Planning beyond the metro: Rural travel behavior and the built environment

Harry Schukei

VHB, Inc.

Dana Rowangould

University of Vermont

DOI: https://doi.org/10.5198/jtlu.2025.2671

Keywords: Built environment, Travel behavior, VMT, Mode choice, Rural


Abstract

Reducing greenhouse gas (GHG) emissions from transportation is particularly challenging in rural communities. People living in rural areas are more vehicle reliant and are also more likely to face barriers to meeting their mobility needs. One approach to reducing vehicle travel without exacerbating mobility challenges is through directing population growth into compact multimodal communities. Despite substantial differences in travel in rural versus urban contexts, very little prior research has evaluated the relationship between travel and the built environment (BE) in rural areas. We use spatially detailed travel behavior data to evaluate the relationships between BE factors and sustainable travel behaviors in rural communities in the United States. We find that the relationship between travel and the BE differs between rural and urban areas, with local access exhibiting a weaker association with travel behavior in rural communities when compared with urban communities. Conversely, regional access exhibits a larger association with travel behavior in rural communities. We also found that the association between personal characteristics and travel behavior was significantly smaller in rural communities. Furthermore, our results suggest that the relationships between travel and the BE may differ across different types of rural communities.

Transportation planners and researchers should take note of the different relationship between the BE and travel behavior in urban and rural areas. Our research suggests that while relationships between travel and the BE observed in urban-focused research may not hold in rural communities, there does appear to be some ability to influence travel behavior using the built environment.


References

Ao, Y., Li, M., Ding, X., Zheng, J., Xiao, S., Deng, S., … , & Martek, I. (2022). Built environment and travel behavior in rural areas: A scientometric literature review. Frontiers in Ecology and Evolution, 10. https://doi.org/10.3389/fevo.2022.1018581

Arel-Bundock, V., Greifer, N., & Heiss, A. (2024). How to interpret statistical models using marginal effects for R and Python. Journal of Statistical Software, 111, 1–32. https://doi.org/10.18637/jss.v111.i09

Bennett, K. J., Borders, T. F., Holmes, G. M., Kozhimannil, K. B., & Ziller, E. (2019). What Is rural? Challenges and implications of definitions that inadequately encompass rural people and places. Health Affairs, 38(12), 1985–1992. https://doi.org/10.1377/hlthaff.2019.00910

Blumenberg, E., Brown, A., & Schouten, A. (2020). Car-deficit households: Determinants and implications for household travel in the U.S. Transportation, 47(3), 1103–1125. https://doi.org/10.1007/s11116-018-9956-6

Brownstone, D., & Golob, T. F. (2009). The impact of residential density on vehicle usage and energy consumption. Journal of Urban Economics, 65(1), 91–98. https://doi.org/10.1016/j.jue.2008.09.002

Cao, X., Mokhtarian, P. L., & Handy, S. L. (2009). Examining the impacts of residential self‐selection on travel behavior: A focus on empirical findings. Transport Reviews, 29(3), 359–395. https://doi.org/10.1080/01441640802539195

Cervero, R., & Kockelman, K. (1997). Travel demand and the 3Ds: Density, diversity, and design. Transportation Research Part D: Transport and Environment, 2(3), 199–219. https://doi.org/10.1016/S1361-9209(97)00009-6

Childs, E. M., Boyas, J. F., & Blackburn, J. R. (2022). Off the beaten path: A scoping review of how ‘rural’ is defined by the U.S. government for rural health promotion. Health Promotion Perspectives, 12(1), Article 1. https://doi.org/10.34172/hpp.2022.02

Claritas. (2018). Assessing the role of urbanicity. Cincinnati, OH: Claritas, LLC. https://nhts.ornl.gov/assets/Assessing_the_Role_of_Urbanicity.pdf

Dalbey, M. (2008). Implementing smart growth strategies in rural America: Development patterns that support public health goals. Journal of Public Health Management and Practice, 14(3), 238–243. https://doi.org/10.1097/01.PHH.0000316482.65135.e8

Davis, J. C. (2022, November). Rural America at a glance: 2022 Edition. Washington, DC: United States Department of Agriculture Economic Research Service. https://www.ers.usda.gov/webdocs/publications/105155/eib-246.pdf?v=2341.8

Espeland, S., & Rowangould, D. (2024). Rural travel burdens in the United States: Unmet need and travel costs. Journal of Transport Geography, 121, 12. https://doi.org/10.1016/j.jtrangeo.2024.104016

Ewing, R., & Cervero, R. (2010). Travel and the built environment. Journal of the American Planning Association, 76(3), 265–294. https://doi.org/10.1080/01944361003766766

Federal Highway Administration. (2017). 2017 National Household Travel Survey (Dataset). U.S. Department of Transportation. https://nhts.ornl.gov

Federal Highway Administration. (2020, August). Derived variables. U.S. Department of Transportation. https://nhts.ornl.gov/assets/DerivedVariables_V1.2.pdf

Federal Highway Administration. (2022, September 24). Highway Statistics 2020. U.S. Department of Transportation. https://www.fhwa.dot.gov/policyinformation/statistics/2020/

Federal Register. (2011). Urban Area Criteria for the 2010 Census. Retrieved from https://www.federalregister.gov/documents/2011/08/24/2011-21647/urban-area-criteria-for-the-2010-census

Frank, K. I., & Hibbard, M. (2017). Rural planning in the twenty-first century: Context-appropriate practices in a connected world. Journal of Planning Education and Research, 37(3), 299–308. https://doi.org/10.1177/0739456X16655599

Frank, K. I., & Reiss, S. A. (2014). The rural planning perspective at an opportune time. Journal of Planning Literature, 29(4), 386–402. https://doi.org/10.1177/0885412214542050

Handy, S. (1996). Understanding the link between urban form and nonwork travel behavior. Journal of Planning Education and Research, 15(3), 183–198. https://doi.org/10.1177/0739456X9601500303

Handy, S. (2017). Thoughts on the meaning of Mark Stevens’s meta-analysis. Journal of the American Planning Association, 83(1), 26–28. https://doi.org/10.1080/01944363.2016.1246379

Handy, S. (2018, May). Enough with the “D’s” already—Let’s get back to “A.” Transfers Magazine, 1. Retrieved from https://transfersmagazine.org/wp-content/uploads/sites/13/2018/05/Susan-Handy-_-Enough-with-the-Ds.pdf

Handy, S., & Niemeier, D. A. (1997). Measuring accessibility: An exploration of issues and alternatives. Environment and Planning A: Economy and Space, 29(7), 1175–1194. https://doi.org/10.1068/a291175

Hanson, S., & Schwab, M. (1987). Accessibility and intraurban travel. Environment and Planning A: Economy and Space, 19(6), 735–748. https://doi.org/10.1068/a190735

Hart, L. G., Larson, E. H., & Lishner, D. M. (2005). Rural definitions for health policy and research. American Journal of Public Health, 95(7), 1149–1155. https://doi.org/10.2105/AJPH.2004.042432

Hoggart, K. (1990). Let’s do away with rural. Journal of Rural Studies, 6(3), 245–257. https://doi.org/10.1016/0743-0167(90)90079-N

Ihlanfeldt, K. (2020). Vehicle miles traveled and the built environment: New evidence from panel data. Journal of Transport and Land Use, 13(1), 23–48. https://doi.org/10.5198/jtlu.2020.1647

Isserman, A. M. (2005). In the national interest: Defining rural and urban correctly in research and public policy. International Regional Science Review, 28(4), 465–499. https://doi.org/10.1177/0160017605279000

Karner, A., Levine, K., Alcorn, L., Situ, M., Rowangould, D., Kim, K., …, & National Academies of Sciences, Engineering, and Medicine. (2022). Accessibility measures in practice: A guide for transportation agencies (p. 26793). Washington, DC: Transportation Research Board. https://doi.org/10.17226/26793

Levinson, D., & King, D. (2020). Transport access manual: A guide for measuring connection between people and places. Sydney, Australia: Committee of the Transport Access Manual, University of Sydney. https://ses.library.usyd.edu.au/handle/2123/23733

Levinson, D. M. (1998). Accessibility and the journey to work. Journal of Transport Geography, 6(1), 11–21. https://doi.org/10.1016/S0966-6923(97)00036-7

Lichter, D. T., & Johnson, K. M. (2020). A demographic lifeline? Immigration and Hispanic population growth in rural America. Population Research and Policy Review, 39(5), 785–803. https://doi.org/10.1007/s11113-020-09605-8

Millward, H., & Spinney, J. (2011). Time use, travel behavior, and the rural–urban continuum: Results from the Halifax STAR project. Journal of Transport Geography, 19(1), 51–58. https://doi.org/10.1016/j.jtrangeo.2009.12.005

Moss, M., & Qing, C. (2012). The emergence of the “super-commuter” (p. 24). New New York: New York University. https://www.researchgate.net/publication/254609835_The_Emergence_of_the_Super-Commuter

Pickrell, D., & Schimek, P. (1999). Trends in personal motor vehicle ownership and use: Evidence from the nationwide personal transportation survey. Journal of Transportation and Statistics, 2. https://doi.org/10.21949/1404567

Popovich, N., Spurlock, C. A., Needell, Z., Jin, L., Wenzel, T., Sheppard, C., & Asudegi, M. (2021). A methodology to develop a geospatial transportation typology. Journal of Transport Geography, 93, 103061. https://doi.org/10.1016/j.jtrangeo.2021.103061

Pucher, J., & Renne, J. L. (2005). Rural mobility and mode choice: Evidence from the 2001 National Household Travel Survey. Transportation, 32(2), 165–186. https://doi.org/10.1007/s11116-004-5508-3

Quallen, E. L., & Rowangould, G. (2022, January). Consistently inconsistent: An assessment of definitions of rural and travel behavior outcomes in Vermont. Paper presented at the Transportation Research Board Annual Meeting, January 9–13, Washington, D.C.

Ralph, K., Voulgaris, C. T., & Brown, A. (2017). Travel and the built environment: Insights using activity densities, the sprawl index, and neighborhood types. Transportation Research Record, 2653(1), 1–9. https://doi.org/10.3141/2653-01

Ralph, K., Voulgaris, C. T., Taylor, B. D., Blumenberg, E., & Brown, A. E. (2016). Millennials, built form, and travel insights from a nationwide typology of U.S. neighborhoods. Journal of Transport Geography, 57, 218–226. https://doi.org/10.1016/j.jtrangeo.2016.10.007

Rasca, S., & Saeed, N. (2022). Exploring the factors influencing the use of public transport by commuters living in networks of small cities and towns. Travel Behavior and Society, 28, 249–263. https://doi.org/10.1016/j.tbs.2022.03.007

Salon, D. (2015). Heterogeneity in the relationship between the built environment and driving: Focus on neighborhood type and travel purpose. Research in Transportation Economics, 52, 34–45. https://doi.org/10.1016/j.retrec.2015.10.008

Schimek, P. (1996). Household motor vehicle ownership and use: How much does residential density matter? Transportation Research Record, 1552(1), 120–125. https://doi.org/10.1177/0361198196155200117

Slack, T., & Jensen, L. (2020). The changing demography of rural and small-town America. Population Research and Policy Review, 39(5), 775–783. https://doi.org/10.1007/s11113-020-09608-5

Smithson, M., & Shou, Y. (2020). Generalized linear models for bounded and limited quantitative variables. Retrieved from https://doi.org/10.4135/9781544318523.

Stevens, M. R. (2017). Does compact development make people drive less? Journal of the American Planning Association, 83(1), 7–18. https://doi.org/10.1080/01944363.2016.1240044

Stewart, O. T., Vernez Moudon, A., Saelens, B. E., Lee, C., Kang, B., & Doescher, M. P. (2016). Comparing associations between the built environment and walking in rural small towns and a large metropolitan area. Environment and Behavior, 48(1), 13–36. https://doi.org/10.1177/0013916515612253

Sugiyama, T., Neuhaus, M., Cole, R., Giles-Corti, B., & Owen, N. (2012). Destination and route attributes associated with adults’ walking: A review. Medicine and Science in Sports and Exercise, 44(7), 1275–1286. https://doi.org/10.1249/MSS.0b013e318247d286

Theis, N., & Driscoll, A. (2023). Rural consciousness and framing environmental (in)justice. Environmental Justice, 16(2), 118–125. https://doi.org/10.1089/env.2021.0080

U.S. Census Bureau. (2020). 2020 Decennial Census (Dataset). https://www.census.gov/data/developers/data-sets/decennial-census.html

U.S. Environmental Protection Agency. (2020). Smart location database (Dataset). Retrieved from https://www.epa.gov/smartgrowth/smart-location-mapping#SLD

U.S. Environmental Protection Agency. (2021, June). Smart location database technical documentation and user guide version 3.0. Retrieved from https://www.epa.gov/sites/default/files/2021-06/documents/epa_sld_3.0_technicaldocumentationuserguide_may2021.pdf

Voulgaris, C. T., Taylor, B. D., Blumenberg, E., Brown, A., & Ralph, K. (2017). Synergistic neighborhood relationships with travel behavior: An analysis of travel in 30,000 US neighborhoods. Journal of Transport and Land Use, 10(1), 437–461. https://doi.org/10.5198/jtlu.2016.840

Wang, W., Espeland, S., Barajas, J. M., & Rowangould, D. (2023). Rural–nonrural divide in car access and unmet travel need in the United States. Transportation, 52, 507–536. https://doi.org/10.1007/s11116-023-10429-6

Wineman, A., Alia, D. Y., & Anderson, C. L. (2020). Definitions of “rural” and “urban” and understandings of economic transformation: Evidence from Tanzania. Journal of Rural Studies, 79, 254–268. https://doi.org/10.1016/j.jrurstud.2020.08.014