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Hedonic Pricing of Houses in Megacities Pre- and Post-COVID-19: A Case Study of Shanghai, China

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  • Yujiao Chen

    (School of Social Development and Public Policy, Fudan University, Shanghai 200433, China)

  • Zhengbo Luo

    (Graduate School of IPS, Waseda University, Kitakyushu 808-0135, Fukuoka, Japan)

Abstract

Housing price is one of the most concerning issues to the public worldwide. Studying the spatial characteristics of Shanghai’s housing prices and their explanatory factors is of great practical significance, for Shanghai is the largest city in China and serves as the national economic center and a global financial hub. By crawling the point of interest (POI) data from the Lianjia Real Estate and Gaode Map in the past decade and applying the multiscale geographically-weighted regression (MGWR) model, this study deeply explores the spatial characteristics of housing prices and their main influencing variables in Shanghai before and after the COVID-19 pandemic. Results show that housing prices in Shanghai kept rising even under the shock of the pandemic, especially in high-priced housing. After the pandemic, Shanghai’s housing price market polarization intensified. In addition, housing prices are very sensitive to location and have strong spatial heterogeneity. The influencing effects of different explanatory factors vary perceptibly in spatial heterogeneity as well as pre- and post- COVID-19.

Suggested Citation

  • Yujiao Chen & Zhengbo Luo, 2022. "Hedonic Pricing of Houses in Megacities Pre- and Post-COVID-19: A Case Study of Shanghai, China," Sustainability, MDPI, vol. 14(17), pages 1-21, September.
    • Handle: RePEc:gam:jsusta:v:14:y:2022:i:17:p:11021-:d:906066
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    as
    1. David Wheeler & Michael Tiefelsdorf, 2005. "Multicollinearity and correlation among local regression coefficients in geographically weighted regression," Journal of Geographical Systems, Springer, vol. 7(2), pages 161-187, June.
    2. Zheng, Siqi & Kahn, Matthew E. & Liu, Hongyu, 2010. "Towards a system of open cities in China: Home prices, FDI flows and air quality in 35 major cities," Regional Science and Urban Economics, Elsevier, vol. 40(1), pages 1-10, January.
    3. Harrison, David Jr. & Rubinfeld, Daniel L., 1978. "Hedonic housing prices and the demand for clean air," Journal of Environmental Economics and Management, Elsevier, vol. 5(1), pages 81-102, March.
    4. David M. Brasington & Diane Hite, 2005. "Demand for Environmental Quality: A Spatial Hedonic Approach," Departmental Working Papers 2005-08, Department of Economics, Louisiana State University.
    5. G. Sirmans & Lynn MacDonald & David Macpherson & Emily Zietz, 2006. "The Value of Housing Characteristics: A Meta Analysis," The Journal of Real Estate Finance and Economics, Springer, vol. 33(3), pages 215-240, November.
    6. Qian, Xianhang & Qiu, Shanyun & Zhang, Guangli, 2021. "The impact of COVID-19 on housing price: Evidence from China," Finance Research Letters, Elsevier, vol. 43(C).
    7. M. Fletcher & P. Gallimore & J. Mangan, 2000. "Heteroscedasticity in hedonic house price models," Journal of Property Research, Taylor & Francis Journals, vol. 17(2), pages 93-108, January.
    8. Chan, Sewin, 2001. "Spatial Lock-in: Do Falling House Prices Constrain Residential Mobility?," Journal of Urban Economics, Elsevier, vol. 49(3), pages 567-586, May.
    9. Wang, Ren & Hou, Jie, 2021. "Land finance, land attracting investment and housing price fluctuations in China," International Review of Economics & Finance, Elsevier, vol. 72(C), pages 690-699.
    10. Brasington, David M. & Hite, Diane, 2005. "Demand for environmental quality: a spatial hedonic analysis," Regional Science and Urban Economics, Elsevier, vol. 35(1), pages 57-82, January.
    11. Cho, Seong-Hoon & Lambert, Dayton M. & Kim, Seung Gyu & Jung, Suhyun, 2009. "Extreme coefficients in Geographically Weighted Regression and their effects on mapping," 2009 Annual Meeting, July 26-28, 2009, Milwaukee, Wisconsin 49117, Agricultural and Applied Economics Association.
    12. 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..
    13. Goodman, Allen C., 1978. "Hedonic prices, price indices and housing markets," Journal of Urban Economics, Elsevier, vol. 5(4), pages 471-484, October.
    14. Yu, Huayi & Hou, Yujuan, 2021. "A tale of two districts: The impact of district consolidation on property values in Shanghai," Regional Science and Urban Economics, Elsevier, vol. 87(C).
    15. Straszheim, Mahlon R, 1974. "Hedonic Estimation of Housing Market Prices: A Further Comment," The Review of Economics and Statistics, MIT Press, vol. 56(3), pages 404-406, August.
    16. Can, Ayse, 1992. "Specification and estimation of hedonic housing price models," Regional Science and Urban Economics, Elsevier, vol. 22(3), pages 453-474, September.
    17. Michaels, R. Gregory & Smith, V. Kerry, 1990. "Market segmentation and valuing amenities with hedonic models: The case of hazardous waste sites," Journal of Urban Economics, Elsevier, vol. 28(2), pages 223-242, September.
    18. A. Stewart Fotheringham & Wenbai Yang & Wei Kang, 2017. "Multiscale Geographically Weighted Regression (MGWR)," Annals of the American Association of Geographers, Taylor & Francis Journals, vol. 107(6), pages 1247-1265, November.
    19. Li Gao & Mingjing Huang & Wuping Zhang & Lei Qiao & Guofang Wang & Xumeng Zhang, 2021. "Comparative Study on Spatial Digital Mapping Methods of Soil Nutrients Based on Different Geospatial Technologies," Sustainability, MDPI, vol. 13(6), pages 1-19, March.
    20. Rita Yi Man Li & Ka Yi Cheng & Muhammad Shoaib, 2018. "Walled Buildings, Sustainability, and Housing Prices: An Artificial Neural Network Approach," Sustainability, MDPI, vol. 10(4), pages 1-17, April.
    21. Shan, Hui, 2010. "Property taxes and elderly mobility," Journal of Urban Economics, Elsevier, vol. 67(2), pages 194-205, March.
    22. Vincenzo Del Giudice & Pierfrancesco De Paola & Francesco Paolo Del Giudice, 2020. "COVID-19 Infects Real Estate Markets: Short and Mid-Run Effects on Housing Prices in Campania Region (Italy)," Social Sciences, MDPI, vol. 9(7), pages 1-18, July.
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