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An L.A. story: The impact of housing costs on commuting

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  • Islam, Md Rabiul
  • Saphores, Jean-Daniel M.

Abstract

The empirical impact of housing costs on commuting is still relatively poorly understood. This impact is especially salient in California given the state's notoriously high housing costs, which have forced many lower- and middle-class households to move inland in search of affordable housing at the cost of longer commutes. To investigate this linkage, we relied on Generalized Structural Equation Modeling and analyzed 2012 CHTS data for Los Angeles County – the most populous county in the U.S. Our model, which jointly explains commuting distance and time, accounts for residential self-selection and car use endogeneity, while controlling for household characteristics and land use around residences and workplaces. We find that households who can afford more expensive neighborhoods have shorter commute distances (−2.3% and − 3.1% per additional $100 k to median home values around workplaces and residences respectively). Job density, distance to the CBD, and land-use diversity around workplaces have a relatively greater impact on commuting than the corresponding variables around commuters' residences. Compared to non-Hispanics, Hispanic workers commute longer distances (+3.5%), and so do African American (+5.1%) and Asian (+2.0%) workers compared to Caucasians, while college educated workers have shorter (−2.6% to −3.6%) commutes. Furthermore, commuters in the top income brackets tend to have faster commutes than lower income workers. Finally, women's commutes are ~41% shorter than men's, possibly because they are balancing work with domestic responsibilities. Better understanding the determinants of commuting is critical to inform housing and transportation policy, improve the health of commuters, reduce air pollution, and achieve climate goals.

Suggested Citation

  • Islam, Md Rabiul & Saphores, Jean-Daniel M., 2022. "An L.A. story: The impact of housing costs on commuting," Journal of Transport Geography, Elsevier, vol. 98(C).
  • Handle: RePEc:eee:jotrge:v:98:y:2022:i:c:s0966692321003197
    DOI: 10.1016/j.jtrangeo.2021.103266
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    as
    1. Xinyu (Jason) Cao & Patricia L. Mokhtarian & Susan L. Handy, 2008. "Examining the Impacts of Residential Self‐Selection on Travel Behaviour: A Focus on Empirical Findings," Transport Reviews, Taylor & Francis Journals, vol. 29(3), pages 359-395, October.
    2. Reid Ewing & Robert Cervero, 2010. "Travel and the Built Environment," Journal of the American Planning Association, Taylor & Francis Journals, vol. 76(3), pages 265-294.
    3. Maoh, Hanna & Tang, Zhongyuan, 2012. "Determinants of normal and extreme commute distance in a sprawled midsize Canadian city: evidence from Windsor, Canada," Journal of Transport Geography, Elsevier, vol. 25(C), pages 50-57.
    4. Marlon Boarnet, 2011. "A Broader Context for Land Use and Travel Behavior, and a Research Agenda," Journal of the American Planning Association, Taylor & Francis Journals, vol. 77(3), pages 197-213.
    5. Mokhtarian, Patricia L. & Cao, Xinyu, 2008. "Examining the impacts of residential self-selection on travel behavior: A focus on methodologies," Transportation Research Part B: Methodological, Elsevier, vol. 42(3), pages 204-228, March.
    6. Dong Lin & Andrew Allan & Jianqiang Cui, 2016. "Exploring Differences in Commuting Behaviour among Various Income Groups during Polycentric Urban Development in China: New Evidence and Its Implications," Sustainability, MDPI, vol. 8(11), pages 1-17, November.
    7. Pengjun Zhao, 2011. "Car use, commuting and urban form in a rapidly growing city: evidence from Beijing," Transportation Planning and Technology, Taylor & Francis Journals, vol. 34(6), pages 509-527, June.
    8. Kaveh Jahanshahi & Ying Jin, 0. "Identification and mapping of spatial variations in travel choices through combining structural equation modelling and latent class analysis: findings for Great Britain," Transportation, Springer, vol. 0, pages 1-31.
    9. Axisa, Jeffrey J. & Scott, Darren M. & Bruce Newbold, K., 2012. "Factors influencing commute distance: a case study of Toronto’s commuter shed," Journal of Transport Geography, Elsevier, vol. 24(C), pages 123-129.
    10. Giuliano, Genevieve & Small, Kenneth A., 1991. "Subcenters in the Los Angeles region," Regional Science and Urban Economics, Elsevier, vol. 21(2), pages 163-182, July.
    11. Prashker, Joseph & Shiftan, Yoram & Hershkovitch-Sarusi, Pazit, 2008. "Residential choice location, gender and the commute trip to work in Tel Aviv," Journal of Transport Geography, Elsevier, vol. 16(5), pages 332-341.
    12. Cao, Xinyu & Mokhtarian, Patricia & Handy, Susan, 2008. "Examining The Impacts of Residential Self-Selection on Travel Behavior: Methodologies and Empirical Findings," Institute of Transportation Studies, Working Paper Series qt08x1k476, Institute of Transportation Studies, UC Davis.
    13. Lara Engelfriet & Eric Koomen, 2018. "The impact of urban form on commuting in large Chinese cities," Transportation, Springer, vol. 45(5), pages 1269-1295, September.
    14. Ali Modarres, 2011. "Polycentricity, Commuting Pattern, Urban Form: The Case of Southern California," International Journal of Urban and Regional Research, Wiley Blackwell, vol. 35(6), pages 1193-1211, November.
    15. Van Acker, Veronique & Witlox, Frank, 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, Elsevier, vol. 18(1), pages 65-74.
    16. Akiko Sakanishi, 2020. "Urban commuting behavior and time allocation among women: Evidence from US metropolitan areas," Regional Science Policy & Practice, Wiley Blackwell, vol. 12(2), pages 349-363, April.
    17. Veronique Acker & Frank Witlox, 2011. "Commuting trips within tours: how is commuting related to land use?," Transportation, Springer, vol. 38(3), pages 465-486, May.
    18. Kaveh Jahanshahi & Ying Jin, 2016. "The built environment typologies in the UK and their influences on travel behaviour: new evidence through latent categorisation in structural equation modelling," Transportation Planning and Technology, Taylor & Francis Journals, vol. 39(1), pages 59-77, February.
    19. de Abreu e Silva, João & Morency, Catherine & Goulias, Konstadinos 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, Elsevier, vol. 46(8), pages 1252-1264.
    20. Zhao, Pengjun & Cao, Yushu, 2020. "Commuting inequity and its determinants in Shanghai: New findings from big-data analytics," Transport Policy, Elsevier, vol. 92(C), pages 20-37.
    21. Surprenant-Legault, Julien & Patterson, Zachary & El-Geneidy, Ahmed M., 2013. "Commuting trade-offs and distance reduction in two-worker households," Transportation Research Part A: Policy and Practice, Elsevier, vol. 51(C), pages 12-28.
    22. Jain, Manisha & Korzhenevych, Artem & Hecht, Robert, 2018. "Determinants of commuting patterns in a rural-urban megaregion of India," Transport Policy, Elsevier, vol. 68(C), pages 98-106.
    23. Genevieve Giuliano & Christian Redfearn & Ajay Agarwal & Chen Li & Duan Zhuang, 2007. "Employment Concentrations in Los Angeles, 1980–2000," Environment and Planning A, , vol. 39(12), pages 2935-2957, December.
    24. Zhao, Pengjun & Lü, Bin & Roo, Gert de, 2011. "Impact of the jobs-housing balance on urban commuting in Beijing in the transformation era," Journal of Transport Geography, Elsevier, vol. 19(1), pages 59-69.
    25. Abu Oakil & Dick Ettema & Theo Arentze & Harry Timmermans, 2014. "Changing household car ownership level and life cycle events: an action in anticipation or an action on occurrence," Transportation, Springer, vol. 41(4), pages 889-904, July.
    26. Giuliano, Genevieve, 1991. "Is Jobs-Housing Balance a Transportation Issue?," University of California Transportation Center, Working Papers qt4874r4hg, University of California Transportation Center.
    27. Motte, Benjamin & Aguilera, Anne & Bonin, Olivier & Nassi, Carlos D., 2016. "Commuting patterns in the metropolitan region of Rio de Janeiro. What differences between formal and informal jobs?," Journal of Transport Geography, Elsevier, vol. 51(C), pages 59-69.
    28. Cervero, Robert, 1989. "Jobs-Housing Balancing and Regional Mobility," University of California Transportation Center, Working Papers qt7mx3k73h, University of California Transportation Center.
    29. Plaut, Pnina O., 2006. "The intra-household choices regarding commuting and housing," Transportation Research Part A: Policy and Practice, Elsevier, vol. 40(7), pages 561-571, August.
    30. Mitra, Suman K. & Saphores, Jean-Daniel M., 2019. "Why do they live so far from work? Determinants of long-distance commuting in California," Journal of Transport Geography, Elsevier, vol. 80(C).
    31. Wang, Donggen & Chai, Yanwei, 2009. "The jobs–housing relationship and commuting in Beijing, China: the legacy of Danwei," Journal of Transport Geography, Elsevier, vol. 17(1), pages 30-38.
    32. Marlon G. Boarnet & Xize Wang, 2019. "Urban spatial structure and the potential for vehicle miles traveled reduction: the effects of accessibility to jobs within and beyond employment sub-centers," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 62(2), pages 381-404, April.
    33. Kevin Manaugh & Luis Miranda-Moreno & Ahmed El-Geneidy, 2010. "The effect of neighbourhood characteristics, accessibility, home–work location, and demographics on commuting distances," Transportation, Springer, vol. 37(4), pages 627-646, July.
    34. Anas, Alex & Arnott, Richard J. & Small, Kenneth A., 2000. "The Panexponential Monocentric Model," Journal of Urban Economics, Elsevier, vol. 47(2), pages 165-179, March.
    35. Wachs, Martin & Taylor, Brian D. & Levine, Ned & Ong, Paul, 1993. "The Changing Commute: A Case Study of the Jobs/Housing Relationship over Time," University of California Transportation Center, Working Papers qt7424635r, University of California Transportation Center.
    36. McMillen, Daniel P., 2001. "Nonparametric Employment Subcenter Identification," Journal of Urban Economics, Elsevier, vol. 50(3), pages 448-473, November.
    37. Hjorthol, Randi & Vågane, Liva, 2014. "Allocation of tasks, arrangement of working hours and commuting in different Norwegian households," Journal of Transport Geography, Elsevier, vol. 35(C), pages 75-83.
    38. Jahanshahi, Kaveh & Jin, Ying & Williams, Ian, 2015. "Direct and indirect influences on employed adults’ travel in the UK: New insights from the National Travel Survey data 2002–2010," Transportation Research Part A: Policy and Practice, Elsevier, vol. 80(C), pages 288-306.
    39. Sophia Rabe-Hesketh & Anders Skrondal & Andrew Pickles, 2004. "Generalized multilevel structural equation modeling," Psychometrika, Springer;The Psychometric Society, vol. 69(2), pages 167-190, June.
    40. Redfearn, Christian L., 2007. "The topography of metropolitan employment: Identifying centers of employment in a polycentric urban area," Journal of Urban Economics, Elsevier, vol. 61(3), pages 519-541, May.
    41. Kaveh Jahanshahi & Ying Jin, 2021. "Identification and mapping of spatial variations in travel choices through combining structural equation modelling and latent class analysis: findings for Great Britain," Transportation, Springer, vol. 48(3), pages 1329-1359, June.
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    3. Xiaoyu Long & Luyao Wang & Weipeng Li, 2023. "Geographical Influences on Job–Housing Balance: A Study of Coastal Urban Areas in Boston," Sustainability, MDPI, vol. 15(22), pages 1-21, November.

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