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Effects of pricing and infrastructure on car ownership: A pseudo-panel-based dynamic model

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  • Song, Siqi
  • Diao, Mi
  • Feng, Chen-Chieh

Abstract

This study investigates households’ car ownership decisions in response to changes in vehicle quota control and transport infrastructure in Singapore. Unlike previous cross-sectional studies, we calibrate a dynamic car ownership model with a pseudo panel constructed from repeated cross-sectional travel surveys, controlling for the persistence of car ownership and unobserved heterogeneity. We find that the tightening of vehicle quota control and improved rail transit accessibility have reduced households’ desire to purchase cars. The long-run effect of these two policies is larger than their short-run effect due to the existence of true state dependence. The impact of expressway-network expansion is insignificant.

Suggested Citation

  • Song, Siqi & Diao, Mi & Feng, Chen-Chieh, 2021. "Effects of pricing and infrastructure on car ownership: A pseudo-panel-based dynamic model," Transportation Research Part A: Policy and Practice, Elsevier, vol. 152(C), pages 115-126.
    • Handle: RePEc:eee:transa:v:152:y:2021:i:c:p:115-126
    DOI: 10.1016/j.tra.2021.08.008
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    1. 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.
    2. Chu, Sing-Fat & Koh, Winston T. H. & Tse, Yiu Kuen, 2004. "Expectations formation and forecasting of vehicle demand: an empirical study of the vehicle quota auctions in Singapore," Transportation Research Part A: Policy and Practice, Elsevier, vol. 38(5), pages 367-381, June.
    3. Verbeek, Marno & Nijman, Theo, 1992. "Can Cohort Data Be Treated as Genuine Panel Data?," Empirical Economics, Springer, vol. 17(1), pages 9-23.
    4. Chu, Singfat, 2012. "Allocation flexibility and price efficiency within Singapore’s Vehicle Quota System," Transportation Research Part A: Policy and Practice, Elsevier, vol. 46(10), pages 1541-1550.
    5. Xinyu Cao & Patricia L Mokhtarian & Susan L Handy, 2007. "Cross-Sectional and Quasi-Panel Explorations of the Connection between the Built Environment and Auto Ownership," Environment and Planning A, , vol. 39(4), pages 830-847, April.
    6. Bhat, Chandra R. & Guo, Jessica Y., 2007. "A comprehensive analysis of built environment characteristics on household residential choice and auto ownership levels," Transportation Research Part B: Methodological, Elsevier, vol. 41(5), pages 506-526, June.
    7. Nolan, Anne, 2010. "A dynamic analysis of household car ownership," Transportation Research Part A: Policy and Practice, Elsevier, vol. 44(6), pages 446-455, July.
    8. Chi-Hong (Patrick) Tsai & Corinne Mulley & Geoffrey Clifton, 2014. "A Review of Pseudo Panel Data Approach in Estimating Short-run and Long-run Public Transport Demand Elasticities," Transport Reviews, Taylor & Francis Journals, vol. 34(1), pages 102-121, January.
    9. Koh, Winston T. H., 2003. "Control of vehicle ownership and market competition: theory and Singapore's experience with the vehicle quota system," Transportation Research Part A: Policy and Practice, Elsevier, vol. 37(9), pages 749-770, November.
    10. Diao, Mi, 2019. "Towards sustainable urban transport in Singapore: Policy instruments and mobility trends," Transport Policy, Elsevier, vol. 81(C), pages 320-330.
    11. 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.
    12. Song, Siqi & Diao, Mi & Feng, Chen-Chieh, 2016. "Individual transport emissions and the built environment: A structural equation modelling approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 92(C), pages 206-219.
    13. Weis, Claude & Axhausen, Kay W., 2009. "Induced travel demand: Evidence from a pseudo panel data based structural equations model," Research in Transportation Economics, Elsevier, vol. 25(1), pages 8-18.
    14. Dissanayake, Dilum & Morikawa, Takayuki, 2010. "Investigating household vehicle ownership, mode choice and trip sharing decisions using a combined revealed preference/stated preference Nested Logit model: case study in Bangkok Metropolitan Region," Journal of Transport Geography, Elsevier, vol. 18(3), pages 402-410.
    15. Dargay, Joyce M, 2001. "The effect of income on car ownership: evidence of asymmetry," Transportation Research Part A: Policy and Practice, Elsevier, vol. 35(9), pages 807-821, November.
    16. Dargay, Joyce, 2007. "The effect of prices and income on car travel in the UK," Transportation Research Part A: Policy and Practice, Elsevier, vol. 41(10), pages 949-960, December.
    17. Potoglou, Dimitris & Kanaroglou, Pavlos S., 2008. "Modelling car ownership in urban areas: a case study of Hamilton, Canada," Journal of Transport Geography, Elsevier, vol. 16(1), pages 42-54.
    18. Dargay, Joyce M., 2002. "Determinants of car ownership in rural and urban areas: a pseudo-panel analysis," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 38(5), pages 351-366, September.
    19. Siqi Song & Chen-Chieh Feng & Mi Diao, 2020. "Vehicle quota control, transport infrastructure investment and vehicle travel: A pseudo panel analysis," Urban Studies, Urban Studies Journal Limited, vol. 57(12), pages 2527-2546, September.
    20. 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.
    21. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    22. 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.
    23. Sabreena Anowar & Naveen Eluru & Luis F. Miranda-Moreno, 2014. "Alternative Modeling Approaches Used for Examining Automobile Ownership: A Comprehensive Review," Transport Reviews, Taylor & Francis Journals, vol. 34(4), pages 441-473, July.
    24. Eriksson, Louise & Garvill, Jörgen & Nordlund, Annika M., 2008. "Acceptability of single and combined transport policy measures: The importance of environmental and policy specific beliefs," Transportation Research Part A: Policy and Practice, Elsevier, vol. 42(8), pages 1117-1128, October.
    25. Agarwal, Sumit & Koo, Kang Mo, 2016. "Impact of electronic road pricing (ERP) changes on transport modal choice," Regional Science and Urban Economics, Elsevier, vol. 60(C), pages 1-11.
    26. Verbeek, M.J.C.M. & Nijman, T.E., 1992. "Can cohort data be treated as genuine panel data?," Other publications TiSEM d4eada8f-b91c-4fe7-a58c-7, Tilburg University, School of Economics and Management.
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