The Association between walkability and diverse health metrics: moderating role of social vulnerability
PDF
HTML

Keywords

health behavior
mental health
physical activity
social determinants of health
Walkability

How to Cite

Hesam Shariati, F., Chupak, A. L., Looney, E., Hallum, S. H., Monroe, C. . M., Kazemian, M., & Kaczynski, A. T. (2026). The Association between walkability and diverse health metrics: moderating role of social vulnerability. Journal of Healthy Eating and Active Living, 6(1), 41–62. https://doi.org/10.51250/jheal.v6i1.113

Abstract

Little research has considered associations between walkability and multiple health outcomes and the moderating effect of social determinants of health. This study examined relationships between walkability and diverse health issues (depression, poor mental health, poor physical health, mobility disability, obesity) and no leisure-time physical activity and whether these relationships were moderated by social vulnerability. Then, we assessed whether these moderated effects varied between urbanicity. For 1089 census tracts in South Carolina, we compiled EPA National Walkability Index, 6 health metrics from the CDC-PLACES dataset, and the CDC Social Vulnerability Index. Multilevel regression models were employed to account for the nested structure of the data, with census tracts (level 1) nested within counties (level 2). Overall, tract walkability was significantly negatively associated with poor mental health, poor physical health, obesity, and no leisure-time physical activity. The interaction between National Walkability Index and Social Vulnerability Index suggested that the relationship between health metrics and walkability varied depending on the level of social vulnerability in the community. In addition, tract rural or urban classification significantly affected the relationship between walkability and some health metrics. This study’s findings provide valuable insights for equitable urban planning and strategies to address walkability and public health issues.

https://doi.org/10.51250/jheal.v6i1.113
PDF
HTML

References

Acciai, F., DeWeese, R. S., Lloyd, K., Yedidia, M. J., Kennedy, M., DiSantis, K. I., Tulloch, D., & Ohri-Vachaspati, P. (2023). The relationship between changes in neighborhood physical environment and changes in physical activity among children: A prospective cohort study. International Journal of Behavioral Nutrition and Physical Activity, 20(1), 82. https://doi.org/10.1186/s12966-023-01478-2

Adams, M. C. B., Hudson, C. L., Perkins, M. L., Hurley, R. W., & Topaloglu, U. (2025). Leveraging the Rural-Urban Commuting Area Tool to Address Geographic Disparities in Cancer Care: A Dual-Application Framework for Institutional and National Initiatives. JCO Clinical Cancer Informatics, (9), e2500122. https://doi.org/10.1200/CCI-25-00122

America’s Health Rankings. (2021). America’s Health Rankings. https://www.americashealthrankings.org/publications/reports/2021-disparities-report/state-summaries-south-carolina

An, R., & Xiang, X. (2015). Social vulnerability and leisure-time physical inactivity among US adults. American Journal of Health Behavior, 39(6), 751–760.

Anderson, E., & Durstine, J. L. (2019). Physical activity, exercise, and chronic diseases: A brief review. Sports Medicine and Health Science, 1(1), 3–10.

Andrew, M. K. (2015). Frailty and social vulnerability. Frailty in Aging, 41, 186–195.

Asiamah, N., Vieira, E. R., Gasana, J., Conduah, A. K., & Eduafo, R. (2023). The moderating influences of social networks on the relationship between neighbourhood walkability and sedentary behaviour in community-dwelling older adults in Accra, Ghana. Journal of Public Health, 31(5), 789–798.

Baobeid, A., Koç, M., & Al-Ghamdi, S. G. (2021). Walkability and its relationships with health, sustainability, and livability: Elements of physical environment and evaluation frameworks. Frontiers in Built Environment, 7, 721218.

Bereitschaft, B. (2017). Equity in neighbourhood walkability? A comparative analysis of three large US cities. Local Environment, 22(7), 859–879.

Bereitschaft, B. (2023). Do socially vulnerable urban populations have access to walkable, transit-accessible neighborhoods? A nationwide analysis of large US metropolitan areas. Urban Science, 7(1), 6.

Bernhart, J. A., Wende, M. E., Kaczynski, A. T., Wilcox, S., Dunn, C. G., & Hutto, B. (2022). Assessing the walkability environments of churches in a rural southeastern county of the United States. Journal of Public Health Management and Practice, 28(1), E170–E177.

Booth, F. W., Roberts, C. K., Thyfault, J. P., Ruegsegger, G. N., & Toedebusch, R. G. (2017). Role of Inactivity in Chronic Diseases: Evolutionary Insight and Pathophysiological Mechanisms. Physiological Reviews, 97(4), 1351–1402. https://doi.org/10.1152/physrev.00019.2016

Brown, A. F., Ma, G. X., Miranda, J., Eng, E., Castille, D., Brockie, T., Jones, P., Airhihenbuwa, C. O., Farhat, T., Zhu, L., & Trinh-Shevrin, C. (2019). Structural Interventions to Reduce and Eliminate Health Disparities. American Journal of Public Health, 109(S1), S72–S78. https://doi.org/10.2105/AJPH.2018.304844

Bucko, A. G., Porter, D. E., Saunders, R., Shirley, L., Dowda, M., & Pate, R. R. (2021). Walkability indices and children’s walking behavior in rural vs. Urban areas. Health & Place, 72, 102707. https://doi.org/10.1016/j.healthplace.2021.102707

CDC. (2022). Data.CDC.Gov. https://data.cdc.gov/500-Cities-Places/PLACES-Local-Data-for-Better-Health-County-Data-20/swc5-untb/explore

CDC. (2023a, July 18). PLACES Methodology. Centers for Disease Control and Prevention. https://www.cdc.gov/places/methodology/index.html

CDC. (2023b, September 13). South Carolina. https://www.cdc.gov/nchs/pressroom/states/southcarolina/sc.htm

CDC. (2024a). CDC/ATSDR/Social Vulnerability Index. https://hazards.fema.gov/nri/social-vulnerability

CDC. (2024b). Health Risk Behaviors. PLACES: Local Data for Better Health. https://www.cdc.gov/places/measure-definitions/health-risk-behaviors.html

CDC. (2024c). Health Status. PLACES: Local Data for Better Health. https://www.cdc.gov/places/measure-definitions/health-status.html

CDC. (2024d). Methodology. PLACES: Local Data for Better Health. https://www.cdc.gov/places/methodology/index.html

CDC. (2024e, November 6). Adult Physical Inactivity Outside of Work. Physical Activity. https://www.cdc.gov/physical-activity/php/data/inactivity-maps.html

Centers for Disease Control and Prevention [CDC]. (2024). Health Outcomes. PLACES: Local Data for Better Health. https://www.cdc.gov/places/measure-definitions/health-outcomes.html

Chakrabarti, S., & Shin, E. J. (2017). Automobile dependence and physical inactivity: Insights from the California Household Travel Survey. Journal of Transport & Health, 6, 262–271.

Chupak, A. L., Hallum, S. H., Shariati, F. H., Looney, E., & Kaczynski, A. T. (2025). Identifying disparities in the relationship between neighborhood walkability and active transportation safety within South Carolina. Journal of Transport & Health, 41, 101960.

Clarke, P., & Gallagher, N. A. (2013). Optimizing Mobility in Later Life: The Role of the Urban Built Environment for Older Adults Aging in Place. Journal of Urban Health, 90(6), 997–1009. https://doi.org/10.1007/s11524-013-9800-4

de Sa, E., & Ardern, C. I. (2014). Neighbourhood walkability, leisure-time and transport-related physical activity in a mixed urban–rural area. PeerJ, 2, e440.

DeGuzman, P. B., Huang, G., Lyons, G., Snitzer, J., & Keim-Malpass, J. (2021). Rural Disparities in Early Childhood Well Child Visit Attendance. Journal of Pediatric Nursing, 58, 76–81. https://doi.org/10.1016/j.pedn.2020.12.005

Diez Roux, A. V. (2001). Investigating neighborhood and area effects on health. American Journal of Public Health, 91(11), 1783–1789.

Diez Roux, A. V. (2008). Next steps in understanding the multilevel determinants of health. Journal of Epidemiology and Community Health, 62(11), 957–959. https://doi.org/10.1136/jech.2007.064311

Diez-Roux, A. V. (2003). Residential Environments and Cardiovascular Risk. Journal of Urban Health: Bulletin of the New York Academy of Medicine, 80(4), 569–589. https://doi.org/10.1093/jurban/jtg065

Diez-Roux, A. V. (2007). Neighborhoods and health: Where are we and were do we go from here? Revue d’epidemiologie et de Sante Publique, 55(1), 13–21.

Diez-Roux, A. V. (2016). Neighborhoods and health: What do we know? What should we do? American Journal of Public Health, 106(3), 430.

Diez-Roux, A. V., & Mair, C. (2010). Neighborhoods and health. Annals of the New York Academy of Sciences, 1186(1), 125–145. https://doi.org/10.1111/j.1749-6632.2009.05333.x

Diez-Roux, A. V., Schwartz, S., & Susser, E. (2017). Ecological variables, ecological studies, and multilevel studies in public health research. Oxford Textbook of Global Public Health, 411, 493–507.

Edwards, N., & Dulai, J. (2018). Examining the relationships between walkability and physical activity among older persons: What about stairs? BMC Public Health, 18, 1–11.

Ewing, R., & Cervero, R. (2010). Travel and the built environment: A meta-analysis. Journal of the American Planning Association, 76(3), 265–294.

Fan, J. X., Wen, M., & Wan, N. (2017). Built environment and active commuting: Rural-urban differences in the U.S. SSM - Population Health, 3, 435–441. https://doi.org/10.1016/j.ssmph.2017.05.007

Fordham, M., Lovekamp, W. E., Thomas, D. S., & Phillips, B. D. (2013). Understanding social vulnerability. Social Vulnerability to Disasters, 2, 1–29.

Foster, S., & Giles-Corti, B. (2008). The built environment, neighborhood crime and constrained physical activity: An exploration of inconsistent findings. Preventive Medicine, 47(3), 241–251.

Goon, S., Kontulainen, S., & Muhajarine, N. (2020). Neighborhood built environment measures and association with physical activity and sedentary time in 9–14-year-old children in Saskatoon, Canada. International Journal of Environmental Research and Public Health, 17(11), 3837.

Gordon-Larsen, P., Nelson, M. C., Page, P., & Popkin, B. M. (2006). Inequality in the built environment underlies key health disparities in physical activity and obesity. Pediatrics, 117(2), 417–424.

Hansmann, K. J., Grabow, M., & McAndrews, C. (2022). Health equity and active transportation: A scoping review of active transportation interventions and their impacts on health equity. Journal of Transport & Health, 25, 101346.

Harris, M. A. (2018). The relationship between physical inactivity and mental wellbeing: Findings from a gamification-based community-wide physical activity intervention. Health Psychology Open, 5(1), 2055102917753853. https://doi.org/10.1177/2055102917753853

Howell, N. A., Tu, J. V., Moineddin, R., Chen, H., Chu, A., Hystad, P., & Booth, G. L. (2019). Interaction between neighborhood walkability and traffic-related air pollution on hypertension and diabetes: The CANHEART cohort. Environment International, 132, 104799.

Howell, N. A., Tu, J. V., Moineddin, R., Chu, A., & Booth, G. L. (2019). Association Between Neighborhood Walkability and Predicted 10‐Year Cardiovascular Disease Risk: The CANHEART (Cardiovascular Health in Ambulatory Care Research Team) Cohort. Journal of the American Heart Association, 8(21), e013146. https://doi.org/10.1161/JAHA.119.013146

Høyer-Kruse, J., Schmidt, E. B., Hansen, A. F., & Pedersen, M. R. L. (2024). The interplay between social environment and opportunities for physical activity within the built environment: A scoping review. BMC Public Health, 24(1), 2361. https://doi.org/10.1186/s12889-024-19733-x

Kaczynski, A. T. (2010). Neighborhood walkability perceptions: Associations with amount of neighborhood-based physical activity by intensity and purpose. Journal of Physical Activity and Health, 7(1), 3–10.

Kaczynski, A. T., Robertson-Wilson, J., & Decloe, M. (2012). Interaction of perceived neighborhood walkability and self-efficacy on physical activity. Journal of Physical Activity and Health, 9(2), 208–217.

Kasehagen, L., Busacker, A., Kane, D., & Rohan, A. (2012). Associations Between Neighborhood Characteristics and Physical Activity Among Youth Within Rural–Urban Commuting Areas in the US. Maternal and Child Health Journal, 16(S2), 258–267. https://doi.org/10.1007/s10995-012-1188-3

Keats, M. R., Cui, Y., DeClercq, V., Grandy, S. A., Sweeney, E., & Dummer, T. J. (2020). Associations between neighborhood walkability, physical activity, and chronic disease in Nova Scotian adults: An Atlantic PATH cohort study. International Journal of Environmental Research and Public Health, 17(22), 8643.

King, A. C., Sallis, J. F., Frank, L. D., Saelens, B. E., Cain, K., Conway, T. L., Chapman, J. E., Ahn, D. K., & Kerr, J. (2011). Aging in neighborhoods differing in walkability and income: Associations with physical activity and obesity in older adults. Social Science & Medicine, 73(10), 1525–1533. https://doi.org/10.1016/j.socscimed.2011.08.032

Kocjan, G. Z., Avsec, A., & Kavčič, T. (2024). Feeling too low to be active: Physical inactivity mediates the relationship between mental and physical health. Social Science & Medicine, 341, 116546.

Koohsari, M. J., McCormack, G. R., Nakaya, T., Shibata, A., Ishii, K., Yasunaga, A., Hanibuchi, T., & Oka, K. (2019). Urban design and Japanese older adults’ depressive symptoms. Cities, 87, 166–173.

Kowaleski-Jones, L., Zick, C., Smith, K. R., Brown, B., Hanson, H., & Fan, J. (2018). Walkable neighborhoods and obesity: Evaluating effects with a propensity score approach. SSM-Population Health, 6, 9–15.

Kumar, S., & Preetha, G. S. (2012). Health promotion: An effective tool for global health. Indian Journal of Community Medicine: Official Publication of Indian Association of Preventive & Social Medicine, 37(1), 5.

Kurth, T., Gaziano, J. M., Berger, K., Kase, C. S., Rexrode, K. M., Cook, N. R., Buring, J. E., & Manson, J. E. (2002). Body mass index and the risk of stroke in men. Archives of Internal Medicine, 162(22), 2557–2562.

Laddu, D., Paluch, A. E., & LaMonte, M. J. (2021). The role of the built environment in promoting movement and physical activity across the lifespan: Implications for public health. Progress in Cardiovascular Diseases, 64, 33–40.

Lauwers, L., Leone, M., Guyot, M., Pelgrims, I., Remmen, R., Van den Broeck, K., Keune, H., & Bastiaens, H. (2021). Exploring how the urban neighborhood environment influences mental well-being using walking interviews. Health & Place, 67, 102497.

Lavie, C. J., Ozemek, C., Carbone, S., Katzmarzyk, P. T., & Blair, S. N. (2019). Sedentary Behavior, Exercise, and Cardiovascular Health. Circulation Research, 124(5), 799–815. https://doi.org/10.1161/CIRCRESAHA.118.312669

Leslie, E., Coffee, N., Frank, L., Owen, N., Bauman, A., & Hugo, G. (2007). Walkability of local communities: Using geographic information systems to objectively assess relevant environmental attributes. Health & Place, 13(1), 111–122.

Leyden, K. M. (2003). Social capital and the built environment: The importance of walkable neighborhoods. American Journal of Public Health, 93(9), 1546–1551.

Link, B. G., & Phelan, J. (1995). Social conditions as fundamental causes of disease. Journal of Health and Social Behavior, 80–94.

Liu, S., Morin, S. B., Bourand, N. M., DeClue, I. L., Delgado, G. E., Fan, J., Foster, S. K., Imam, M. S., Johnston, C. B., & Joseph, F. B. (2023). Social vulnerability and risk of suicide in US adults, 2016-2020. JAMA Network Open, 6(4), e239995–e239995.

Liu, Y., Gu, X., Wang, Z., & Anderson, A. (2024). Urban greenery distribution and its link to social vulnerability. Urban Forestry & Urban Greening, 101, 128542.

Lovasi, G. S., Grady, S., & Rundle, A. (2011). Steps forward: Review and recommendations for research on walkability, physical activity and cardiovascular health. Public Health Reviews, 33(2), 484–506.

Macintyre, S., Ellaway, A., & Cummins, S. (2002). Place effects on health: How can we conceptualise, operationalise and measure them? Social Science & Medicine, 55(1), 125–139.

Maddock, J. E., Perry, C., Seguin-Fowler, R., Diekman, N. F., Currier, J., Winkle, J., Lenstra, N., & Franklin, H. (2024). Is Walk Score a useful tool for measuring walkability in rural communities? The Journal of Rural Health: Official Journal of the American Rural Health Association and the National Rural Health Care Association, 41(2), e12895.

Mah, J., Rockwood, K., Stevens, S., Keefe, J., & Andrew, M. K. (2023). Do interventions reducing social vulnerability improve health in community dwelling older adults? A systematic review. Clinical Interventions in Aging, 447–465.

Makram, O. M., Pan, A., Parekh, T., Maddock, J. E., & Kash, B. (2025). Exploring the relationship between neighborhood walkability and mental health: A study of urban areas in Texas. Heliyon, 11(4). https://www.cell.com/heliyon/fulltext/S2405-8440(25)01091-6?uuid=uuid%3A6fba79c2-9452-41ab-b800-a2447c5dd117

Mazumdar, S., Learnihan, V., Cochrane, T., & Davey, R. (2018). The built environment and social capital: A systematic review. Environment and Behavior, 50(2), 119–158.

McCormack, G. R., Spence, J. C., McHugh, T.-L., & Mummery, W. K. (2022). The effect of neighborhood walkability on changes in physical activity and sedentary behavior during a 12-week pedometer-facilitated intervention. PLOS ONE, 17(12), e0278596. https://doi.org/10.1371/journal.pone.0278596

McKenzie, T. L., Moody, J. S., Carlson, J. A., Lopez, N. V., & Elder, J. P. (2013). Neighborhood income matters: Disparities in community recreation facilities, amenities, and programs. Journal of Park and Recreation Administration, 31(4), 12.

Moored, K. D., Crane, B. M., Carlson, M. C., Dunlap, P. M., Brach, J. S., & Rosso, A. L. (2024). Neighborhood walkability is associated with global positioning system-derived community mobility of older adults. The Journals of Gerontology, Series A: Biological Sciences and Medical Sciences, 79(7), glae132.

Mulrooney, T., Liang, C.-L., Kurkalova, L. A., McGinn, C., & Okoli, C. (2023). Quantitatively defining and mapping rural: A case study of North Carolina. Journal of Rural Studies, 97, 47–56. https://doi.org/10.1016/j.jrurstud.2022.11.011

National Heart, Lung, and Blood Institute. (2022). Overweight and Obesity-NIH. https://www.nhlbi.nih.gov/health/overweight-and-obesity/causes

National Institute of Mental Health. (2021). Major Depression—National Institute of Mental Health (NIMH). https://www.nimh.nih.gov/health/statistics/major-depression

Ohrnberger, J., Fichera, E., & Sutton, M. (2017). The relationship between physical and mental health: A mediation analysis. Social Science & Medicine, 195, 42–49.

Pan, A., Sun, Q., Okereke, O. I., Rexrode, K. M., & Hu, F. B. (2011). Depression and risk of stroke morbidity and mortality: A meta-analysis and systematic review. Jama, 306(11), 1241–1249.

Penninx, B. W., Beekman, A. T., Honig, A., Deeg, D. J., Schoevers, R. A., Van Eijk, J. T., & Van Tilburg, W. (2001). Depression and cardiac mortality: Results from a community-based longitudinal study. Archives of General Psychiatry, 58(3), 221–227.

Pereira, M. F., Vale, D. S., & Santana, P. (2023). Is walkability equitably distributed across socio-economic groups?–A spatial analysis for Lisbon metropolitan area. Journal of Transport Geography, 106, 103491.

Powell-Wiley, T. M., Poirier, P., Burke, L. E., Després, J.-P., Gordon-Larsen, P., Lavie, C. J., Lear, S. A., Ndumele, C. E., Neeland, I. J., Sanders, P., St-Onge, M.-P., & On behalf of the American Heart Association Council on Lifestyle and Cardiometabolic Health; Council on Cardiovascular and Stroke Nursing; Council on Clinical Cardiology; Council on Epidemiology and Prevention; and Stroke Council. (2021). Obesity and Cardiovascular Disease: A Scientific Statement From the American Heart Association. Circulation, 143(21). https://doi.org/10.1161/CIR.0000000000000973

Rees-Punia, E., Hathaway, E. D., & Gay, J. L. (2018). Crime, perceived safety, and physical activity: A meta-analysis. Preventive Medicine, 111, 307–313.

Reis, R. S., Hino, A. A. F., Rech, C. R., Kerr, J., & Hallal, P. C. (2013). Walkability and physical activity: Findings from Curitiba, Brazil. American Journal of Preventive Medicine, 45(3), 269–275.

Riggs, W. (2016). Inclusively walkable: Exploring the equity of walkable housing in the San Francisco Bay Area. Local Environment, 21(5), 527–554.

Riggs, W., & Sethi, S. A. (2020). Multimodal travel behaviour, walkability indices, and social mobility: How neighbourhood walkability, income and household characteristics guide walking, biking & transit decisions. Local Environment, 25(1), 57–68.

Rockhill, S. M., Soto, G. W., Whitfield, G. P., Barry, V., & Fletcher, K. (2025). Associations between National walkability Index and Traffic-Related pedestrian Deaths, United States, 2017–2019. Transportation Research Interdisciplinary Perspectives, 31, 101404. https://doi.org/10.1016/j.trip.2025.101404

Rohrer, J., Pierce, J., & Denison, A. (2004). Walkability and self-rated health in primary care patients. BMC Family Practice, 5(1), 29. https://doi.org/10.1186/1471-2296-5-29

Sallis, J. F., Floyd, M. F., Rodríguez, D. A., & Saelens, B. E. (2012). Role of built environments in physical activity, obesity, and cardiovascular disease. Circulation, 125(5), 729–737.

Salvo, G., Lashewicz, B. M., Doyle-Baker, P. K., & McCormack, G. R. (2018). Neighbourhood built environment influences on physical activity among adults: A systematized review of qualitative evidence. International Journal of Environmental Research and Public Health, 15(5), 897.

Shediac-Rizkallah, M. C., & Bone, L. R. (1998). Planning for the sustainability of community-based health programs: Conceptual frameworks and future directions for research, practice and policy. Health Education Research, 13(1), 87–108.

Sher, Y., Lolak, S., & Maldonado, J. R. (2010). The Impact of Depression in Heart Disease. Current Psychiatry Reports, 12(3), 255–264. https://doi.org/10.1007/s11920-010-0116-8

Smith, K. R., Brown, B. B., Yamada, I., Kowaleski-Jones, L., Zick, C. D., & Fan, J. X. (2008). Walkability and body mass index: Density, design, and new diversity measures. American Journal of Preventive Medicine, 35(3), 237–244.

Sonawane, K., Borse, K. N., Jefferson, M., Damgacioglu, H., Carpenter, M. J., Pearce, J. L., Ogretmen, B., Paczesny, S., O’Bryan, J. P., Obeid, J. S., Ford, M. E., & Deshmukh, A. A. (2024). Developing catchment area data dashboards for cancer centers: A stakeholder-engaged approach. Preventive Oncology & Epidemiology, 2(1), 2394193. https://doi.org/10.1080/28322134.2024.2394193

South Carolina Department of Public Health. (2024). South Carolina Department of Public Health. https://dph.sc.gov/professionals/public-health-data/behavioral-risk-factor-surveillance-system-brfss

StataCorp. (2023). Stata Statistical Software: Release 18. College Station, TX: StataCorp LLC. [Computer software]. https://www.stata.com/support/faqs/resources/citing-software-documentation-faqs/

Stowe, E. W., Hughey, S. M., Hallum, S. H., & Kaczynski, A. T. (2019). Associations between walkability and youth obesity: Differences by urbanicity. Childhood Obesity, 15(8), 555–559.

Tao, Y., Ma, J., Shen, Y., & Chai, Y. (2022). Neighborhood effects on health: A multilevel analysis of neighborhood environment, physical activity and public health in suburban Shanghai. Cities, 129, 103847.

Thielman, J., Rosella, L., Copes, R., Lebenbaum, M., & Manson, H. (2015). Neighborhood walkability: Differential associations with self-reported transport walking and leisure-time physical activity in Canadian towns and cities of all sizes. Preventive Medicine, 77, 174–180. https://doi.org/10.1016/j.ypmed.2015.05.011

Thomas, J., & Zeller, L. (2017). National walkability index user guide and methodology. Environ. Prot. Agency: Washington, DC, USA.

Thomas, K. M., Hesam Shariati, F., Hallum, S. H., & Kaczynski, A. T. (2025). Examining the Relationship Between Social Vulnerability and Sidewalk Access and Walkability Across a Large Southeastern U.S. City. Environmental Justice, 19394071251378221. https://doi.org/10.1177/19394071251378221

Twenge, J. M., Cooper, A. B., Joiner, T. E., Duffy, M. E., & Binau, S. G. (2019). Age, period, and cohort trends in mood disorder indicators and suicide-related outcomes in a nationally representative dataset, 2005–2017. Journal of Abnormal Psychology, 128(3), 185.

US Census Bureau, South Carolina. (2020). US Census Bureau QuickFacts: South Carolina. https://www.census.gov/quickfacts/fact/table/SC/POP060220#POP060220

U.S. Department of Agriculture, Economic Research Service. (2025). U.S. Department of Agriculture, Economic Research Service. 2020 Rural-Urban Commuting Area Codes. https://www.ers.usda.gov/data-products/rural-urban-commuting-area-codes

US Department of Agriculture, Economic Research Service [USDA ERS]. (2024). USDA, ERS. https://www.ers.usda.gov/data-products/rural-urban-commuting-area-codes/documentation/

US EPA, O. (2021, May 17). National Walkability Index User Guide and Methodology [Reports and Assessments]. https://www.epa.gov/smartgrowth/national-walkability-index-user-guide-and-methodology

Van Cauwenberg, J., Van Holle, V., De Bourdeaudhuij, I., Van Dyck, D., & Deforche, B. (2016). Neighborhood walkability and health outcomes among older adults: The mediating role of physical activity. Health & Place, 37, 16–25. https://doi.org/10.1016/j.healthplace.2015.11.003

Van Holle, V., Van Cauwenberg, J., Van Dyck, D., Deforche, B., Van de Weghe, N., & De Bourdeaudhuij, I. (2014). Relationship between neighborhood walkability and older adults’ physical activity: Results from the Belgian Environmental Physical Activity Study in Seniors (BEPAS Seniors). International Journal of Behavioral Nutrition and Physical Activity, 11, 1–9.

Wali, B. (2023). Interactive impacts of walkability, social vulnerability, & travel behavior on COVID-19 mortality: A hierarchical Bayesian spatial random parameter approach. Sustainable Cities and Society, 91, 104454.

Wang, M. L., Narcisse, M., & McElfish, P. A. (2023). Higher walkability associated with increased physical activity and reduced obesity among United States adults. Obesity, 31(2), 553–564. https://doi.org/10.1002/oby.23634

Watson, K. B., Whitfield, G. P., Thomas, J. V., Berrigan, D., Fulton, J. E., & Carlson, S. A. (2020). Associations between the national walkability index and walking among US adults—National Health Interview Survey, 2015. Preventive Medicine, 137, 106122.

Wei, Y. D., Xiao, W., Wen, M., & Wei, R. (2016). Walkability, land use and physical activity. Sustainability, 8(1), 65.

Westenhöfer, J., Nouri, E., Reschke, M. L., Seebach, F., & Buchcik, J. (2023). Walkability and urban built environments—A systematic review of health impact assessments (HIA). BMC Public Health, 23(1), 1–19.

White, M. J., McClure, E., Killeen, J., Howard, J., Skinner, A. C., Spears, T., & Perrin, E. M. (2021). Changes in the recreational built environment and youth body mass index. Academic Pediatrics, 21(1), 76–83.

Willey, J. Z., Moon, Y. P., Sacco, R. L., Greenlee, H., Diaz, K. M., Wright, C. B., Elkind, M. S., & Cheung, Y. K. (2017). Physical inactivity is a strong risk factor for stroke in the oldest old: Findings from a multi-ethnic population (the Northern Manhattan Study). International Journal of Stroke, 12(2), 197–200. https://doi.org/10.1177/1747493016676614

Williams, T., Lakhani, A., & Spelten, E. (2022). Interventions to reduce loneliness and social isolation in rural settings: A mixed-methods review. Journal of Rural Studies, 90, 76–92.

Yoon, H., Choi, K., & Jang, Y. (2017). The Role of Neighborhood Walkable Design and Walking Behavior in Mental Health (poster). Journal of Transport & Health, 7, S9.

Zhu, X., Lu, Z., Yu, C.-Y., Lee, C., & Mann, G. (2013). Walkable communities: Impacts on residents’ physical and social health. World Health Design, 6(3), 68–75.

Creative Commons License

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.

Copyright (c) 2026 Farnaz Hesam Shariati, Anna L. Chupak, Erin Looney, Shirelle H. Hallum, Courtney M. Monroe, Mojtaba Kazemian, Andrew T. Kaczynski