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House price index based on online listing information: The case of China

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Listed:
  • Wang, Xiaodan
  • Li, Keyang
  • Wu, Jing

Abstract

While a timely, accurate house price index with broad coverage is of significant importance in housing market research and analysis, the lack of reliable raw data sources remains a major constraint in the house price index construction in nascent housing markets such as China. In this study, we introduce online listing information as an innovative data source for house price index construction, using China's housing resale markets as an example. Compared with alternative data sources, such as the officially-registered transaction information of housing resales, our analysis shows that online listing data provide a better trade-off between accuracy, reliability, and feasibility, especially after the resolution of potential replicated and/or manipulated data issues using our proposed procedures. Based on the cleaned online listing information, we calculate the first housing resale price indices covering almost all (274) Chinese cities. In particular, for around 200 relatively smaller cities, the index provides the first regular house price indicator, which shows a significant divergence in house price dynamics between different tiers of cities. We also briefly discuss the potential extensions of the listing price index, including the daily house price index and the housing rental price index.

Suggested Citation

  • Wang, Xiaodan & Li, Keyang & Wu, Jing, 2020. "House price index based on online listing information: The case of China," Journal of Housing Economics, Elsevier, vol. 50(C).
    • Handle: RePEc:eee:jhouse:v:50:y:2020:i:c:s1051137720300516
    DOI: 10.1016/j.jhe.2020.101715
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    1. Antonio Merlo & François Ortalo‐Magné & John Rust, 2015. "The Home Selling Problem: Theory And Evidence," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 56, pages 457-484, May.
    2. Hanming Fang & Quanlin Gu & Wei Xiong & Li-An Zhou, 2016. "Demystifying the Chinese Housing Boom," NBER Macroeconomics Annual, University of Chicago Press, vol. 30(1), pages 105-166.
    3. Jiang, Liang & Phillips, Peter C.B. & Yu, Jun, 2015. "New methodology for constructing real estate price indices applied to the Singapore residential market," Journal of Banking & Finance, Elsevier, vol. 61(S2), pages 121-131.
    4. Wu, Jing & Gyourko, Joseph & Deng, Yongheng, 2016. "Evaluating the risk of Chinese housing markets: What we know and what we need to know," China Economic Review, Elsevier, vol. 39(C), pages 91-114.
    5. Tim Bollerslev & Andrew J. Patton & Wenjing Wang, 2016. "Daily House Price Indices: Construction, Modeling, and Longer‐run Predictions," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 31(6), pages 1005-1025, September.
    6. Horowitz, Joel L, 1992. "The Role of the List Price in Housing Markets: Theory and an Econometric Model," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 7(2), pages 115-129, April-Jun.
    7. Alessio Ciarlone, 2015. "House price cycles in emerging economies," Studies in Economics and Finance, Emerald Group Publishing Limited, vol. 32(1), pages 17-52, March.
    8. Guo, Xiaoyang & Zheng, Siqi & Geltner, David & Liu, Hongyu, 2014. "A new approach for constructing home price indices: The pseudo repeat sales model and its application in China," Journal of Housing Economics, Elsevier, vol. 25(C), pages 20-38.
    9. Northcraft, Gregory B. & Neale, Margaret A., 1987. "Experts, amateurs, and real estate: An anchoring-and-adjustment perspective on property pricing decisions," Organizational Behavior and Human Decision Processes, Elsevier, vol. 39(1), pages 84-97, February.
    10. Yongheng Deng & Eric Girardin & Roselyne Joyeux & Shuping Shi, 2017. "Did bubbles migrate from the stock to the housing market in China between 2005 and 2010?," Pacific Economic Review, Wiley Blackwell, vol. 22(3), pages 276-292, August.
    11. Karl E. Case & Robert J. Shiller, 1987. "Prices of single-family homes since 1970: new indexes for four cities," New England Economic Review, Federal Reserve Bank of Boston, issue Sep, pages 45-56.
    12. Knight, John R & Sirmans, C F & Turnbull, Geoffrey K, 1994. "List Price Signaling and Buyer Behavior in the Housing Market," The Journal of Real Estate Finance and Economics, Springer, vol. 9(3), pages 177-192, November.
    13. Joshua Gallin, 2008. "The Long‐Run Relationship Between House Prices and Rents," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 36(4), pages 635-658, December.
    14. Todd Sinai & Nicholas S. Souleles, 2005. "Owner-Occupied Housing as a Hedge Against Rent Risk," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 763-789.
    15. Shimizu, Chihiro & Nishimura, Kiyohiko G. & Watanabe, Tsutomu, 2016. "House prices at different stages of the buying/selling process," Regional Science and Urban Economics, Elsevier, vol. 59(C), pages 37-53.
    16. Chang Liu & Wei Xiong, 2018. "China's Real Estate Market," NBER Working Papers 25297, National Bureau of Economic Research, Inc.
    17. Agarwal, Sumit & Li, Keyang & Qin, Yu & Wu, Jing & Yan, Jubo, 2020. "Tax evasion, capital gains taxes, and the housing market," Journal of Public Economics, Elsevier, vol. 188(C).
    18. Marc Francke, 2010. "Repeat Sales Index for Thin Markets," The Journal of Real Estate Finance and Economics, Springer, vol. 41(1), pages 24-52, July.
    19. Deng, Yongheng & Girardin, Eric & Joyeux, Roselyne, 2018. "Fundamentals and the volatility of real estate prices in China: A sequential modelling strategy," China Economic Review, Elsevier, vol. 48(C), pages 205-222.
    20. Koji Karato & Oleksandr Movshuk & Chihiro Shimizu, 2015. "Semiparametric Model of Hedonic Housing Prices in Japan," Asian Economic Journal, East Asian Economic Association, vol. 29(4), pages 325-345, December.
    21. Morris A. Davis & Andreas Lehnert & Robert F. Martin, 2008. "The Rent‐Price Ratio For The Aggregate Stock Of Owner‐Occupied Housing," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 54(2), pages 279-284, June.
    22. Bucchianeri, Grace W. & Minson, Julia A., 2013. "A homeowner's dilemma: Anchoring in residential real estate transactions," Journal of Economic Behavior & Organization, Elsevier, vol. 89(C), pages 76-92.
    23. Lu Han & William C. Strange, 2014. "Bidding Wars for Houses," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 42(1), pages 1-32, March.
    24. Elliot Anenberg & Steven Laufer, 2017. "A More Timely House Price Index," The Review of Economics and Statistics, MIT Press, vol. 99(4), pages 722-734, July.
    25. Daniel P. McMillen & Paul Thorsnes, 2006. "Housing Renovations and the Quantile Repeat-Sales Price Index," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 34(4), pages 567-584, December.
    26. Liao, Wen-Chi & Wang, Xizhu, 2012. "Hedonic house prices and spatial quantile regression," Journal of Housing Economics, Elsevier, vol. 21(1), pages 16-27.
    27. Jing Wu & Yongheng Deng & Hongyu Liu, 2014. "House Price Index Construction in the Nascent Housing Market: The Case of China," The Journal of Real Estate Finance and Economics, Springer, vol. 48(3), pages 522-545, April.
    28. John R. Knight, 2002. "Listing Price, Time on Market, and Ultimate Selling Price: Causes and Effects of Listing Price Changes," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 30(2), pages 213-237.
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    Cited by:

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    More about this item

    Keywords

    Online listing information; House price index; China;
    All these keywords.

    JEL classification:

    • R31 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - Housing Supply and Markets
    • R38 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - Government Policy
    • C40 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - General
    • C81 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Microeconomic Data; Data Access

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