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The dual role of sentiment on housing prices in China

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  • Wang, Xinyu
  • Fang, Zhuangzhi
  • Wang, Zhenxin

Abstract

This research investigated the role of sentiment on housing prices in China from 2013 to 2022 within a time-varying framework, highlighting the underexplored liquidity channel. We constructed a housing sentiment index by analyzing over 2.44 million social media posts using the Bidirectional Encoder Representations from Transformers (BERT) technique, which is recognized for its advanced capability in processing natural language. With a Time-Varying Coefficient Vector Autoregression (TVC-VAR) model, we estimated the time-varying impulse response of housing prices to sentiment and liquidity shocks, as well as the response of liquidity to sentiment shocks. Our findings revealed that positive public sentiment not only directly pushes housing prices upwards but also indirectly inflates them through an enhanced liquidity, a byproduct of optimism. Notably, the dual role of sentiment becomes more pronounced during the periods with high uncertainty, such as COVID-19 pandemic period. Moreover, our conclusions survived a battery of robustness checks. The results underscore the importance of integrating psychological factors and market dynamics to understand the complexities of real estate markets, particularly in turbulent times.

Suggested Citation

  • Wang, Xinyu & Fang, Zhuangzhi & Wang, Zhenxin, 2025. "The dual role of sentiment on housing prices in China," International Review of Economics & Finance, Elsevier, vol. 97(C).
  • Handle: RePEc:eee:reveco:v:97:y:2025:i:c:s105905602400724x
    DOI: 10.1016/j.iref.2024.103732
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    1. John V. Duca & John Muellbauer & Anthony Murphy, 2021. "What Drives House Price Cycles? International Experience and Policy Issues," Journal of Economic Literature, American Economic Association, vol. 59(3), pages 773-864, September.
    2. Cindy K Soo, 2018. "Quantifying Sentiment with News Media across Local Housing Markets," The Review of Financial Studies, Society for Financial Studies, vol. 31(10), pages 3689-3719.
    3. 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.
    4. Jim Clayton & David Ling & Andy Naranjo, 2009. "Commercial Real Estate Valuation: Fundamentals Versus Investor Sentiment," The Journal of Real Estate Finance and Economics, Springer, vol. 38(1), pages 5-37, January.
    5. Andres Algaba & David Ardia & Keven Bluteau & Samuel Borms & Kris Boudt, 2020. "Econometrics Meets Sentiment: An Overview Of Methodology And Applications," Journal of Economic Surveys, Wiley Blackwell, vol. 34(3), pages 512-547, July.
    6. Ambrogio Cesa‐Bianchi & Luis Felipe Cespedes & Alessandro Rebucci, 2015. "Global Liquidity, House Prices, and the Macroeconomy: Evidence from Advanced and Emerging Economies," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 47(S1), pages 301-335, 03.
    7. Andrew Caplin & John Leahy, 2011. "Trading Frictions and House Price Dynamics," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 43, pages 283-303, October.
    8. Jeffrey Fisher & Dean Gatzlaff & David Geltner & Donald Haurin, 2003. "Controlling for the Impact of Variable Liquidity in Commercial Real Estate Price Indices," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 31(2), pages 269-303, June.
    9. Malcolm Baker & Jeffrey Wurgler, 2006. "Investor Sentiment and the Cross‐Section of Stock Returns," Journal of Finance, American Finance Association, vol. 61(4), pages 1645-1680, August.
    10. Vladimir Asriyan & William Fuchs & Brett Green, 2019. "Liquidity Sentiments," American Economic Review, American Economic Association, vol. 109(11), pages 3813-3848, November.
    11. Cesa-Bianchi, Ambrogio, 2013. "Housing cycles and macroeconomic fluctuations: A global perspective," Journal of International Money and Finance, Elsevier, vol. 37(C), pages 215-238.
    12. 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.
    13. Craig Burnside & Martin Eichenbaum & Sergio Rebelo, 2016. "Understanding Booms and Busts in Housing Markets," Journal of Political Economy, University of Chicago Press, vol. 124(4), pages 1088-1147.
    14. Amir Sufi, 2023. "Housing, Household Debt, and the Business Cycle: An Application to China and Korea," NBER Working Papers 31489, National Bureau of Economic Research, Inc.
    15. Shao, Jin & Hong, Jingke & Wang, Xianzhu & Yan, Xiaochen, 2023. "The relationship between social media sentiment and house prices in China: Evidence from text mining and wavelet analysis," Finance Research Letters, Elsevier, vol. 57(C).
    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. 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.
    18. Allen Head & Huw Lloyd-Ellis & Hongfei Sun, 2014. "Search, Liquidity, and the Dynamics of House Prices and Construction," American Economic Review, American Economic Association, vol. 104(4), pages 1172-1210, April.
    19. David C. Ling & Joseph T.L. Ooi & Thao T.T. Le, 2015. "Explaining House Price Dynamics: Isolating the Role of Nonfundamentals," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 47(S1), pages 87-125, March.
    20. Dorinth W. van Dijk & Marc K. Francke, 2018. "Internet Search Behavior, Liquidity and Prices in the Housing Market," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 46(2), pages 368-403, June.
    21. Iwanaga, Yasuhiro & Hirose, Takehide, 2023. "Liquidity changes and decomposition in the Japanese equity market," Pacific-Basin Finance Journal, Elsevier, vol. 81(C).
    22. Sendhil Mullainathan & Andrei Shleifer, 2005. "The Market for News," American Economic Review, American Economic Association, vol. 95(4), pages 1031-1053, September.
    23. Jim Clayton & Greg MacKinnon & Liang Peng, 2008. "Time Variation of Liquidity in the Private Real Estate Market: An Empirical Investigation," Journal of Real Estate Research, Taylor & Francis Journals, vol. 30(2), pages 125-160, January.
    24. Madhavan, Ananth, 2000. "Market microstructure: A survey," Journal of Financial Markets, Elsevier, vol. 3(3), pages 205-258, August.
    25. Matteo Iacoviello, 2005. "House Prices, Borrowing Constraints, and Monetary Policy in the Business Cycle," American Economic Review, American Economic Association, vol. 95(3), pages 739-764, June.
    26. Minetti, Raoul & Peng, Tao, 2013. "Lending constraints, real estate prices and business cycles in emerging economies," Journal of Economic Dynamics and Control, Elsevier, vol. 37(12), pages 2397-2416.
    27. Chordia, Tarun & Roll, Richard & Subrahmanyam, Avanidhar, 2000. "Commonality in liquidity," Journal of Financial Economics, Elsevier, vol. 56(1), pages 3-28, April.
    28. repec:eme:sef000:sef-11-2013-0170 is not listed on IDEAS
    29. Ambrogio Cesa‐Bianchi & Luis Felipe Cespedes & Alessandro Rebucci, 2015. "Global Liquidity, House Prices, and the Macroeconomy: Evidence from Advanced and Emerging Economies," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 47(S1), pages 301-335, March.
    30. Hong, Yun & Li, Yi, 2020. "Housing prices and investor sentiment dynamics: Evidence from China using a wavelet approach," Finance Research Letters, Elsevier, vol. 35(C).
    31. Giorgio E. Primiceri, 2005. "Time Varying Structural Vector Autoregressions and Monetary Policy," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(3), pages 821-852.
    32. Luca Gambetti & Evi Pappa & Fabio Canova, 2008. "The Structural Dynamics of U.S. Output and Inflation: What Explains the Changes?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(2-3), pages 369-388, March.
    33. Ciarlone, Alessio, 2011. "Housing wealth effect in emerging economies," Emerging Markets Review, Elsevier, vol. 12(4), pages 399-417.
    34. Karl E. Case & Robert J. Shiller, 2003. "Is There a Bubble in the Housing Market?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 34(2), pages 299-362.
    35. Eraslan, Sercan, 2016. "Safe-haven demand for housing in London," Economic Modelling, Elsevier, vol. 58(C), pages 482-493.
    36. Marco Del Negro & Giorgio E. Primiceri, 2015. "Time Varying Structural Vector Autoregressions and Monetary Policy: A Corrigendum," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 82(4), pages 1342-1345.
    37. Casey Dougal & Joseph Engelberg & Diego García & Christopher A. Parsons, 2012. "Journalists and the Stock Market," The Review of Financial Studies, Society for Financial Studies, vol. 25(3), pages 639-679.
    38. Petre Caraiani & Rangan Gupta & Chi Keung Marco Lau & Hardik A. Marfatia, 2022. "Effects of Conventional and Unconventional Monetary Policy Shocks on Housing Prices in the United States: The Role of Sentiment," Journal of Behavioral Finance, Taylor & Francis Journals, vol. 23(3), pages 241-261, July.
    39. Yun Hong & Yi Li, 2020. "House price and the stock market prices dynamics: evidence from China using a wavelet approach," Applied Economics Letters, Taylor & Francis Journals, vol. 27(12), pages 971-976, June.
    40. Jordi Galí & Luca Gambetti, 2015. "The Effects of Monetary Policy on Stock Market Bubbles: Some Evidence," American Economic Journal: Macroeconomics, American Economic Association, vol. 7(1), pages 233-257, January.
    41. John Krainer, 2008. "Falling house prices and rising time on the market," FRBSF Economic Letter, Federal Reserve Bank of San Francisco, issue mar21.
    42. Jim Clayton & Greg MacKinnon & Liang Peng, 2008. "Time Variation of Liquidity in the Private Real Estate Market: An Empirical Investigation," Journal of Real Estate Research, American Real Estate Society, vol. 30(2), pages 125-160.
    43. Guofu Zhou, 2018. "Measuring Investor Sentiment," Annual Review of Financial Economics, Annual Reviews, vol. 10(1), pages 239-259, November.
    44. Yi Wu & Alan Tidwell, 2015. "Inflation-hedging properties of regional Chinese real estate market: evidence from 35 cities in China," Applied Economics, Taylor & Francis Journals, vol. 47(60), pages 6580-6598, December.
    45. Robert Novy‐Marx, 2009. "Hot and Cold Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 37(1), pages 1-22, March.
    46. Jeffrey Fisher & Dean Gatzlaff & David Geltner & Donald Haurin, 2004. "An Analysis of the Determinants of Transaction Frequency of Institutional Commercial Real Estate Investment Property," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 32(2), pages 239-264, June.
    47. David Genesove & Christopher Mayer, 2001. "Loss Aversion and Seller Behavior: Evidence from the Housing Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(4), pages 1233-1260.
    48. Iwanaga, Yasuhiro & Hirose, Takehide, 2022. "Liquidity shock and stock returns in the Japanese equity market," Pacific-Basin Finance Journal, Elsevier, vol. 75(C).
    49. Daniel C. Quan & John M. Quigley, 1989. "Inferring an Investment Return Series for Real Estate from Observations on Sales," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 17(2), pages 218-230, June.
    50. Josue Cox & Sydney C. Ludvigson, 2021. "Drivers of the great housing boom‐bust: Credit conditions, beliefs, or both?," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 49(3), pages 843-875, September.
    51. Shulin Shen & Yiyi Zhao & Jindong Pang, 2024. "Local Housing Market Sentiments and Returns: Evidence from China," The Journal of Real Estate Finance and Economics, Springer, vol. 68(3), pages 488-522, April.
    52. David Geltner, 1990. "Return Risk and Cash Flow Risk with Long‐term Riskless Leases in Commercial Real Estate," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 18(4), pages 377-402, December.
    53. Sendhil Mullainathan & Andrei Shleifer, 2005. "The Market for News," American Economic Review, American Economic Association, vol. 95(4), pages 1031-1053, September.
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    More about this item

    Keywords

    Housing sentiment; Liquidity; BERT; TVC-VAR;
    All these keywords.

    JEL classification:

    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • G41 - Financial Economics - - Behavioral Finance - - - Role and Effects of Psychological, Emotional, Social, and Cognitive Factors on Decision Making in Financial Markets
    • R21 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Housing Demand
    • R31 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - Housing Supply and Markets

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