A National Study of Obesity Prevalence and Trends by Type of Rural County
Abstract
ABSTRACT: Context: Obesity is epidemic in the United States, but information on this trend by type of rural locale is limited. Purpose: To estimate the prevalence of and recent trends in obesity among US adults residing in rural locations. Methods: Analysis of data from the Behavioral Risk Factor Surveillance System (BRFSS) for the years 1994–1996 (n = 342,055) and 2000–2001 (n = 385,384). The main outcome measure was obesity (body mass index [BMI] ≥30), as determined by calculating BMI from respondents' self‐reported height and weight. Results: In 2000–2001, the prevalence of obesity was 23.0% (95% confidence interval [CI] 22.6%‐23.4%) for rural adults and 20.5% (95% CI 20.2%‐20.7%) for their urban counterparts, representing increases of 4.8% (95% CI 4.2%‐5.3%) and 5.5% (95% CI 5.1%‐5.9%), respectively, since 1994–1996. The highest obesity prevalence occurred in rural counties in Louisiana, Mississippi, and Texas; obesity prevalence increased for rural residents in all states but Florida over the study period. African Americans had the highest obesity prevalence of any group, up to 31.4% (95% CI 29.1%‐33.6) in rural counties adjacent to urban counties. The largest difference in obesity prevalence between those with a college education compared with those without a high school diploma occurred in urban areas (18.4% [95% CI 17.9%‐18.9%] vs 23.5% [95% CI 22.5%‐24.5%], respectively); the smallest difference occurred in small, remote rural counties (20.3% [95% CI 18.7%‐21.9%] versus 22.3% [95% CI 20.7%‐24.0%], respectively). Conclusions: The prevalence of obesity is higher in rural counties than in urban counties; obesity affects some residents of rural counties disproportionately.
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Prior BRFSS and NHIS data showed higher obesity prevalence in rural compared to urban counties.
“Data from the 2000–2001 Behavior Risk Factor Surveillance System (BRFSS)5 and the 1997–1998 National Health Interview Survey (NHIS)6 revealed higher obesity prevalence in rural compared to urban counties.”
From Prevalence of Obesity Among Adults From Rural and Urban Areas of the United States: Findings From NHANES (2005‐2008) (2012) · cites this paper as [5]
The rural-urban difference in obesity prevalence observed with measured height and weight was larger than previously reported using self-reported data from NHIS and BRFSS.
“Although a significant rural-urban difference in obesity prevalence has been previously reported using self-reported data from NHIS 1997–1998 and BRFSS 2000–2001 (20–23% and 18–20% for rural and urban, respectively),5,6 the difference in percentage points we observed with measured height and weight was larger (39.6% versus 33.4% for rural and urban, respectively).”
From Prevalence of Obesity Among Adults From Rural and Urban Areas of the United States: Findings From NHANES (2005‐2008) (2012) · cites this paper as [5]
Cites
Prevalence and trends in obesity among US adults, 1999–2000
Flegal, K. M. (2002) · JAMA · doi:10.1001/jama.288.14.1723 · Cited by 6,190 · see citing works
Prevalence of obesity, diabetes, and obesity-related health risk factors, 2001
Mokdad, A. H., Ford, E. S., Bowman, B. A., Dietz, W. H., Vinicor, F., Bales, V. S., & Marks, J. S. (2003) · JAMA · doi:10.1001/jama.289.1.76 · Cited by 5,866 · see citing works
Actual causes of death in the United States
McGinnis, J. M. (1993) · JAMA: The Journal of the American Medical Association · doi:10.1001/jama.1993.03510180077038 · Cited by 5,480 · see citing works
The Disease Burden Associated With Overweight and Obesity
Must, A. (1999) · JAMA · doi:10.1001/jama.282.16.1523 · Cited by 4,804 · see citing works
Measuring Social Class in US Public Health Research: Concepts, Methodologies, and Guidelines
Krieger, N., Williams, D. R., & Moss, N. (1997) · Annual Review of Public Health · doi:10.1146/annurev.publhealth.18.1.341 · Cited by 2,680 · see citing works
The Spread of the Obesity Epidemic in the United States, 1991-1998
Mokdad, A. H. (1999) · JAMA · doi:10.1001/jama.282.16.1519 · Cited by 2,365 · see citing works
Relationship between Urban Sprawl and Physical Activity, Obesity, and Morbidity
Ewing, R., Schmid, T. L., Killingsworth, R. E., Zlot, A. I., & Raudenbush, S. W. (2003) · American Journal of Health Promotion · doi:10.4278/0890-1171-18.1.47 · Cited by 1,380 · see citing works
The Contribution of Expanding Portion Sizes to the US Obesity Epidemic
Young, L. R., & Nestle, M. (2002) · American Journal of Public Health · doi:10.2105/ajph.92.2.246 · Cited by 1,142 · see citing works
Finkelstein, E. A., Fiebelkorn, I. C., & Wang, G. (2003) · Health Affairs · doi:10.1377/hlthaff.w3.219 · Cited by 1,135 · see citing works
Effects of Age on Validity of Self-Reported Height, Weight, and Body Mass Index
KUCZMARSKI, M. F., KUCZMARSKI, R. J., & NAJJAR, M. (2001) · Journal of the American Dietetic Association · doi:10.1016/s0002-8223(01)00008-6 · Cited by 965 · see citing works
Predictive Margins with Survey Data
Graubard, B. I., & Korn, E. L. (1999) · Biometrics · doi:10.1111/j.0006-341x.1999.00652.x · Cited by 875 · see citing works
Prospective Study of Body Mass Index, Weight Change, and Risk of Adult-onset Asthma in Women
Camargo, C. A., Weiss, S. T., Zhang, S., Willett, W. C., & Speizer, F. E. (1999) · Archives of Internal Medicine · doi:10.1001/archinte.159.21.2582 · Cited by 849 · see citing works
Obesity and health‐related quality of life
Fontaine, K. R., & Barofsky, I. (2001) · Obesity Reviews · doi:10.1046/j.1467-789x.2001.00032.x · Cited by 747 · see citing works
Parks, S. E., Housemann, R. A., & Brownson, R. C. (2003) · Journal of Epidemiology and Community Health · doi:10.1136/jech.57.1.29 · Cited by 730 · see citing works
Economic costs of obesity and inactivity
Colditz, G. A. (1999) · Medicine & Science in Sports & Exercise · doi:10.1097/00005768-199911001-00026 · Cited by 707 · see citing works
COMPARISON OF SELF-REPORTED AND MEASURED HEIGHT AND WEIGHT
Palta, M., Prineas, R. J., Berman, R., & Hannan, P. J. (1982) · American Journal of Epidemiology · doi:10.1093/oxfordjournals.aje.a113294 · Cited by 641 · see citing works
Obesity: Responding to the global epidemic.
Wadden, T. A., Brownell, K. D., & Foster, G. D. (2002) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.70.3.510 · Cited by 594 · see citing works
Obesity. Halting the obesity epidemic: a public health policy approach
Nestle, M. (2000) · Public Health Reports · doi:10.1093/phr/115.1.12 · Cited by 562 · see citing works
Troubled times: Violence and warfare in the past
Milner, G. R. (2000) · American Journal of Physical Anthropology · doi:10.1002/(sici)1096-8644(2000)112:2 · Cited by 455 · see citing works
Long‐Term Safety and Efficacy of Circumferential Ablation with Pulmonary Vein Isolation
Cheema, A., Dong, J., Dalal, D., Vasamreddy, C. R., Marine, J. E., Henrikson, C. A., SPRAGG, D. D., Cheng, A., Nazarian, S., Sinha, S. K., et al. (2006) · Journal of Cardiovascular Electrophysiology · doi:10.1111/j.1540-8167.2006.00569.x · Cited by 452 · see citing works
Obesity: Responding to the global epidemic.
Wadden, T. A., Brownell, K. D., & Foster, G. D. (2002) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.70.3.510 · Cited by 433 · see citing works
Obesity and Physical Inactivity in Rural America
Patterson, P. D., Moore, C. G., Probst, J. C., & Shinogle, J. A. (2004) · The Journal of Rural Health · doi:10.1111/j.1748-0361.2004.tb00022.x · Cited by 387 · see citing works
The validity of self-reported weight in US adults: a population based cross-sectional study
Villanueva, E. (2001) · BMC Public Health · doi:10.1186/1471-2458-1-11 · Cited by 336 · see citing works
Health-related quality of life in obese persons seeking treatment.
Fontaine, K. R., Cheskin, L. J., & Barofsky, I. (1996) · PubMed · Cited by 272 · see citing works
Depressive symptoms in overweight and obese older adults: A test of the “jolly fat” hypothesis
Palinkas, L. A., Wingard, D. L., & Barrett-Connor, E. L. (1996) · Journal of Psychosomatic Research · doi:10.1016/0022-3999(95)00542-0 · Cited by 259 · see citing works
The association between urban form and physical activity in U.S. adults
Berrigan, D. A., & Troiano, R. P. (2002) · American Journal of Preventive Medicine · doi:10.1016/s0749-3797(02)00476-2 · Cited by 253 · see citing works
Bolen, J. C., Rhodes, L., Powell‐Griner, E., Bland, S. D., & Holtzman, D. J. (2000) · PubMed · doi:10.13016/fuqq-anxc · Cited by 242 · see citing works
Minisymposium on Obesity: Overview and Some Strategic Considerations
Kumanyika, S. (2001) · Annual Review of Public Health · doi:10.1146/annurev.publhealth.22.1.293 · Cited by 201 · see citing works
Overweight and Obesity in Women: Health Risks and Consequences
Hu, F. B. (2003) · Journal of Women s Health · doi:10.1089/154099903321576565 · Cited by 200 · see citing works
Impact of weight loss on Health-Related Quality of Life
Fontaine, K. R., Barofsky, I., Andersen, R. E., Bartlett, S. J., Wiersema, L., Cheskin, L. J., & Franckowiak, S. C. (1999) · Quality of Life Research · doi:10.1023/a:1008835602894 · Cited by 162 · see citing works
Estimated Economic Costs of Obesity to U.S. Business
Thompson, D., Edelsberg, J., Kinsey, K. L., & Oster, G. (1998) · American Journal of Health Promotion · doi:10.4278/0890-1171-13.2.120 · Cited by 157 · see citing works
Ahluwalia, I. B., Mack, K. A., Murphy, W., Mokdad, A. H., & Bales, V. S. (2003) · PubMed · doi:10.13016/rjhq-1oli · Cited by 149 · see citing works
Body weight status of adults: United States, 1997-98.
Schoenborn, C. A., Adams, P. F., & Barnes, P. M. (2002) · PubMed · Cited by 122 · see citing works
The Relationship of Body Mass Index, Medical Costs, and Job Absenteeism
Bungum, T. J., Satterwhite, M. L., Jackson, A. W., et al. (2003) · American Journal of Health Behavior · doi:10.5993/ajhb.27.4.17 · Cited by 122 · see citing works
Campbell, M. K., Reynolds, K. D., Havas, S., Curry, S. J., Bishop, D. B., Nicklas, T. A., Palombo, R., Buller, D. B., Feldman, R. H. L., Topor, M. A., et al. (1999) · Health Education & Behavior · doi:10.1177/109019819902600409 · Cited by 112 · see citing works
Social mobility and health related behaviours in young people.
Karvonen, S., Rimpelä, A., & Rimpelä, M. (1999) · Journal of Epidemiology & Community Health · doi:10.1136/jech.53.4.211 · Cited by 103 · see citing works
A County-Level Measure of Urban Influence
Ghelfi, L. M., Parker, T. S., Ghelfi, L. M., et al. (1997) · RePEc: Research Papers in Economics · doi:10.22004/ag.econ.278818 · Cited by 98 · see citing works
Quality of Life Assessment in Obesity: Physical, Psychological, and Social Function
Sullivan, M. B. E., Sullivan, L. G. M., & Kral, J. G. (1987) · Gastroenterology Clinics of North America · doi:10.1016/s0889-8553(21)00306-x · Cited by 73 · see citing works
Marks, J. S., Hogelin, G. C., Gentry, E. M., Jones, J. T., Gaines, K. L., Forman, M. R., & Trowbridge, F. L. (1985) · American Journal of Preventive Medicine · doi:10.1016/s0749-3797(18)31371-0 · Cited by 73 · see citing works
Characterizing nutrient intakes of adolescents by sociodemographic factors
Johnson, R. K., Johnson, D. G., Wang, M. Q., et al. (1994) · Journal of Adolescent Health · doi:10.1016/1054-139x(94)90542-8 · Cited by 69 · see citing works
Pickle, L. W. (2002) · American Journal of Preventive Medicine · doi:10.1016/s0749-3797(01)00402-0 · Cited by 52 · see citing works
An evaluation of a television-delivered behavioral weight loss program: Are the ratings acceptable?
Meyers, A. W., Graves, T. J., Whelan, J., & Barclay, D. R. (1996) · Journal of Consulting and Clinical Psychology · doi:10.1037//0022-006x.64.1.172 · Cited by 52 · see citing works
Population perspectives on the prevention and treatment of obesity in minority populations
Jeffery, R. W. (1991) · American Journal of Clinical Nutrition · doi:10.1093/ajcn/53.6.1621s · Cited by 51 · see citing works
Rosamond, W. D., Ammerman, A. S., Holliday, J. L., Tawney, K. W., Hunt, K. J., Keyserling, T. C., Will, J. C., & Mokdad, A. H. (2000) · Preventive Medicine · doi:10.1006/pmed.2000.0726 · Cited by 50 · see citing works
Policy tools for the childhood obesity epidemic.
Dietz, W. H., Bland, M. G., Gortmaker, S. L., Molloy, M., & Schmid, T. L. (2002) · PubMed · Cited by 50 · see citing works
Jeffery, R. W., & Gerber, W. M. (1982) · Behavior Therapy · doi:10.1016/s0005-7894(82)80047-6 · Cited by 42 · see citing works
Hahn, R. A., Heath, G. W., & Chang, M. (1998) · PubMed · Cited by 40 · see citing works
An evaluation of a television-delivered behavioral weight loss program: Are the ratings acceptable?
Meyers, A. W., Graves, T. J., Whelan, J., et al. (1996) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.64.1.172 · Cited by 40 · see citing works
The costs of body mass index levels in an employed population.
Burton, W. N., Chen, C. Y., Schultz, A. B., et al. (1999) · PubMed · Cited by 26 · see citing works
Fries, E. A., Ripley, J. S., Figueiredo, M. I., et al. (1999) · The Journal of Rural Health · doi:10.1111/j.1748-0361.1999.tb00764.x · Cited by 16 · see citing works
The Cancer Information Service Research Consortium
Marcus, A. C. (1998) · Preventive Medicine · doi:10.1006/pmed.1998.0422 · Cited by 6 · see citing works
Depression in Association With Severe Obesity
Dixon, J. B., Dixon, M. E., & O'Brien, P. E. (2003) · Archives of Internal Medicine · doi:10.1001/archinte.163.17.2058 · Cited by 5 · see citing works
Continuing education in nutrition for rural physicians.
Moore, S. M., & Marlow, R. A. (1987) · PubMed · Cited by 4 · see citing works
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Befort, C. A., Nazir, N., & Perri, M. G. (2012) · The Journal of Rural Health · doi:10.1111/j.1748-0361.2012.00411.x · Cited by 578 · see citing works
Perri, M. G., Limacher, M. C., Durning, P. E., Janicke, D. M., Lutes, L. D., Bobroff, L. B., Dale, M. S., Daniels, M. J., Radcliff, T. A., & Martin, A. D. (2008) · Archives of Internal Medicine · doi:10.1001/archinte.168.21.2347 · Cited by 266 · see citing works
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Befort, C. A., Klemp, J. R., Austin, H. L., Perri, M. G., Schmitz, K. H., Sullivan, D. K., & Fabian, C. J. (2012) · Breast Cancer Research and Treatment · doi:10.1007/s10549-011-1922-3 · Cited by 138 · see citing works
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- Authors
- Jackson, J. E., Doescher, M. P., Jerant, A. F., & Hart, L. G.
- Affiliations
- University of Washington (US)
- University of California, Davis (US)
- Corresponding author
- Jackson, J. Elizabeth
- Venue
- The Journal of Rural Health
- Publisher
- Wiley
- Published
- 2005-03
- Volume
- 21
- Issue
- 2
- Pages
- 140-148
- ISSN
- 0890-765X (ISSN-L)
- 1748-0361
- OpenAlex
- W2153030265
- Cited by
- 253
- References
- 53
- Citations by year
- 2026: 1 · 2025: 3 · 2024: 2 · 2023: 4 · 2022: 2 · 2021: 3 · 2020: 11 · 2019: 8 · 2018: 14 · 2017: 14 · 2016: 9 · 2015: 23 · 2014: 19 · 2013: 21 · 2012: 31
- FWCI
- 10.02
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- The Journal of Rural Health (publishedVersion)
- PubMed (publishedVersion)
- Funders
- U.S. Public Health Service (U1CRH00035-03)
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Obesity, Physical Activity, Diet
- Health Sciences › Health Professions › Pharmacy › Obesity and Health Practices
- Health Sciences › Nursing › Nutrition and Dietetics › Nutrition, Health and Food Behavior
- Keywords
- obesity prevalence, obesity trends, rural counties, urban-rural differences, body mass index, African Americans, educational attainment, rural health disparities, Louisiana, Mississippi, Texas
- MeSH terms
- Adolescent, Adult, Aged, Demography, Educational Status, Female, Humans, Male, Middle Aged, Obesity, Rural Health, United States, Urban Health, Prevalence, Behavioral Risk Factor Surveillance System
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