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Nonlinear public transit accessibility effects on housing prices: Heterogeneity across price segments

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  • Jin, Tanhua
  • Cheng, Long
  • Liu, Zhicheng
  • Cao, Jun
  • Huang, Haosheng
  • Witlox, Frank

Abstract

Although numerous studies have been conducted to analyze the relationship between public transit accessibility and housing prices, they often assumed a linear relationship. Using a dataset of 196,232 s-hand residential properties in Shanghai (China), this study applies the gradient boosting regression trees (GBRT) method to investigate the complicated relationships between public transit accessibility and housing prices across price segments. The results show that for low- and median-priced houses, the travel time by public transit to the central business district (CBD) contributes the most to housing prices while for high-priced houses, the systemwide metro accessibility contributes the most. Public transit accessibility has significant nonlinear and threshold effects on housing prices. Public transit accessibility has an overall positive effect on housing prices, though some negative effects occur within certain intervals. Different patterns are observed across price segments. High-priced houses receive a much larger premium from the closeness to CBD and systemwide metro accessibility but are more negatively affected by both local and systemwide bus accessibility, compared to low- and median-priced houses. The differences in transit's value-added effects across price segments may bring about inequity in accessibility across different income groups. Relevant policies on how to reduce such an inequity issue are finally discussed.

Suggested Citation

  • Jin, Tanhua & Cheng, Long & Liu, Zhicheng & Cao, Jun & Huang, Haosheng & Witlox, Frank, 2022. "Nonlinear public transit accessibility effects on housing prices: Heterogeneity across price segments," Transport Policy, Elsevier, vol. 117(C), pages 48-59.
    • Handle: RePEc:eee:trapol:v:117:y:2022:i:c:p:48-59
    DOI: 10.1016/j.tranpol.2022.01.004
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    as
    1. Young, Mischa & Farber, Steven, 2019. "The who, why, and when of Uber and other ride-hailing trips: An examination of a large sample household travel survey," Transportation Research Part A: Policy and Practice, Elsevier, vol. 119(C), pages 383-392.
    2. De Vos, Jonas & Van Acker, Veronique & Witlox, Frank, 2014. "The influence of attitudes on Transit-Oriented Development: An explorative analysis," Transport Policy, Elsevier, vol. 35(C), pages 326-329.
    3. Corinne Mulley, 2014. "Accessibility and Residential Land Value Uplift: Identifying Spatial Variations in the Accessibility Impacts of a Bus Transitway," Urban Studies, Urban Studies Journal Limited, vol. 51(8), pages 1707-1724, June.
    4. Dubé, Jean & Rosiers, François Des & Thériault, Marius & Dib, Patricia, 2011. "Economic impact of a supply change in mass transit in urban areas: A Canadian example," Transportation Research Part A: Policy and Practice, Elsevier, vol. 45(1), pages 46-62, January.
    5. Zhao, Pengjun & Lu, Bin, 2010. "Exploring job accessibility in the transformation context: an institutionalist approach and its application in Beijing," Journal of Transport Geography, Elsevier, vol. 18(3), pages 393-401.
    6. Young, Mischa & Farber, Steven, 2019. "The Who, Why, and When of Uber and other Ride-hailing Trips: An Examination of a Large Sample Household Travel Survey," OSF Preprints x7ryj, Center for Open Science.
    7. Marc Baudry & Masha Maslianskaia Pautrel, 2016. "Revisiting the hedonic price method in the presence of market segmentation," Post-Print hal-01392766, HAL.
    8. Bourassa, Steven C. & Hoesli, Martin & Peng, Vincent S., 2003. "Do housing submarkets really matter?," Journal of Housing Economics, Elsevier, vol. 12(1), pages 12-28, March.
    9. Chen, Wendong & Cheng, Long & Chen, Xuewu & Chen, Jingxu & Cao, Mengqiu, 2021. "Measuring accessibility to health care services for older bus passengers: A finer spatial resolution," Journal of Transport Geography, Elsevier, vol. 93(C).
    10. Martin, Elliot W. & Shaheen, Susan A., 2014. "Evaluating public transit modal shift dynamics in response to bikesharing: a tale of two U.S. cities," Journal of Transport Geography, Elsevier, vol. 41(C), pages 315-324.
    11. Martin, Elliot PhD & Shaheen, Susan PhD, 2014. "Evaluating Public Transit Modal Shift Dynamics In Response to Bikesharing: A Tale of Two U.S. Cities," Institute of Transportation Studies, Research Reports, Working Papers, Proceedings qt6x29n876, Institute of Transportation Studies, UC Berkeley.
    12. Kamruzzaman, Md. & Giles-Corti, Billie & De Vos, Jonas & Witlox, Frank & Shatu, Farjana & Turrell, Gavin, 2021. "The life and death of residential dissonants in transit-oriented development: A discrete time survival analysis," Journal of Transport Geography, Elsevier, vol. 90(C).
    13. Wang, Lanlan & Xu, Jintao & Zheng, Xinye & Qin, Ping, "undated". "Will a Driving Restriction Policy Reduce Car Trips? A Case Study of Beijing, China," RFF Working Paper Series dp-13-11-efd, Resources for the Future.
    14. 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.
    15. Alan W. Evans, 1973. "The Economics of Residential Location," Palgrave Macmillan Books, Palgrave Macmillan, number 978-1-349-01889-5, March.
    16. Medda, Francesca, 2012. "Land value capture finance for transport accessibility: a review," Journal of Transport Geography, Elsevier, vol. 25(C), pages 154-161.
    17. Bohman, Helena & Nilsson, Désirée, 2016. "The impact of regional commuter trains on property values: Price segments and income," Journal of Transport Geography, Elsevier, vol. 56(C), pages 102-109.
    18. Li, Han & Wei, Yehua Dennis & Wu, Yangyi, 2019. "Analyzing the private rental housing market in Shanghai with open data," Land Use Policy, Elsevier, vol. 85(C), pages 271-284.
    19. Chao Xue & Yongfeng Ju & Shuguang Li & Qilong Zhou, 2020. "Research on the Sustainable Development of Urban Housing Price Based on Transport Accessibility: A Case Study of Xi’an, China," Sustainability, MDPI, vol. 12(4), pages 1-15, February.
    20. Dean H. Gatzlaff & Marc T. Smith, 1993. "The Impact of the Miami Metrorail on the Value of Residences near Station Locations," Land Economics, University of Wisconsin Press, vol. 69(1), pages 54-66.
    21. Zuo, Yufan & Fu, Xiao & Liu, Zhiyuan & Huang, Di, 2021. "Short-term forecasts on individual accessibility in bus system based on neural network model," Journal of Transport Geography, Elsevier, vol. 93(C).
    22. Hu, Lirong & He, Shenjing & Han, Zixuan & Xiao, He & Su, Shiliang & Weng, Min & Cai, Zhongliang, 2019. "Monitoring housing rental prices based on social media:An integrated approach of machine-learning algorithms and hedonic modeling to inform equitable housing policies," Land Use Policy, Elsevier, vol. 82(C), pages 657-673.
    23. Liu, Zhiyong & Li, Ruimin & Wang, Xiaokun(Cara) & Shang, Pan, 2018. "Effects of vehicle restriction policies: Analysis using license plate recognition data in Langfang, China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 118(C), pages 89-103.
    24. 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.
    25. Bae, Chang-Hee Christine & Jun, Myung-Jin & Park, Hyeon, 2003. "The impact of Seoul's subway Line 5 on residential property values," Transport Policy, Elsevier, vol. 10(2), pages 85-94, April.
    26. Casey Dawkins & Rolf Moeckel, 2016. "Transit-Induced Gentrification: Who Will Stay, and Who Will Go?," Housing Policy Debate, Taylor & Francis Journals, vol. 26(4-5), pages 801-818, September.
    27. Liu, Jixiang & Wang, Bo & Xiao, Longzhu, 2021. "Non-linear associations between built environment and active travel for working and shopping: An extreme gradient boosting approach," Journal of Transport Geography, Elsevier, vol. 92(C).
    28. Cervero, Robert & Kang, Chang Deok, 2011. "Bus rapid transit impacts on land uses and land values in Seoul, Korea," Transport Policy, Elsevier, vol. 18(1), pages 102-116, January.
    29. Brian Lee & Paul Waddell, 2010. "Residential mobility and location choice: a nested logit model with sampling of alternatives," Transportation, Springer, vol. 37(4), pages 587-601, July.
    30. Li, Shengxiao & Zhao, Pengjun, 2015. "The determinants of commuting mode choice among school children in Beijing," Journal of Transport Geography, Elsevier, vol. 46(C), pages 112-121.
    31. Weizhang Liang & Suizhi Luo & Guoyan Zhao & Hao Wu, 2020. "Predicting Hard Rock Pillar Stability Using GBDT, XGBoost, and LightGBM Algorithms," Mathematics, MDPI, vol. 8(5), pages 1-17, May.
    32. Bowes, David R. & Ihlanfeldt, Keith R., 2001. "Identifying the Impacts of Rail Transit Stations on Residential Property Values," Journal of Urban Economics, Elsevier, vol. 50(1), pages 1-25, July.
    33. Ghebreegziabiher Debrezion & Eric Pels & Piet Rietveld, 2007. "The Impact of Railway Stations on Residential and Commercial Property Value: A Meta-analysis," The Journal of Real Estate Finance and Economics, Springer, vol. 35(2), pages 161-180, August.
    34. Glaeser, Edward L. & Kahn, Matthew E. & Rappaport, Jordan, 2008. "Why do the poor live in cities The role of public transportation," Journal of Urban Economics, Elsevier, vol. 63(1), pages 1-24, January.
    35. Wang, Lanlan & Xu, Jintao & Qin, Ping, 2014. "Will a driving restriction policy reduce car trips?—The case study of Beijing, China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 67(C), pages 279-290.
    36. Colwell, Peter F. & Munneke, Henry J., 1997. "The Structure of Urban Land Prices," Journal of Urban Economics, Elsevier, vol. 41(3), pages 321-336, May.
    37. Dong, Hongwei, 2017. "Rail-transit-induced gentrification and the affordability paradox of TOD," Journal of Transport Geography, Elsevier, vol. 63(C), pages 1-10.
    38. Lin, Jen-Jia & Yang, Shu-Han, 2019. "Proximity to metro stations and commercial gentrification," Transport Policy, Elsevier, vol. 77(C), pages 79-89.
    39. Li, Zheng, 2018. "The impact of metro accessibility on residential property values: An empirical analysis," Research in Transportation Economics, Elsevier, vol. 70(C), pages 52-56.
    40. Olaru, Doina & Smith, Brett & Taplin, John H.E., 2011. "Residential location and transit-oriented development in a new rail corridor," Transportation Research Part A: Policy and Practice, Elsevier, vol. 45(3), pages 219-237, March.
    41. Johnson, Rebecca & Shaw, Jon & Berding, Jörn & Gather, Matthias & Rebstock, Markus, 2017. "European national government approaches to older people's transport system needs," Transport Policy, Elsevier, vol. 59(C), pages 17-27.
    42. Rounaq Basu & Joseph Ferreira, 2020. "A LUTI microsimulation framework to evaluate long-term impacts of automated mobility on the choice of housing-mobility bundles," Environment and Planning B, , vol. 47(8), pages 1397-1417, October.
    43. Bohman, Helena, 2021. "Same, same but different? Neighbourhood effects of accessibility on housing prices," Transport Policy, Elsevier, vol. 107(C), pages 52-60.
    44. Yang, Linchuan & Chu, Xiaoling & Gou, Zhonghua & Yang, Hongtai & Lu, Yi & Huang, Wencheng, 2020. "Accessibility and proximity effects of bus rapid transit on housing prices: Heterogeneity across price quantiles and space," Journal of Transport Geography, Elsevier, vol. 88(C).
    45. Sharma, Rohit & Newman, Peter, 2018. "Can land value capture make PPP's competitive in fares? A Mumbai case study," Transport Policy, Elsevier, vol. 64(C), pages 123-131.
    46. Villar, Jaume García & Raya, Josep Maria, 2015. "Use of a Gini index to examine housing price heterogeneity: A quantile approach," Journal of Housing Economics, Elsevier, vol. 29(C), pages 59-71.
    47. Glaser, Meredith & Krizek, Kevin J., 2021. "Can street-focused emergency response measures trigger a transition to new transport systems? Exploring evidence and lessons from 55 US cities," Transport Policy, Elsevier, vol. 103(C), pages 146-155.
    48. Fransen, Koos & Neutens, Tijs & Farber, Steven & De Maeyer, Philippe & Deruyter, Greet & Witlox, Frank, 2015. "Identifying public transport gaps using time-dependent accessibility levels," Journal of Transport Geography, Elsevier, vol. 48(C), pages 176-187.
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