IDEAS home Printed from https://ideas.repec.org/a/eee/jhouse/v50y2020ics1051137720300516.html
   My bibliography  Save this article

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

Author

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
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1051137720300516
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.jhe.2020.101715?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    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. 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).
    4. 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.
    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. 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.
    7. 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.
    8. 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.
    9. 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.
    10. 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.
    11. 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.
    12. 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.
    13. 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.
    14. 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.
    15. 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.
    16. 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.
    17. 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.
    18. 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.
    19. 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.
    20. John R. Knight & C. F. Sirmans & Geoffrey K. Turnbull, 1994. "List price signaling and buyer behavior in the housing market," Proceedings, Federal Reserve Bank of Philadelphia, pages 177-195.
    21. 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.
    22. 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.
    23. Liao, Wen-Chi & Wang, Xizhu, 2012. "Hedonic house prices and spatial quantile regression," Journal of Housing Economics, Elsevier, vol. 21(1), pages 16-27.
    24. 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.
    25. 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.
    26. 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.
    27. Chang Liu & Wei Xiong, 2018. "China's Real Estate Market," NBER Working Papers 25297, National Bureau of Economic Research, Inc.
    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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Trojanek, Radoslaw & Gluszak, Michal, 2022. "Short-run impact of the Ukrainian refugee crisis on the housing market in Poland," Finance Research Letters, Elsevier, vol. 50(C).
    2. Enwei Zhu & Jing Wu & Hongyu Liu & Keyang Li, 2023. "A Sentiment Index of the Housing Market in China: Text Mining of Narratives on Social Media," The Journal of Real Estate Finance and Economics, Springer, vol. 66(1), pages 77-118, January.
    3. Jinyi Xiao & Hongyu Liu & Jing Wu, 2022. "The Status Quos and Causes of Concentrated Elderly Populations in Old Urban Communities in China," Sustainability, MDPI, vol. 14(19), pages 1-24, October.
    4. Hill, Robert J. & Trojanek, Radoslaw, 2022. "An evaluation of competing methods for constructing house price indexes: The case of Warsaw," Land Use Policy, Elsevier, vol. 120(C).
    5. Ekaterina Bobrovskaya & Andrey Polbin & Nikita Fokin, 2024. "Hedonic Price Indices for Moscow Short-Term Rental Housing," Russian Journal of Money and Finance, Bank of Russia, vol. 83(1), pages 77-103, March.
    6. Gyourko, Joseph & Shen, Yang & Wu, Jing & Zhang, Rongjie, 2022. "Land finance in China: Analysis and review," China Economic Review, Elsevier, vol. 76(C).
    7. Michał Hebdzyński, 2024. "Price-setting factors or revealed preferences? How to understand the results of hedonic models and hedonic indices of the housing rental market that base on listings data?," Bank i Kredyt, Narodowy Bank Polski, vol. 55(4), pages 519-550.
    8. Li, Qiang & Nong, Huifu, 2022. "A closer look at Chinese housing market: Measuring intra-city submarket connectedness in Shanghai and Guangzhou," China Economic Review, Elsevier, vol. 74(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Zhang, Lei & Yi, Yimin, 2017. "Quantile house price indices in Beijing," Regional Science and Urban Economics, Elsevier, vol. 63(C), pages 85-96.
    2. Elliot Anenberg & Steven Laufer, 2014. "Using Data on Seller Behavior to Forecast Short-run House Price Changes," Finance and Economics Discussion Series 2014-16, Board of Governors of the Federal Reserve System (U.S.).
    3. Darren K. Hayunga & R. Kelley Pace, 2017. "List Prices in the US Housing Market," The Journal of Real Estate Finance and Economics, Springer, vol. 55(2), pages 155-184, August.
    4. Hill, Robert J. & Trojanek, Radoslaw, 2022. "An evaluation of competing methods for constructing house price indexes: The case of Warsaw," Land Use Policy, Elsevier, vol. 120(C).
    5. Dean Gatzlaff & Peng Liu, 2013. "List Price Information in the Negotiation of Commercial Real Estate Transactions: Is Silence Golden?," The Journal of Real Estate Finance and Economics, Springer, vol. 47(4), pages 760-786, November.
    6. Tingyu Zhou & John M Clapp & Ran Lu‐Andrews, 2022. "Examining omitted variable bias in anchoring premium estimates: Evidence based on assessed value," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 50(3), pages 789-828, September.
    7. 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.
    8. Jianping GU & Yasushi ASAMI, 2016. "Optimal List Price And Duration Of Vacancy In The Housing Market In Tokyo," Review of Urban & Regional Development Studies, Wiley Blackwell, vol. 28(3), pages 182-201, November.
    9. Ying Fan & Charles Ka Yui Leung & Zan Yang, 2022. "Financial conditions, local competition, and local market leaders: The case of real estate developers," Pacific Economic Review, Wiley Blackwell, vol. 27(2), pages 131-193, May.
    10. Alex Minne & Marc Francke & David Geltner & Robert White, 2020. "Using Revisions as a Measure of Price Index Quality in Repeat-Sales Models," The Journal of Real Estate Finance and Economics, Springer, vol. 60(4), pages 514-553, May.
    11. Bruce L. Gordon & Daniel T. Winkler, 2017. "The Effect of Listing Price Changes on the Selling Price of Single-Family Residential Homes," The Journal of Real Estate Finance and Economics, Springer, vol. 55(2), pages 185-215, August.
    12. 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.
    13. Enwei Zhu & Jing Wu & Hongyu Liu & Keyang Li, 2023. "A Sentiment Index of the Housing Market in China: Text Mining of Narratives on Social Media," The Journal of Real Estate Finance and Economics, Springer, vol. 66(1), pages 77-118, January.
    14. Zhou, Zhengyi, 2016. "Overreaction to policy changes in the housing market: Evidence from Shanghai," Regional Science and Urban Economics, Elsevier, vol. 58(C), pages 26-41.
    15. Galesi, Alessandro & Mata, Nuria & Rey, David & Schmitz, Sebastian & Schuffels, Johannes, 2020. "Regional Housing Market Conditions in Spain," Research Memorandum 029, Maastricht University, Graduate School of Business and Economics (GSBE).
    16. Chen, Jie & Chen, Yu & Hill, Robert J. & Hu, Pei, 2022. "The user cost of housing and the price-rent ratio in Shanghai," Regional Science and Urban Economics, Elsevier, vol. 92(C).
    17. Waltl, Sofie R., 2018. "Estimating quantile-specific rental yields for residential housing in Sydney," Regional Science and Urban Economics, Elsevier, vol. 68(C), pages 204-225.
    18. Li, Keyang & Qin, Yu & Wu, Jing, 2020. "Recent housing affordability in urban China: A comprehensive overview," China Economic Review, Elsevier, vol. 59(C).
    19. Han, Lu & Strange, William C., 2016. "What is the role of the asking price for a house?," Journal of Urban Economics, Elsevier, vol. 93(C), pages 115-130.
    20. de Wit, Erik R. & Englund, Peter & Francke, Marc K., 2013. "Price and transaction volume in the Dutch housing market," Regional Science and Urban Economics, Elsevier, vol. 43(2), pages 220-241.

    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

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jhouse:v:50:y:2020:i:c:s1051137720300516. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/622881 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.