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A spatial difference-in-differences approach to evaluate the impact of light rail transit on property values

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  • Qiu, Feng
  • Tong, Qingmeng

Abstract

How to evaluate the comprehensive costs and benefits of urban light trains is a critical issue. The difference-in-differences technique is widely used in the literature. However, the conventional approach assumes the project does not affect the control group, which might be violated in real life due to social and economic interactions. We refine the DID approach and relax the no-spillover assumption. Through an example of impacts of a new light rail transit on house prices in Edmonton, Canada, we illustrate how the approach can be used to calculate three different treatment effects. The results indicate that the train system has negative impacts on values of single-detached houses nearby the train stations, and the negative effects also spill over to properties outside the treatment zone. Our findings show that the direction and magnitude of project impacts depend on the city size, the design of the train system, and relevant neighborhood characteristics.

Suggested Citation

  • Qiu, Feng & Tong, Qingmeng, 2021. "A spatial difference-in-differences approach to evaluate the impact of light rail transit on property values," Economic Modelling, Elsevier, vol. 99(C).
    • Handle: RePEc:eee:ecmode:v:99:y:2021:i:c:s0264999321000857
    DOI: 10.1016/j.econmod.2021.03.015
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    as
    1. Gibbons, Stephen & Lyytikäinen, Teemu & Overman, Henry G. & Sanchis-Guarner, Rosa, 2019. "New road infrastructure: The effects on firms," Journal of Urban Economics, Elsevier, vol. 110(C), pages 35-50.
    2. Bilbao-Ubillos, Javier, 2008. "The costs of urban congestion: Estimation of welfare losses arising from congestion on cross-town link roads," Transportation Research Part A: Policy and Practice, Elsevier, vol. 42(8), pages 1098-1108, October.
    3. Christopher R. Knittel & Douglas L. Miller & Nicholas J. Sanders, 2016. "Caution, Drivers! Children Present: Traffic, Pollution, and Infant Health," The Review of Economics and Statistics, MIT Press, vol. 98(2), pages 350-366, May.
    4. James LeSage & Matthew Dominguez, 2012. "The importance of modeling spatial spillovers in public choice analysis," Public Choice, Springer, vol. 150(3), pages 525-545, March.
    5. Delgado, Michael S. & Florax, Raymond J.G.M., 2015. "Difference-in-differences techniques for spatial data: Local autocorrelation and spatial interaction," Economics Letters, Elsevier, vol. 137(C), pages 123-126.
    6. Xu, Yangfei & Zhang, Qinghua & Zheng, Siqi, 2015. "The rising demand for subway after private driving restriction: Evidence from Beijing's housing market," Regional Science and Urban Economics, Elsevier, vol. 54(C), pages 28-37.
    7. L. Rachel Ngai & Silvana Tenreyro, 2014. "Hot and Cold Seasons in the Housing Market," American Economic Review, American Economic Association, vol. 104(12), pages 3991-4026, December.
    8. Chagas, André L.S. & Azzoni, Carlos R. & Almeida, Alexandre N., 2016. "A spatial difference-in-differences analysis of the impact of sugarcane production on respiratory diseases," Regional Science and Urban Economics, Elsevier, vol. 59(C), pages 24-36.
    9. Wagner, Gary A. & Komarek, Timothy & Martin, Julia, 2017. "Is the light rail “Tide” lifting property values? Evidence from Hampton Roads, VA," Regional Science and Urban Economics, Elsevier, vol. 65(C), pages 25-37.
    10. Bardaka, Eleni & Delgado, Michael S. & Florax, Raymond J.G.M., 2019. "A spatial multiple treatment/multiple outcome difference-in-differences model with an application to urban rail infrastructure and gentrification," Transportation Research Part A: Policy and Practice, Elsevier, vol. 121(C), pages 325-345.
    11. Gilles Duranton & Matthew A. Turner, 2012. "Urban Growth and Transportation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 79(4), pages 1407-1440.
    12. Zheng, Siqi & Xu, Yangfei & Zhang, Xiaonan & Wang, Rui, 2016. "Transit development, consumer amenities and home values: Evidence from Beijing's subway neighborhoods," Journal of Housing Economics, Elsevier, vol. 33(C), pages 22-33.
    13. Bhattacharjee, Sutapa & Goetz, Andrew R., 2012. "Impact of light rail on traffic congestion in Denver," Journal of Transport Geography, Elsevier, vol. 22(C), pages 262-270.
    14. Anselin, Luc & Bera, Anil K. & Florax, Raymond & Yoon, Mann J., 1996. "Simple diagnostic tests for spatial dependence," Regional Science and Urban Economics, Elsevier, vol. 26(1), pages 77-104, February.
    15. Youngme Seo & Robert A. Simons, 2009. "The Effect of School Quality on Residential Sales Price," Journal of Real Estate Research, American Real Estate Society, vol. 31(3), pages 307-328.
    16. Miguel Padeiro & Ana Louro & Nuno Marques da Costa, 2019. "Transit-oriented development and gentrification: a systematic review," Transport Reviews, Taylor & Francis Journals, vol. 39(6), pages 733-754, November.
    17. Sherrie A. Kossoudji, 2007. "Immigrant and Native Asset Accumulation in Housing," Research in Labor Economics, in: Immigration, pages 185-213, Emerald Group Publishing Limited.
    18. Nan Zhong & Jing Cao & Yuzhu Wang, 2017. "Traffic Congestion, Ambient Air Pollution, and Health: Evidence from Driving Restrictions in Beijing," Journal of the Association of Environmental and Resource Economists, University of Chicago Press, vol. 4(3), pages 821-856.
    19. Dubé, Jean & Thériault, Marius & Des Rosiers, François, 2013. "Commuter rail accessibility and house values: The case of the Montreal South Shore, Canada, 1992–2009," Transportation Research Part A: Policy and Practice, Elsevier, vol. 54(C), pages 49-66.
    20. 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.
    21. Martin Heintzelman & Jason Altieri, 2013. "Historic Preservation: Preserving Value?," The Journal of Real Estate Finance and Economics, Springer, vol. 46(3), pages 543-563, April.
    22. Diao, Mi & Leonard, Delon & Sing, Tien Foo, 2017. "Spatial-difference-in-differences models for impact of new mass rapid transit line on private housing values," Regional Science and Urban Economics, Elsevier, vol. 67(C), pages 64-77.
    23. Gibson, Matthew & Carnovale, Maria, 2015. "The effects of road pricing on driver behavior and air pollution," Journal of Urban Economics, Elsevier, vol. 89(C), pages 62-73.
    24. Charles M. Tiebout, 1956. "A Pure Theory of Local Expenditures," Journal of Political Economy, University of Chicago Press, vol. 64(5), pages 416-416.
    25. D. Knowles, Richard & Ferbrache, Fiona, 2016. "Evaluation of wider economic impacts of light rail investment on cities," Journal of Transport Geography, Elsevier, vol. 54(C), pages 430-439.
    26. Sunak, Yasin & Madlener, Reinhard, 2016. "The impact of wind farm visibility on property values: A spatial difference-in-differences analysis," Energy Economics, Elsevier, vol. 55(C), pages 79-91.
    27. Agarwal, Sumit & Koo, Kang Mo & Sing, Tien Foo, 2015. "Impact of electronic road pricing on real estate prices in Singapore," Journal of Urban Economics, Elsevier, vol. 90(C), pages 50-59.
    28. William Clark & Valerie Ledwith, 2007. "How much does income matter in neighborhood choice?," Population Research and Policy Review, Springer;Southern Demographic Association (SDA), vol. 26(2), pages 145-161, April.
    29. Carlson, Deven & Haveman, Robert & Kaplan, Thomas & Wolfe, Barbara, 2012. "Long-term effects of public low-income housing vouchers on neighborhood quality and household composition," Journal of Housing Economics, Elsevier, vol. 21(2), pages 101-120.
    30. Liv Osland, 2013. "The importance of unobserved attributes in hedonic house price models," International Journal of Housing Markets and Analysis, Emerald Group Publishing Limited, vol. 6(1), pages 63-78, March.
    31. Ti-Ching Peng & Ying-Hui Chiang, 2015. "The non-linearity of hospitals' proximity on property prices: experiences from Taipei, Taiwan," Journal of Property Research, Taylor & Francis Journals, vol. 32(4), pages 341-361, December.
    32. Feng Han & Rui Xie & Mingyong Lai, 2018. "Traffic density, congestion externalities, and urbanization in China," Spatial Economic Analysis, Taylor & Francis Journals, vol. 13(4), pages 400-421, October.
    33. Elena G. Irwin, 2002. "The Effects of Open Space on Residential Property Values," Land Economics, University of Wisconsin Press, vol. 78(4), pages 465-480.
    34. Wu, JunJie, 2014. "The Oxford Handbook of Land Economics," OUP Catalogue, Oxford University Press, number 9780199763740 edited by Duke, Joshua M..
    35. Amir Forouhar, 2016. "Estimating the impact of metro rail stations on residential property values: evidence from Tehran," Public Transport, Springer, vol. 8(3), pages 427-451, December.
    36. Hyun, Dongwoo & Milcheva, Stanimira, 2019. "Spatio-temporal effects of an urban development announcement and its cancellation on house prices: A quasi-natural experiment," Journal of Housing Economics, Elsevier, vol. 43(C), pages 23-36.
    37. Elena G. Irwin & Nancy E. Bockstael, 2001. "The Problem of Identifying Land Use Spillovers: Measuring the Effects of Open Space on Residential Property Values," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 83(3), pages 698-704.
    38. Nathaniel Baum-Snow, 2007. "Did Highways Cause Suburbanization?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(2), pages 775-805.
    39. Kim, Jinwon, 2019. "Estimating the social cost of congestion using the bottleneck model," Economics of Transportation, Elsevier, vol. 19(C), pages 1-1.
    40. Martin Heintzelman & Jason Altieri, 2013. "Erratum to: Historic Preservation: Preserving Value?," The Journal of Real Estate Finance and Economics, Springer, vol. 46(3), pages 564-564, April.
    41. Zhong, Haotian & Li, Wei, 2016. "Rail transit investment and property values: An old tale retold," Transport Policy, Elsevier, vol. 51(C), pages 33-48.
    42. Beaudoin, Justin & Farzin, Y. Hossein & Lin Lawell, C.-Y. Cynthia, 2015. "Public transit investment and sustainable transportation: A review of studies of transit's impact on traffic congestion and air quality," Research in Transportation Economics, Elsevier, vol. 52(C), pages 15-22.
    43. Mingche M. Li & H. James Brown, 1980. "Micro-Neighborhood Externalities and Hedonic Housing Prices," Land Economics, University of Wisconsin Press, vol. 56(2), pages 125-141.
    44. Gurley, Tami & Bruce, Donald, 2005. "The effects of car access on employment outcomes for welfare recipients," Journal of Urban Economics, Elsevier, vol. 58(2), pages 250-272, September.
    45. J. Elhorst, 2010. "Applied Spatial Econometrics: Raising the Bar," Spatial Economic Analysis, Taylor & Francis Journals, vol. 5(1), pages 9-28.
    46. Billings, Stephen B., 2011. "Estimating the value of a new transit option," Regional Science and Urban Economics, Elsevier, vol. 41(6), pages 525-536.
    47. Heilmann, Kilian, 2018. "Transit access and neighborhood segregation. Evidence from the Dallas light rail system," Regional Science and Urban Economics, Elsevier, vol. 73(C), pages 237-250.
    48. Anderson, Soren T. & West, Sarah E., 2006. "Open space, residential property values, and spatial context," Regional Science and Urban Economics, Elsevier, vol. 36(6), pages 773-789, November.
    49. Kwon, Tae-Hyeong, 2005. "Decomposition of factors determining the trend of CO2 emissions from car travel in Great Britain (1970-2000)," Ecological Economics, Elsevier, vol. 53(2), pages 261-275, April.
    50. Lucas W. Davis, 2004. "The Effect of Health Risk on Housing Values: Evidence from a Cancer Cluster," American Economic Review, American Economic Association, vol. 94(5), pages 1693-1704, December.
    51. John Ries & Tsur Somerville, 2010. "School Quality and Residential Property Values: Evidence from Vancouver Rezoning," The Review of Economics and Statistics, MIT Press, vol. 92(4), pages 928-944, November.
    52. Robert Haveman & Barbara Wolfe, 2012. "Long-Term Effects of Public Low-Income Housing Vouchers: Work, Neighborhood, Family Composition and Childcare Usage," CEPR Discussion Papers 667, Centre for Economic Policy Research, Research School of Economics, Australian National University.
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    More about this item

    Keywords

    Difference-in-differences (DID); Spatial econometrics; Light rail transit (LRT); Stable-unit-treatment-value assumption (SUTVA); Spillover effects; Spatial hedonic;
    All these keywords.

    JEL classification:

    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • R21 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Housing Demand

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