Analysis of Socio-Demographic, Pollution, And Hazard Risk Factors Affecting Life Expectancy In West Virginia: A Multilevel Regression Approach

Factors Affecting Life Expectancy In West Virginia

Authors

  • Sagar Sharma Timilsina West Virginia University
  • Tilak Bhusal West Virginia University
  • Ashish Nimbarte West Virginia University
  • Avishek Choudhury West Virginia University https://orcid.org/0000-0002-5342-0709

Keywords:

Life expectancy, Hazard proximity, Exposure risk, Pollution, Socio-economic, Demographic

Abstract

West Virginia, a rural Appalachian state, has the second lowest life expectancy at birth in the USA. Multiple factors like demographic, socio-economic, pollution, hazard proximities, etc., are worsening the situation. We have developed multiple multilevel linear regression models with counties as the clustering variable to study the relation of different factors with life expectancy. Data was extracted from the EPA’s EJScreen and P2 EJ facility mapping tool datasets. Data covering 1,639 census blocks across all 55 counties of the West Virginia state is considered. We found the model with Hazard Proximity and Exposure Risk variables had the best fit, and it suggested that traffic proximities, residential lead exposure, toxic releases to discharge water, proximity to underground storage tanks, proximities to RMP facilities had a significant positive relation to lower life expectancies in West Virginia. Although not a significant parameter, proximity to Superfund sites was also positively related to lower life expectancies in West Virginia. Therefore, state- and federal-level policymakers should consider these hazard proximities and exposure risk factors while making policies related to life expectancies.

References

Ahern, M. M., Hendryx, M., Conley, J., Fedorko, E., Ducatman, A., & Zullig, K. J. (2011). The association between mountaintop mining and birth defects among live births in central Appalachia, 1996–2003. Environmental Research, 111(6), 838–846. https://doi.org/https://doi.org/10.1016/j.envres.2011.05.019

Ana, N.-A., Eliseo, G., K, S. E., & J, R. S. (2007). Lead Exposure and Cardiovascular Disease—A Systematic Review. Environmental Health Perspectives, 115(3), 472–482. https://doi.org/10.1289/ehp.9785

Boskabady, M., Marefati, N., Farkhondeh, T., Shakeri, F., Farshbaf, A., & Boskabady, M. H. (2018). The effect of environmental lead exposure on human health and the contribution of inflammatory mechanisms, a review. Environment International, 120, 404–420. https://doi.org/https://doi.org/10.1016/j.envint.2018.08.013

Brender, J. D., Maantay, J. A., & Chakraborty, J. (2011). Residential Proximity to Environmental Hazards and Adverse Health Outcomes. American Journal of Public Health, 101(S1), S37–S52. https://doi.org/10.2105/AJPH.2011.300183

Catillon, M., Cutler, D., & Getzen, T. (2018). Two Hundred Years of Health and Medical Care: The Importance of Medical Care for Life Expectancy Gains. National Bureau of Economic Research Working Paper Series, No. 25330. https://doi.org/10.3386/w25330

DePietro Andrew. (2023, November 9). 2023 Poverty Rate By State, Per The Latest Census Data. Forbes. https://www.forbes.com/sites/andrewdepietro/2023/11/09/2023-poverty-rate-by-state-per-the-latest-census-data/

Domingo, J. L., Marquès, M., Mari, M., & Schuhmacher, M. (2020). Adverse health effects for populations living near waste incinerators with special attention to hazardous waste incinerators. A review of the scientific literature. Environmental Research, 187, 109631. https://doi.org/https://doi.org/10.1016/j.envres.2020.109631

Gan, W. Q., Tamburic, L., Davies, H. W., Demers, P. A., Koehoorn, M., & Brauer, M. (2010). Changes in Residential Proximity to Road Traffic and the Risk of Death From Coronary Heart Disease. Epidemiology, 21(5). https://journals.lww.com/epidem/fulltext/2010/09000/changes_in_residential_proximity_to_road_traffic.18.aspx

Garry, V. F., Harkins, M., Lyubimov, A., Erickson, L., & Long, L. (2002). REPRODUCTIVE OUTCOMES IN THE WOMEN OF THE RED RIVER VALLEY OF THE NORTH. I. THE SPOUSES OF PESTICIDE APPLICATORS: PREGNANCY LOSS, AGE AT MENARCHE, AND EXPOSURES TO PESTICIDES. Journal of Toxicology and Environmental Health, Part A, 65(11), 769–786. https://doi.org/10.1080/00984100290071333

Guignet, D., Jenkins, R. R., Belke, J., & Mason, H. (2023). The property value impacts of industrial chemical accidents. Journal of Environmental Economics and Management, 120, 102839. https://doi.org/https://doi.org/10.1016/j.jeem.2023.102839

Hendryx, M., & Ahern, M. M. (2008). Relations Between Health Indicators and Residential Proximity to Coal Mining in West Virginia. American Journal of Public Health, 98(4), 669–671. https://doi.org/10.2105/AJPH.2007.113472

Hoffmann, B., Moebus, S., Dragano, N., Möhlenkamp, S., Memmesheimer, M., Erbel, R., & Jöckel, K.-H. (2009). Residential traffic exposure and coronary heart disease: results from the Heinz Nixdorf Recall Study. Biomarkers, 14(sup1), 74–78. https://doi.org/10.1080/13547500902965096

Hong, I., Wilson, B., Gross, T., Conley, J., & Powers, T. (2023). Challenging terrains: socio-spatial analysis of Primary Health Care Access Disparities in West Virginia. Applied Spatial Analysis and Policy, 16(1), 141–161. https://doi.org/10.1007/s12061-022-09472-0

JASP Team. (2024). JASP (Version 0.18.3.0). https://jasp-stats.org/

Jiang, X., Zhang, H., Wang, X., Zhang, X., & Ding, K. (2022). Comprehensive Analysis of the Association between Human Diseases and Water Pollutants. International Journal of Environmental Research and Public Health, 19(24). https://doi.org/10.3390/ijerph192416475

Johnson, B. L. (1995). Nature, extent, and impact of superfund hazardous waste sites. Chemosphere, 31(1), 2415–2428. https://doi.org/https://doi.org/10.1016/0045-6535(95)00112-L

Johnson Barry L., & DeRosa Christopher. (1997). The Toxicologic Hazard of Superfund Hazardous-Waste Sites. 12(4), 235–252. https://doi.org/doi:10.1515/REVEH.1997.12.4.235

Khuder, S., Milz, S. A., Bisesi, M., Vincent, R., McNulty, W., & Czajkowski, K. (2007). Health Survey of Residents Living Near Farm Fields Permitted to Receive Biosolids. Archives of Environmental & Occupational Health, 62(1), 5–11. https://doi.org/10.3200/AEOH.62.1.5-11

Kleindorfer, P. R., Elliott, M. R., Wang, Y., & Lowe, R. A. (2004). Drivers of accident preparedness and safety: evidence from the RMP Rule. Journal of Hazardous Materials, 115(1), 9–16. https://doi.org/https://doi.org/10.1016/j.jhazmat.2004.06.016

Maestrini, L., Hui, F. K. C., & Welsh, A. H. (2024). Restricted maximum likelihood estimation in generalized linear mixed models. ArXiv Preprint ArXiv:2402.12719.

Microsoft Corporation. (2021). Microsoft Excel (Version LTSC Professional Plus 2021). https://www.microsoft.com/en-us/

Nadim, F., Zack, P., Hoag, G. E., Liu, S., & Carley, R. J. (2000). Non-Uniform Regulations of Underground Storage Tanks in the United States: Calls for a National-Scale Revision. Spill Science & Technology Bulletin, 6(5), 341–348. https://doi.org/https://doi.org/10.1016/S1353-2561(01)00051-2

Northridge, M. E., Stover, G. N., Rosenthal, J. E., & Sherard, D. (2003). Environmental Equity and Health: Understanding Complexity and Moving Forward. American Journal of Public Health, 93(2), 209–214. https://doi.org/10.2105/AJPH.93.2.209

Ooi, C. S., Keng Ngui, W., Hui, K. H., Lim, H., & Leong, M. S. (2019). Review of Underground Storage Tank Condition Monitoring Techniques; Review of Underground Storage Tank Condition Monitoring Techniques. https://doi.org/10.1051/matecconf/20192

Patočka, J., & Kuča, K. (2016). LEAD EXPOSURE AND ENVIRONMENTAL HEALTH. Military Medical Science Letters, 85(4), 147–163. https://doi.org/10.31482/mmsl.2016.027

Pope III, C. A., Burnett, R. T., Thun, M. J., Calle, E. E., Krewski, D., Ito, K., & Thurston, G. D. (2002). Lung Cancer, Cardiopulmonary Mortality, and Long-term Exposure to Fine Particulate Air Pollution. JAMA, 287(9), 1132–1141. https://doi.org/10.1001/jama.287.9.1132

Prüss-Üstün, A., Fewtrell, L., Landrigan, P. J., Luis Ayuso-Mateos, J., Ezzati, M., Lopez, A. D., Rodgers, A., & Murray, C. J. (2004). World Health Organization Report Part Title: Lead exposure Report Part Title: Comparative Quantification of Health Risks Report Subtitle: Global and Regional Burden of Disease Attributable to Selected Major Risk Factors Report Editor(s). In World Health Organization.

Roffia, P., Bucciol, A., & Hashlamoun, S. (2023). Determinants of life expectancy at birth: a longitudinal study on OECD countries. International Journal of Health Economics and Management, 23(2), 189–212. https://doi.org/10.1007/s10754-022-09338-5

Rogot, E., Paul Sorlie, M. D., & Johnson, N. J. (1992). Life Expectancy by Employment Status, Income, and Education in the National Longitudinal Mortality Study.

Saxena, S. C., & Jotshi, C. K. (1996). Management and combustion of hazardous wastes. Progress in Energy and Combustion Science, 22(5), 401–425. https://doi.org/https://doi.org/10.1016/S0360-1285(96)00007-X

Schulz, A., & Northridge, M. E. (2004). Social Determinants of Health: Implications for Environmental Health Promotion. Health Education & Behavior, 31(4), 455–471. https://doi.org/10.1177/1090198104265598

Singh, G. K., Kogan, M. D., & Slifkin, R. T. (2017). Widening Disparities In Infant Mortality And Life Expectancy Between Appalachia And The Rest Of The United States, 1990–2013. Health Affairs, 36(8), 1423–1432. https://doi.org/10.1377/hlthaff.2016.1571

Singh, G., & Lee, H. (2020). Marked Disparities in Life Expectancy by Education, Poverty Level, Occupation, and Housing Tenure in the United States, 1997-2014. International Journal of Maternal and Child Health and AIDS (IJMA), 10(1), 7–18. https://doi.org/10.21106/ijma.402

Song, J., Pan, T., Xu, Z., Yi, W., Pan, R., Cheng, J., Hu, W., & Su, H. (2024). A systematic analysis of chronic kidney disease burden attributable to lead exposure based on the global burden of disease study 2019. Science of The Total Environment, 908, 168189. https://doi.org/https://doi.org/10.1016/j.scitotenv.2023.168189

Sørensen, M., Hvidberg, M., Andersen, Z., Nordsborg, R., Lillelund, K., Jakobsen, J., Tjønneland, A., Overvad, K., & Raaschou-Nielsen, O. (2011). Road Traffic Noise and Stroke: A Prospective Cohort Study. Epidemiology, 22(1). https://journals.lww.com/epidem/fulltext/2011/01001/road_traffic_noise_and_stroke__a_prospective.127.aspx

Srivastav, A. L., & Ranjan, M. (2020). Chapter 1 - Inorganic water pollutants. In P. Devi, P. Singh, & S. K. Kansal (Eds.), Inorganic Pollutants in Water (pp. 1–15). Elsevier. https://doi.org/https://doi.org/10.1016/B978-0-12-818965-8.00001-9

Tafran, K., Tumin, M., & Osman, A. F. (2020). Poverty, Income, and Unemployment as Determinants of Life Expectancy: Empirical Evidence from Panel Data of Thirteen Malaysian States. Iran J Public Health, 49(2), 294–303. https://pmc.ncbi.nlm.nih.gov/articles/PMC7231709/

Tejada-Vera B, Salant B, & Arias E. (2022). U.S. Life Expectancy by State and Sex for 2020. National Center for Health Statistics. https://www.cdc.gov/nchs/data-visualization/state-life-expectancy/index_2020.htm

The jamovi project. (2024). jamovi (Version 2.5.6). https://www.jamovi.org/

Thornton, J. W., McCally, M., & Houlihan, J. (2002). Biomonitoring of Industrial Pollutants: Health and Policy Implications of the Chemical Body Burden. Public Health Reports®, 117(4), 315–323. https://doi.org/10.1093/phr/117.4.315

UN Department of Economic and social affairs. (2024). World Population Prospects. United Nations. https://population.un.org/wpp/Graphs/DemographicProfiles/Line/900

United States Environmental Protection Agency. (2023a, June). EJScreen. https://www.epa.gov/ejscreen/download-ejscreen-data

United States Environmental Protection Agency. (2023b, June). Pollution Prevention (P2) Environmental Justice (EJ) Facility Mapping Tool. https://awsedap.epa.gov/public/extensions/P2_EJ/P2_EJ.html

U.S. Department of Housing and Urban Development. (2024). FY24 Lead Hazard Reduction Grant Program. U.S. Department of Housing and Urban Development. https://www.hud.gov/program_offices/cfo/gmomgmt/grantsinfo/fundingopps/lead_hazard_reduction

U.S. Department of Transportation. (2021, November). The Bipartisan Infrastructure Law Will Deliver for West Virginia. Office of Public Affairs, U.S. Department of Transportation. www.transportation.gov/newsroom

U.S. Environmental Protection Agency (EPA). (2023). EJScreen Technical Documentation. www.epa.gov/EJScreen

USEPA. (2024, July). National Priorities List (NPL) Sites - by State. Environment Protection Agency. https://www.epa.gov/superfund/national-priorities-list-npl-sites-state#WV

Walsh, R., & Ward, A. S. (2022). An overview of the evolving jurisdictional scope of the U.S. Clean Water Act for hydrologists. WIREs Water, 9(5), e1603. https://doi.org/https://doi.org/10.1002/wat2.1603

Wato, T., & Amare, M. (2020). The Agricultural Water Pollution and Its Minimization Strategies – A Review. Journal of Resources Development and Management, 64, 10–22. https://doi.org/10.7176/jrdm/64-02

World Health Organization. (2024). Life expectancy at birth (years). World Health Organization. https://www.who.int/data/gho/data/indicators/indicator-details/GHO/life-expectancy-at-birth-(years)

Yuchi, W., Sbihi, H., Davies, H., Tamburic, L., & Brauer, M. (2020). Road proximity, air pollution, noise, green space and neurologic disease incidence: A population-based cohort study. Environmental Health: A Global Access Science Source, 19(1). https://doi.org/10.1186/s12940-020-0565-4

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Published

2025-01-08

How to Cite

Timilsina, S. S. ., Bhusal, T., Nimbarte, A., & Choudhury, A. (2025). Analysis of Socio-Demographic, Pollution, And Hazard Risk Factors Affecting Life Expectancy In West Virginia: A Multilevel Regression Approach: Factors Affecting Life Expectancy In West Virginia. Proceedings of the West Virginia Academy of Science, 97(1). Retrieved from https://pwvas.org/index.php/pwvas/article/view/1106

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