Exploring changes in public transport use and walking following residential relocation: a British case study

Paulus Teguh Aditjandra, Xinyu (Jason) Cao, Corinne Mulley


The promotion of local sustainable travel is ever prominent within local transport plans, although it is still not well understood how the change to more sustainable and less carbon-based travel can be achieved. The objective of this study is to gain a better understanding of the travel choice mechanism following residential relocation. This paper uses a structural equations model and an ordered model to explore the drivers of public transport and walking use within an urban environment, using a quasi-longitudinal dataset from 10 communities in the metropolitan area of Tyne and Wear, in northeast England. The results show that changes in public transport use are determined by accessibility features of the built environment, alongside socio-demographic and travel attitude characteristics. Changes in walking, on the other hand, are determined mostly by built-environment characteristics. These findings suggest that a different approach is needed for the promotion of public transport use than for increasing walking trips (aside from walking to access public transport). The provision of public transport services needs to take into account the importance of the value of transport to users, to sufficiently attract and retain them. To promote walking, policy must focus on changes to the built environment (such as safety, travel accessibility, and the sociability of the environment), since it is changes in these characteristics that drive walking in the urban area.


Public transport use; Walking; Built Environment; Residential relocation

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Aditjandra, P. T. 2007. Relationships between urban form and travel behaviour: a case study of suburban vs traditional neighbourhoods in North Tyneside, North East England with specific reference to the accessibility attribute. In Universities Transport Studies Group (UTSG) 39th Annual Conference 3-5 January (pp. 2A1.1–2A1.11). Harrogate, Leeds, UK.

Aditjandra, P. T., Cao, X. (Jason), & Mulley, C. 2012. Understanding neighbourhood design impact on travel behaviour: An application of structural equations model to a British metropolitan data. Transportation Research Part A: Policy and Practice, 46(1): 22–32. doi:10.1016/j.tra.2011.09.001

Aditjandra, P. T., Mulley, C., & Nelson, J. D. 2009. Neighbourhood design impact on travel behaviour: A comparison of UK and US experience. Projections, 9:29–56.

Aditjandra, P. T., Mulley, C., & Nelson, J. D. 2013. The influence of neighbourhood design on travel behaviour: Empirical evidence from North East England. Transport Policy, 26:54–65. doi:10.1016/j.tranpol.2012.05.011

Anderson, J. C., & Gerbing, D. W. 1988. Structural equation modelling in practice: A review and recommended two-step approach. Psychological Bulletin, 103:411–423.

Babbie, E. R. 1998. The Practice of Social Research (8th ed.). Belmont, CA: Wadsworth.

Banister, D. 2012. Viewpoint: Assessing the reality—Transport and land use planning to achieve sustainability. Journal of Transport and Land Use, 5(3):1–14. doi:10.5198/jtlu.v5i3.388

Barton, H., Horswell, M., & Millar, P. 2012. Travel Neighbourhood Accessibility and Active Travel. Planning Practice and Research, 27(2):177–201.

Ben-Akiva, M., & Atherton, T. J. 1977. Methodology for short-range travel demand predictions: analysis of carpooling alternatives. Journal of Transport Economics and Policy, 11:224–261.

Boarnet, M. G. 2011. A Broader Context for Land Use and Travel Behavior, and a Research Agenda. Journal of the American Planning Association, 77(3):197–213. doi:10.1080/01944363.2011.593483

Bohte, W., Maat, K., & van Wee, B. 2009. Measuring Attitudes in Research on Residential Self-Selection and Travel Behaviour: A Review of Theories and Empirical Research. Transport Reviews, 29(3):325–357.

Calise, T. V., Heeren, T., DeJong, W., Dumith, S. C., & Kohl, H. W. 2013. Do neighborhoods make people active, or do people make active neighborhoods? Evidence from a planned community in Austin, Texas. Preventing Chronic Disease, 10(2):E102. doi:10.5888/pcd10.120119

Cao, X. (Jason), Mokhtarian, P. L., & Handy, S. L. 2007. Do changes in neighborhood characteristics lead to changes in travel behavior? A structural equations modeling approach. Transportation, 34(5):535–556. doi:10.1007/s11116-007-9132-x

Cao, X. (Jason), Mokhtarian, P. L., & Handy, S. L. 2009. Examining the Impacts of Residential Self-Selection on Travel Behaviour: A Focus on Empirical Findings. Transport Reviews, 29(3):359–395.

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. doi:10.1016/S1361-9209(97)00009-6

Charreire, H., Weber, C., Chaix, B., Salze, P., Casey, R., Banos, A., … Oppert, J. 2012. Identifying built environmental patterns using cluster analysis and GIS : Relationships with walking, cycling and body mass index in French adults. International Journal of Behavioral Nutrition and Physical Activity, 9(59):1–11. doi:10.1186/1479-5868-9-59

De Abreu e Silva, J., Morency, C., & Goulias, K. G. 2012. Using structural equations modeling to unravel the influence of land use patterns on travel behavior of workers in Montreal. Transportation Research Part A: Policy and Practice, 46(8):1252–1264. doi:10.1016/j.tra.2012.05.003

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

Ferguson, N., & Woods, L. 2010. Travel and Mobility. In M. Jenks & C. Jones (Eds.), Dimensions of the Sustainable City (Vol. 2, pp. 53–74). Dordrecht: Springer Netherlands. doi:10.1007/978-1-4020-8647-2

Field, A. 2005. Discovering Statistics Using SPSS (2nd ed.). London: SAGE Publication Ltd.

Galdames, C., Tudela, A., & Carrasco, J.-A. 2011. Exploring the Role of Psychological Factors in Mode Choice by a Latent Variables Approach. Transportation Research Record, 2230(1):68–74. doi:10.3141/2230-08

Giles-Corti, B., Bull, F., Knuiman, M., McCormack, G., Van Niel, K., Timperio, A., Christian, H., Foster, S., Divitini, M., Middleton, N., Boruff, B. 2013. The influence of urban design on neighbourhood walking following residential relocation: longitudinal results from the RESIDE study. Social Science & Medicine, 77:20–30. doi:10.1016/j.socscimed.2012.10.016

Glaeser, E. L., & Kahn, M. E. 2010. The greenness of cities: Carbon dioxide emissions and urban development. Journal of Urban Economics, 67(3): 404–418. doi:10.1016/j.jue.2009.11.006

Goodman, A., Panter, J., Sharp, S. J., & Ogilvie, D. 2013. Effectiveness and equity impacts of town-wide cycling initiatives in England: A longitudinal, controlled natural experimental study. Social Science & Medicine, 97:228–37. doi:10.1016/j.socscimed.2013.08.030

Goodman, A., Sahlqvist, S., & Ogilvie, D. 2013. Who uses new walking and cycling infrastructure and how? Longitudinal results from the UK iConnect study. Preventive Medicine, 57(5): 518–24. doi:10.1016/j.ypmed.2013.07.007

Groves, R. M. 1989. Survey Errors and Survey Costs. New York: John Wiley & Sons.

Handy, S. L., Boarnet, M. G., Ewing, R., & Killingsworth, R. E. 2002. How the built environment affects physical activity: views from urban planning. American Journal of Preventive Medicine, 23(2 Suppl): 64–73. Retrieved from http://www.ncbi.nlm.nih.gov/pubmed/12133739

Handy, S. L., Cao, X. (Jason), & Mokhtarian, P. L. 2005. Correlation or causality between the built environment and travel behavior? Evidence from Northern California. Transportation Research Part D: Transport and Environment, 10(6):427–444. doi:10.1016/j.trd.2005.05.002

Heath, G. W., Brownson, R. C., Kruger, J., Miles, R., Powell, K. E., & Ramsey, L. T. 2006. The Effectiveness of Urban Design and Land Use and Transport Policies and Practices to Increase Physical Activity : A Systematic Review. Journal of Physical Activity and Health, 3(Suppl 1): S55–S76.

Heinen, E., Maat, K., & van Wee, B. 2012. The effect of work-related factors on the bicycle commute mode choice in the Netherlands. Transportation, 40(1):23–43. doi:10.1007/s11116-012-9399-4

Hoelter, D. R. 1983. The analysis of covariance structures: Goodness-of-fit indices. Sociological Methods and Research, 11:325–344.

Keller, R., & Vance, C. 2013. Landscape pattern and car use: Linking household data with satellite imagery. Journal of Transport Geography, 33:250-257. doi:10.1016/j.jtrangeo.2013.07.006

Kitamura, R., Mokhtarian, P. L., & Laidet, L. 1997. A micro-analysis of land use and travel in five neighborhoods in the San Francisco Bay Area. Transportation, 24:125–158.

Lee, C., & Moudon, A. V. 2008. Neighbourhood design and physical activity. Building Research & Information, 36(5):395–411. doi:10.1080/09613210802045547

Maat, K., & Arentze, T. 2012. Feedback Effects in the Relationship between the Built Environment and Travel. disP - The Planning Review, 48(3):6–15. doi:10.1080/02513625.2012.759341

Maat, K., & Timmermans, H. J. P. 2009. Influence of the residential and work environment on car use in dual-earner households. Transportation Research Part A: Policy and Practice, 43(7):654–664. doi:10.1016/j.tra.2009.06.003

Milakis, D. 2011. Exploring the direct and indirect effects of urban form on travel choices . The case of Athens , Greece. International Journal of Sustainable Development, 14(1/2):16–29.

Mokhtarian, P. L., & Cao, X. 2008. Examining the impacts of residential self-selection on travel behavior: A focus on methodologies. Transportation Research Part B: Methodological, 42(3):204–228. doi:10.1016/j.trb.2007.07.006

Moudon, A. V., Lee, C., Cheadle, A. D., Collier, C. W., Johnson, D., Schmid, T. L., & Weather, R. D. 2005. Cycling and the built environment, a US perspective. Transportation Research Part D: Transport and Environment, 10(3):245–261. doi:10.1016/j.trd.2005.04.001

Næss, P. 2005. Residential location affects travel behavior—but how and why? The case of Copenhagen metropolitan area. Progress in Planning, 63(2):167–257. doi:10.1016/j.progress.2004.07.004

Næss, P. 2011. “ New urbanism ” or metropolitan-level centralization ? Journal of Transport and Land Use, 4(1):25–44. doi:10.5198/jtlu.v4i1.170

Næss, P. 2012. Urban form and travel behavior: experience from a Nordic context. Journal of Transport and Land Use, 5(2):21–45. doi:10.5198/jtlu.v5i2.314

Næss, P., Strand, A., Næss, T., & Nicolaisen, M. 2011. On their road to sustainability?: The challenge of sustainable mobility in urban planning and development in two Scandinavian capital regions. Town Planning Review, 82(3):285–316. doi:10.3828/tpr.2011.18

Ogilvie, D., Egan, M., Hamilton, V., & Petticrew, M. 2004. Promoting walking and cycling as an alternative to using cars: systematic review. BMJ (Clinical Research Ed.), 329(7469): 763. doi:10.1136/bmj.38216.714560.55

Ogilvie, D., Foster, C. E., Rothnie, H., Cavill, N., Hamilton, V., Fitzsimons, C. F., & Mutrie, N. 2007. Interventions to promote walking: systematic review. BMJ (Clinical Research Ed.), 334(7605): 1204. doi:10.1136/bmj.39198.722720.BE

Pikora, T., Giles-Corti, B., Bull, F., Jamrozik, K., & Donovan, R. 2003. Developing a framework for assessment of the environmental determinants of walking and cycling. Social Science & Medicine, 56(8):1693–703. Retrieved from http://www.ncbi.nlm.nih.gov/pubmed/12639586

Rajamani, J., Bhat, C., Handy, S., Knaap, G., & Song, Y. 2003. Assessing Impact of Urban Form Measures on Nonwork Trip Mode Choice After Controlling for Demographic and Level-of-Service Effects. Transportation Research Record, 1831(1):158–165. doi:10.3141/1831-18

Rao, M., Prasad, S., Adshead, F., & Tissera, H. 2007. The built environment and health. The Lancet, 370(9593):1111–3. doi:10.1016/S0140-6736(07)61260-4

Saelens, B. E., Sallis, J. F., & Frank, L. D. 2003. Environmental Correlates of Walking and Cycling: Findings From the Transportation, Urban Design, and Planning Literatures. Annals of Behavioural Medicine, 25(2):80–91.

Scheiner, J., & Holz-Rau, C. 2007. Travel mode choice: affected by objective or subjective determinants? Transportation, 34(4):487–511. doi:10.1007/s11116-007-9112-1

Scheiner, J., & Holz-Rau, C. 2012. Changes in travel mode use after residential relocation: a contribution to mobility biographies. Transportation, 40(2):431–458. doi:10.1007/s11116-012-9417-6

Scheiner, J., & Holz-Rau, C. 2013. A comprehensive study of life course, cohort, and period effects on changes in travel mode use. Transportation Research Part A: Policy and Practice, 47:167–181. doi:10.1016/j.tra.2012.10.019

Schreiber, J. B., Nora, A., Stage, F. K., Barlow, E. A., & King, J. 2006. Reporting Structural Equation Modelling and Confirmatory Factor Analysis Results: A Review. Journal of Educational Research, 99(6):323–337.

Snellen, D. M. E. G. W., & Hilbers, H. D. 2007. Mobility and Congestion Impacts of Dutch Vinex Policy. Tijdschrift Voor Economische En Sociale Geografie, 98(3):398–406.

Stead, D. 2001. Relationships between land use, socioeconomic factors, and travel patterns in Britain. Environment and Planning B: Planning and Design, 28(4):499–528. doi:10.1068/b2677

Susilo, Y. O., Williams, K., Lindsay, M., & Dair, C. 2012. The influence of individuals’ environmental attitudes and urban design features on their travel patterns in sustainable neighborhoods in the UK. Transportation Research Part D: Transport and Environment, 17(3):190–200. doi:10.1016/j.trd.2011.11.007

Tyrinopoulos, Y., & Antoniou, C. 2012. Factors affecting modal choice in urban mobility. European Transport Research Review, 5(1):27–39. doi:10.1007/s12544-012-0088-3

Van Acker, V., Derudder, B., & Witlox, F. 2013. Why people use their cars while the built environment imposes cycling. The Journal of Transport and Land Use, 6(1):53–62. doi:10.5198/jtlu.v6i1.288

Van Acker, V., Mokhtarian, P. L., & Witlox, F. 2011. Going soft: on how Subjective Variables Explain Modal Choices for Leisure Travel. European Journal of Transport and Infrastructure Research, 11(2):115–146.

Van Acker, V., Van Wee, B., & Witlox, F. 2010. When Transport Geography Meets Social Psychology: Toward a Conceptual Model of Travel Behaviour. Transport Reviews, 30(2):219–240. doi:10.1080/01441640902943453

Van Acker, V., & Witlox, F. 2010. Car ownership as a mediating variable in car travel behaviour research using a structural equation modelling approach to identify its dual relationship. Journal of Transport Geography, 18(1):65–74. doi:10.1016/j.jtrangeo.2009.05.006

Van Acker, V., & Witlox, F. 2011. Commuting trips within tours: how is commuting related to land use? Transportation, 38(3):465–486. doi:10.1007/s11116-010-9309-6

Van Acker, V., Witlox, F., & Wee, B. Van. 2007. The Effects of the Land Use System on Travel Behavior : A Structural Equation Modeling Approach. Transportation Planning and Technology, 30(4):331–353.

Van Wee, B. 2011. Evaluating the impact of land use on travel behaviour: the environment versus accessibility. Journal of Transport Geography, 19(6):1530–1533. doi:10.1016/j.jtrangeo.2011.05.011

Vance, C., & Hedel, R. 2008. On the Link Between Urban Form and Automobile Use : Evidence from German Survey Data. Land Economics, 84(1):51–65. doi:10.1353/lde.2008.0044

Widaman, K. F. 1993. Common factor analysis versus principal component analysis: differential bias in representing model parameters? Multivariate Behavioural Research, 28(3):263–311.

Zhang, M. 2004. The Role of Land Use in Travel Mode Choice: Evidence from Boston and Hong Kong. Journal of the American Planning Association, 70(3):344–360. doi:10.1080/01944360408976383

DOI: http://dx.doi.org/10.5198/jtlu.2015.588