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A two-dimensional propensity score matching approach to estimating the treatment effect of urban rail transit lines on vehicle travel

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  • Fangzhou Dai

    (National University of Singapore
    National University of Singapore)

  • Mi Diao

    (Tongji University
    Ministry of Natural Resources of China)

  • Tien Foo Sing

    (National University of Singapore
    National University of Singapore)

Abstract

We investigate the impact of the Circle Line (CL) opening in Singapore on individuals’ vehicle kilometers traveled (VKT) using the two repeated cross-sectional travel surveys. In the unmatched difference-in-differences analyses, the CL opening reduces the average VKT by individuals living in the 500-meter buffer zone (treatment) by 38.3% relative to those residing in the 500-1500-meter buffer zone (control) of CL stations. We apply a two-dimensional propensity-score-matching approach to control the spatial heterogeneity of individuals in the treatment and control zones and the temporal heterogeneity of individuals in the pre-CL and after-CL periods due to residential relocation. The CL effect increases to 48.0% with the matched samples. We apply a two-stage regression to test the impact of the CL opening on VKT in the extensive and intensive margins. We find that the CL only affects individuals’ driving decisions but does not significantly affect driving distance. The study has significant policy implications for rail transit investment decisions and sustainable urban transport.

Suggested Citation

  • Fangzhou Dai & Mi Diao & Tien Foo Sing, 2024. "A two-dimensional propensity score matching approach to estimating the treatment effect of urban rail transit lines on vehicle travel," Transportation, Springer, vol. 51(3), pages 853-873, June.
    • Handle: RePEc:kap:transp:v:51:y:2024:i:3:d:10.1007_s11116-022-10360-2
    DOI: 10.1007/s11116-022-10360-2
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    References listed on IDEAS

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    1. Mokhtarian, Patricia L & Cao, Xinyu, 2008. "Examining the impacts of residential self-selection on travel behavior: A focus on methodologies," University of California Transportation Center, Working Papers qt8bz3z5qm, University of California Transportation Center.
    2. Cao, Xinyu (Jason) & Schoner, Jessica, 2014. "The influence of light rail transit on transit use: An exploration of station area residents along the Hiawatha line in Minneapolis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 59(C), pages 134-143.
    3. Chatman, Daniel G., 2008. "Deconstructing development density: Quality, quantity and price effects on household non-work travel," Transportation Research Part A: Policy and Practice, Elsevier, vol. 42(7), pages 1008-1030, August.
    4. Diao, Mi, 2019. "Towards sustainable urban transport in Singapore: Policy instruments and mobility trends," Transport Policy, Elsevier, vol. 81(C), pages 320-330.
    5. Bereitschaft, Bradley, 2020. "Gentrification and the evolution of commuting behavior within America's urban cores, 2000–2015," Journal of Transport Geography, Elsevier, vol. 82(C).
    6. 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.
    7. Zhu, Yi & Diao, Mi, 2016. "The impacts of urban mass rapid transit lines on the density and mobility of high-income households: A case study of Singapore," Transport Policy, Elsevier, vol. 51(C), pages 70-80.
    8. Mi Diao, 2015. "Selectivity, spatial autocorrelation and the valuation of transit accessibility," Urban Studies, Urban Studies Journal Limited, vol. 52(1), pages 159-177, January.
    9. Ison, Stephen & Merkert, Rico & Mulley, Corinne, 2014. "Policy approaches to public transport at airports—Some diverging evidence from the UK and Australia," Transport Policy, Elsevier, vol. 35(C), pages 265-274.
    10. Clark, Ben & Chatterjee, Kiron & Melia, Steve, 2016. "Changes to commute mode: The role of life events, spatial context and environmental attitude," Transportation Research Part A: Policy and Practice, Elsevier, vol. 89(C), pages 89-105.
    11. Cao, Xinyu Jason, 2019. "Examining the effect of the Hiawatha LRT on auto use in the Twin Cities," Transport Policy, Elsevier, vol. 81(C), pages 284-292.
    12. Colin Vance & Ralf Hedel, 2007. "The impact of urban form on automobile travel: disentangling causation from correlation," Transportation, Springer, vol. 34(5), pages 575-588, September.
    13. Khattak, Asad J. & Rodriguez, Daniel, 2005. "Travel behavior in neo-traditional neighborhood developments: A case study in USA," Transportation Research Part A: Policy and Practice, Elsevier, vol. 39(6), pages 481-500, July.
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