Positive income shocks and accidental deaths among Cherokee Indians: a natural experiment
Open accessAbstract
BACKGROUND: Several studies in low-income populations report the somewhat counterintuitive finding that positive income gains adversely affect adult health. The literature posits that receipt of a large portion of annual income increases, in the short term, risk-taking behaviour and/or the consumption of health-damaging goods. This work implies the hypothesis that persons with an unexpected gain in income will exhibit an elevated risk of accidental death-the fifth leading cause of death in the USA. We test this hypothesis directly by capitalizing on a natural experiment in which Cherokee Indians in rural North Carolina received discrete lump sum payments from a new casino. METHODS: We applied Poisson regression to the monthly count of accidental deaths among Cherokee Indians over 204 months spanning 1990-2006. We controlled for temporal patterns in accidental deaths (e.g. seasonality and trend) as well as changes in population size. RESULTS: As hypothesized, the risk of accidental death rises above expected levels during months of the large casino payments (relative risk = 2.62; 95% confidence interval = 1.54-4.47). Exploratory analyses of ethnographic interviews and behavioural surveys support that increased vehicular travel and consumption of health-damaging goods may account for the rise in accident proneness. CONCLUSIONS: Although long-term income gains may improve health in this population, our findings indicate that acute responses to large income gains, in the short term, increase risk-taking and accident proneness. We encourage further investigation of natural experiments to identify causal economic antecedents of population health.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Eliminating racial and ethnic disparities would cut medical care costs by $230 billion and indirect costs of excess illness and death by over $1 trillion over three years.
“Furthermore, research suggests that eliminating racial and ethnic disparities would reduce medical care costs by $230 billion and indirect costs of excess morbidity and mortality by more than $1 trillion over three years.(54)”
From Evaluating strategies for reducing health disparities by addressing the social determinants of health. (2016) · cites this paper as [54]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
A Modified Poisson Regression Approach to Prospective Studies with Binary Data
Zou, G. (2004) · American Journal of Epidemiology · doi:10.1093/aje/kwh090 · Cited by 9,767 · see citing works
Simulation Study of Confounder-Selection Strategies
Maldonado, G., & Greenland, S. (1993) · American Journal of Epidemiology · doi:10.1093/oxfordjournals.aje.a116813 · Cited by 2,491 · see citing works
Are Recessions Good for Your Health?
Ruhm, C. (1996) · The Quarterly Journal of Economics · doi:10.1162/003355300554872 · Cited by 1,728 · see citing works
Are Recessions Good For Your Health?
Ruhm, C. J. (1996) · National Bureau of Economic Research · doi:10.3386/w5570 · Cited by 1,349 · see citing works
Relationships Between Poverty and Psychopathology: A Natural Experiment
Costello, E. J., Compton, S. N., Keeler, G., & Angold, A. (2003) · JAMA · doi:10.1001/jama.290.15.2023 · Cited by 1,079 · see citing works
Trends in the leading causes of death in the United States, 1970-2002.
Jemal, A., Ward, E. M., Hao, Y.-P., & Thun, M. (2005) · Journal of the American Medical Association (JAMA) · doi:10.1001/jama.294.10.1255 · Cited by 1,054 · see citing works
Risk Factors for Serious Injury During Falls by Older Persons in the Community
Tinetti, M. E., Doucette, J. T., Claus, E. B., & Marottoli, R. A. (1995) · Journal of the American Geriatrics Society · doi:10.1111/j.1532-5415.1995.tb07396.x · Cited by 910 · see citing works
Regression Analysis for Correlated Data
Liang, K., & Zeger, S. L. (1993) · Annual Review of Public Health · doi:10.1146/annurev.pu.14.050193.000355 · Cited by 765 · see citing works
Evaluating the Impact of Conditional Cash Transfer Programs
Rawlings, L. B. (2005) · The World Bank Research Observer · doi:10.1093/wbro/lki001 · Cited by 710 · see citing works
Xu, J., Kochanek, K. D., Murphy, S. L., & Tejada‐Vera, B. (2010) · PubMed · Cited by 650 · see citing works
Money, schooling, and health: Mechanisms and causal evidence
Kawachi, I. I., Adler, N. E., & Dow, W. H. (2010) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.2009.05340.x · Cited by 465 · see citing works
Akee, R. K. Q., Copeland, W. E., Keeler, G., Angold, A., & Costello, E. J. (2010) · American Economic Journal: Applied Economics · doi:10.1257/app.2.1.86 · Cited by 419 · see citing works
Rates of pediatric injuries by 3-month intervals for children 0 to 3 years of age
Agran, P. F., Anderson, C., Winn, D., Trent, R., Walton-Haynes, L., & Thayer, S. (2003) · Pediatrics · doi:10.1542/peds.111.6.e683 · Cited by 398 · see citing works
Lindahl, M. (2005) · The Journal of Human Resources · doi:10.3368/jhr.xl.1.144 · Cited by 385 · see citing works
The effects of government transfers on monthly cycles in drug abuse, hospitalization and mortality
Dobkin, C., & Puller, S. L. (2007) · Journal of Public Economics · doi:10.1016/j.jpubeco.2007.04.007 · Cited by 297 · see citing works
Fernald, L. C. H., Gertler, P., & Neufeld, L. M. (2009) · The Lancet · doi:10.1016/s0140-6736(09)61676-7 · Cited by 275 · see citing works
Economic conditions and alcohol problems
Ruhm, C. J. (1995) · Journal of Health Economics · doi:10.1016/0167-6296(95)00024-0 · Cited by 269 · see citing works
The Social and Economic Impact of Native American Casinos
Evans, W., & Topoleski, J. (2002) · National Bureau of Economic Research · doi:10.3386/w9198 · Cited by 162 · see citing works
Carpenter, C. S., & Stehr, M. F. (2007) · Journal of Health Economics · doi:10.1016/j.jhealeco.2007.09.010 · Cited by 150 · see citing works
Phillips, D. P., Christenfeld, N. J. S., & Ryan, N. M. (1999) · New England Journal of Medicine · doi:10.1056/nejm199907083410206 · Cited by 139 · see citing works
Risk Factors for All-Terrain Vehicle Injuries: A National Case-Control Study
Rodgers, G. B. (2001) · American Journal of Epidemiology · doi:10.1093/aje/153.11.1112 · Cited by 126 · see citing works
Fernald, L. C. H., Gertler, P., & Hou, X. (2008) · Journal of Nutrition · doi:10.3945/jn.108.090506 · Cited by 125 · see citing works
Effect of Seating Position and Restraint Use on Injuries to Children in Motor Vehicle Crashes
Berg, M., Cook, L. J., Corneli, H. M., et al. (2000) · PEDIATRICS · doi:10.1542/peds.105.4.831 · Cited by 115 · see citing works
The role of sales of new motorcycles in a recent increase in motorcycle mortality rates
Paulozzi, L. J. (2005) · Journal of Safety Research · doi:10.1016/j.jsr.2005.07.002 · Cited by 47 · see citing works
Health costs of economic expansion: the case of manufacturing accident injuries.
Catalano, R. A. (1979) · American Journal of Public Health · doi:10.2105/ajph.69.8.789 · Cited by 41 · see citing works
When to promote, and when to avoid, a population perspective
Duncan, G. J. (2008) · Demography · doi:10.1353/dem.0.0031 · Cited by 39 · see citing works
Trends in Postneonatal Mortality Attributable to Injury, United States, 1988–1998
Tomashek, K. M., Hsia, J., & Iyasu, S. (2003) · PEDIATRICS · doi:10.1542/peds.111.s1.1219 · Cited by 39 · see citing works
Svensson, M. (2008) · Applied Economics · doi:10.1080/00036840701704519 · Cited by 35 · see citing works
Death and Injury from Motor Vehicle CrashesA Tale of Two Countries
Richter, E. D., FRIEDMAN, L., Berman, T., & Rivkind, A. (2005) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2005.08.035 · Cited by 35 · see citing works
Ethnicity and alcohol-related fatalities: 1990 to 1994
Voas, R. B., Tippetts, A. S., & Fisher, D. A. (2000) · PsycEXTRA Dataset · doi:10.1037/e441272008-001 · Cited by 33 · see citing works
Lindahl, M. (2002) · SSRN Electronic Journal · doi:10.2139/ssrn.300662 · Cited by 31 · see citing works
Impact of BAC limit reduction on different population segments: A Poisson fixed effect analysis
Kaplan, S., & Prato, C. G. (2007) · Accident Analysis & Prevention · doi:10.1016/j.aap.2007.02.013 · Cited by 29 · see citing works
Müller, A. F. (1989) · American Journal of Public Health · doi:10.2105/ajph.79.10.1366 · Cited by 25 · see citing works
Does the disbursement of income increase psychiatric emergencies involving drugs and alcohol?
Catalano, R. A., McCONNELL, W. A., Forster, P. L., et al. (2000) · PubMed · Cited by 24 · see citing works
Metropolitan economic decline and infant mortality due to unintentional injury
Bruckner, T. A. (2008) · Accident Analysis & Prevention · doi:10.1016/j.aap.2008.07.011 · Cited by 22 · see citing works
Self-citationBrown, R. A., Worthman, C. M., Costello, E. J., & Erkanli, A. (2006) · International Journal of Methods in Psychiatric Research · doi:10.1002/mpr.195 · Cited by 15 · see citing works
Self-citationThe Short-Term Mortality Consequences of Income Receipt
Evans, W. N., & Moore, T. (2009) · National Bureau of Economic Research · doi:10.3386/w15311 · Cited by 15 · see citing works
Ha, I. “., & Ullmer, J. (2007) · Journal of economics and economic education research · Cited by 14 · see citing works
CHERPITEL, C. J. S., Ye, Y., Greenfield, T. K., et al. (2010) · The American Journal of Drug and Alcohol Abuse · doi:10.3109/00952991003793851 · Cited by 13 · see citing works
Cultural Models and Fertility Timing among Cherokee and White Youth in Appalachia: Beyond the Mode
Brown, R. A., Hruschka, D. J., & Worthman, C. M. (2009) · American Anthropologist · doi:10.1111/j.1548-1433.2009.01152.x · Cited by 13 · see citing works
Self-citationPreventing falls and fractures.
Ulfarsson, J., & Robinson, B. (1994) · PubMed · Cited by 8 · see citing works
Atlas of Injury Mortality: Among American Indian and Alaska Native Children and Youth, 1989-1998
Patel, R. N., Wallace, L. J. D., & Paulozzi, L. J. (2005) · PsycEXTRA Dataset · doi:10.1037/e606382007-001 · Cited by 8 · see citing works
Relapse triggers—full moon, full wallet, or foolhardy?
Samet, J. H. (2001) · The American Journal of Medicine · doi:10.1016/s0002-9343(01)00639-8 · Cited by 7 · see citing works
Lindahl, C. M. (2001) · UvA-DARE (University of Amsterdam) · Cited by 7 · see citing works
ALCOHOL PREVALENCE, ALCOHOL POLICIES, AND CHILD FATAL INJURY RATES FROM MOTOR VEHICLE CRASHES
Sen, B., & CAMPBELL, C. M. (2010) · Contemporary Economic Policy · doi:10.1111/j.1465-7287.2009.00142.x · Cited by 6 · see citing works
Preventing Falls and Fractures
(1998) · PsycEXTRA Dataset · doi:10.1037/e322862004-001 · Cited by 1 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- Evans W, Graham JD. Traffic safety and the business cycle. Alcohol, Drugs, Driving 1988;4:31-38.
Cited by
Sorted by citations
Thornton, R. L. J., Glover, C. M., Cené, C. W., Glik, D. C., Henderson, J. A., & Williams, D. R. (2016) · Health Affairs · doi:10.1377/hlthaff.2015.1357 · Cited by 591 · see citing works
Akee, R. K. Q., Copeland, W. E., Keeler, G., Angold, A., & Costello, E. J. (2010) · American Economic Journal: Applied Economics · doi:10.1257/app.2.1.86 · Cited by 419 · see citing works
Racism and Health II: A Needed Research Agenda for Effective Interventions
Williams, D. R., & Mohammed, S. A. (2013) · American Behavioral Scientist · doi:10.1177/0002764213487341 · Cited by 189 · see citing works
- Authors
- Bruckner, T. A., Brown, R. A., & Margerison-Zilko, C.
- Affiliations
- University of California, Irvine (US)
- RAND Corporation (US)
- Corresponding author
- Bruckner, Tim A
- Venue
- International Journal of Epidemiology
- Publisher
- Oxford University Press (OUP)
- Published
- 2011-04-28
- Volume
- 40
- Issue
- 4
- Pages
- 1083-1090
- ISSN
- 0300-5771 (ISSN-L)
- 1464-3685
- PMC
- PMC3156370
- OpenAlex
- W2111357476
- Cited by
- 38
- References
- 47
- Citations by year
- 2026: 3 · 2025: 1 · 2024: 1 · 2023: 5 · 2022: 3 · 2021: 2 · 2020: 3 · 2019: 1 · 2016: 5 · 2015: 2 · 2014: 3 · 2013: 4 · 2012: 2
- FWCI
- 3.64
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- International Journal of Epidemiology (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- HighWire Press Open Archive (submittedVersion)
- Funders
- National Institute of Mental Health (F31MH064253)
- Eunice Kennedy Shriver National Institute of Child Health and Human Development (R21HD056581)
- Topics
- Social Sciences › Health › Health disparities and outcomes
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Injury Epidemiology and Prevention
- Health Sciences › Health Professions › General Health Professions › Employment and Welfare Studies
- Keywords
- accidental death, Cherokee Indians, risk-taking, accident proneness, low-income populations, population health, rural North Carolina
- MeSH terms
- Accidents, Adolescent, Adult, Anthropology, Cultural, Cause of Death, Child, Female, Gambling, Humans, Income, Indians, North American, Male, Middle Aged, North Carolina, Rural Population, Poisson Distribution, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review