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Geographically weighted regression models of residential property transactions: Walkability and value uplift

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  • Zolnik, Edmund

Abstract

Value uplift refers to the increase in property value attributable to proximate transportation infrastructure. The empirical literature is generally supportive of the argument to capture a fraction of such additional value to operate public transportation systems. Unfortunately, attention to the relative value of different transportation infrastructure besides rail infrastructure is not evident in the literature. The gap in the literature is problematic because an accurate estimate of the total revenue potential from present transportation infrastructure investments is not realistic nor is an accurate estimate of the value uplift potential from future transportation infrastructure investments realistic. In order to fill the gap, adoption of a geographically-weighted approach expands the temporal scale of analysis to more than a decade and the spatial scale of analysis to an entire heavy rail system in order to properly contextualize the value uplift from pedestrian infrastructure and from rail infrastructure. Results advance the state of knowledge on value uplift to show the range of value uplift attributable to walkability in proximity to heavy rail stations. Overall, the results warrant further research to better understand why the estimate of the value uplift attributable to walkability is higher than the estimate in the empirical literature.

Suggested Citation

  • Zolnik, Edmund, 2021. "Geographically weighted regression models of residential property transactions: Walkability and value uplift," Journal of Transport Geography, Elsevier, vol. 92(C).
  • Handle: RePEc:eee:jotrge:v:92:y:2021:i:c:s096669232100082x
    DOI: 10.1016/j.jtrangeo.2021.103029
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    as
    1. Dziauddin, Mohd Faris, 2019. "Estimating land value uplift around light rail transit stations in Greater Kuala Lumpur: An empirical study based on geographically weighted regression (GWR)," Research in Transportation Economics, Elsevier, vol. 74(C), pages 10-20.
    2. Amarin Siripanich & Taha Hossein Rashidi & Emily Moylan, 2019. "Interaction of Public Transport Accessibility and Residential Property Values Using Smart Card Data," Sustainability, MDPI, vol. 11(9), pages 1-24, May.
    3. Eugene F. Brigham, 1965. "The Determinants of Residential Land Values," Land Economics, University of Wisconsin Press, vol. 41(4), pages 325-334.
    4. Mulley, Corinne & Ma, Liang & Clifton, Geoffrey & Yen, Barbara & Burke, Matthew, 2016. "Residential property value impacts of proximity to transport infrastructure: An investigation of bus rapid transit and heavy rail networks in Brisbane, Australia," Journal of Transport Geography, Elsevier, vol. 54(C), pages 41-52.
    5. Akaike, Hirotugu, 1981. "Likelihood of a model and information criteria," Journal of Econometrics, Elsevier, vol. 16(1), pages 3-14, May.
    6. Yan Kestens & Marius Thériault & François Des Rosiers, 2006. "Heterogeneity in hedonic modelling of house prices: looking at buyers’ household profiles," Journal of Geographical Systems, Springer, vol. 8(1), pages 61-96, March.
    7. Robert Armstrong & Daniel Rodríguez, 2006. "An Evaluation of the Accessibility Benefits of Commuter Rail in Eastern Massachusetts using Spatial Hedonic Price Functions," Transportation, Springer, vol. 33(1), pages 21-43, January.
    8. Rosen, Sherwin, 1974. "Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition," Journal of Political Economy, University of Chicago Press, vol. 82(1), pages 34-55, Jan.-Feb..
    9. Breusch, T S & Pagan, A R, 1979. "A Simple Test for Heteroscedasticity and Random Coefficient Variation," Econometrica, Econometric Society, vol. 47(5), pages 1287-1294, September.
    10. Mohammad, Sara I. & Graham, Daniel J. & Melo, Patricia C. & Anderson, Richard J., 2013. "A meta-analysis of the impact of rail projects on land and property values," Transportation Research Part A: Policy and Practice, Elsevier, vol. 50(C), pages 158-170.
    11. Haitao Yu & Hao Pang & Ming Zhang, 2018. "Value‐added effects of transit‐oriented development: The impact of urban rail on commercial property values with consideration of spatial heterogeneity," Papers in Regional Science, Wiley Blackwell, vol. 97(4), pages 1375-1396, November.
    12. Jean Dub� & Di�go Legros, 2014. "Spatial econometrics and the hedonic pricing model: what about the temporal dimension?," Journal of Property Research, Taylor & Francis Journals, vol. 31(4), pages 333-359, December.
    13. Stull, William J, 1975. "Community Environment, Zoning, and the Market Value of Single-Family Homes," Journal of Law and Economics, University of Chicago Press, vol. 18(2), pages 535-557, October.
    14. Jeffery J. Smith & Thomas A. Gihring, 2006. "Financing Transit Systems Through Value Capture," American Journal of Economics and Sociology, Wiley Blackwell, vol. 65(3), pages 751-786, July.
    15. Can, Ayse, 1992. "Specification and estimation of hedonic housing price models," Regional Science and Urban Economics, Elsevier, vol. 22(3), pages 453-474, September.
    16. Austin Boyle & Charles Barrilleaux & Daniel Scheller, 2014. "Does Walkability Influence Housing Prices?," Social Science Quarterly, Southwestern Social Science Association, vol. 95(3), pages 852-867, September.
    17. 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.
    18. Christopher D. Higgins & Pavlos S. Kanaroglou, 2016. "Forty years of modelling rapid transit’s land value uplift in North America: moving beyond the tip of the iceberg," Transport Reviews, Taylor & Francis Journals, vol. 36(5), pages 610-634, September.
    19. A. Fotheringham & Ricardo Crespo & Jing Yao, 2015. "Exploring, modelling and predicting spatiotemporal variations in house prices," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 54(2), pages 417-436, March.
    20. Koenker, Roger, 1981. "A note on studentizing a test for heteroscedasticity," Journal of Econometrics, Elsevier, vol. 17(1), pages 107-112, September.
    21. Yaxiong Ma & Sucharita Gopal, 2018. "Geographically Weighted Regression Models in Estimating Median Home Prices in Towns of Massachusetts Based on an Urban Sustainability Framework," Sustainability, MDPI, vol. 10(4), pages 1-27, March.
    22. Clifford M. Hurvich & Jeffrey S. Simonoff & Chih‐Ling Tsai, 1998. "Smoothing parameter selection in nonparametric regression using an improved Akaike information criterion," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 60(2), pages 271-293.
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