literature (31): 1912-46.

 

For more information, contact: Paul Frenzen

Web administration: webadmin@ers.usda.gov

Updated date: May 22, 2009