ABSTRACT
To investigate the influence of real estate market subject sentiment and media sentiment on housing price changes, principal component analysis was used to construct a market subject sentiment index, and python was used to crawl microblogs for news reports related to housing prices and construct a microblog media sentiment index through text analysis. After the validity of each index was tested, a VAR model was built based on microblogging media sentiment and market subject sentiment, and the relationship between commodity residential price fluctuations and the related sentiment was analyzed using a combination of impulse response and variance decomposition methods. The results show that both the market subject sentiment index and the media sentiment index are highly correlated with the price of commodity residential properties, with a positive correlation between buyer and seller market sentiment and the price of commodity residential properties; media sentiment has a transient effect on the price of commodity residential properties.
- Lai R N , Order R A V . Momentum and House Price Growth in the United States: Anatomy of a Bubble[J]. Real Estate Economics, 2010, 38(4):753-773.Google ScholarCross Ref
- Wang Z , Hui C M . Fundamentals and Market Sentiment in Housing Market[J]. Housing, Theory and Society, 2017:1-22.Google Scholar
- Case K E,Shiller R J . The Behavior of Home Buyers in Boom and Post-Boom Markets[J]. Social Science Electronic Publishing, 1988, 80(2):125–137.Google Scholar
- Case, K.E., and R.J.Shiller, 2003, “Is There a Bubble in the Housing Market?”, Brookings Papers on Economic Activity, 34 (2) , 299-362.Google Scholar
- Piazzesi, M., and M.Schneider, 2009, “Momentum Traders in the Housing Market:Survey Evidence and a Search Model”, American Economic Review, 99 (2) , 406-11.Google Scholar
- Li B. Research on the role of market expectations on house prices - an analysis based on DSSW model and dynamic panel data model[J]. Soft Science,2015,(12):121-125.Google Scholar
- Liu, Lin. Market investor sentiment and house price volatility in China - an empirical test based on Markov zone-switching VAR model[J]. Practice and understanding of mathematics,2017,(22):58-67.Google Scholar
- Huang Yanfen,Hong Wenbin,Yu Huayi. How market sentiment affects urban house prices[J]. Economic Theory and Economic Management, 2019(7): 75-88Google Scholar
- Leng Yinping,Huang Sigang. A study on the impact of investor sentiment on house prices - an empirical analysis based on VAR model[J]. Productivity Research, 2020, (6): 31-34.Google Scholar
- Soo, C.K., 2013, “Quantifying Animal Spirits:News Media and Sentiment in the Housing Market”, Ross School of Business Paper No.1200.Google Scholar
- Eeab D, Tlb C. On the role of public price information in housing markets[J]. Regional Science and Urban Economics, 2015, 53:74-84.Google ScholarCross Ref
- Lambertini L , Mendicino C , Punzi M T . Expectations-Driven Cycles in the Housing Market[J]. Social Science Electronic Publishing, 2010, 9( 4): 518-529.Google Scholar
- Kuang Weida, Zhang Sihan, Zhang Zhang. Media sentiment and house price volatility[J]. Economic Theory and Economic Management, 2020(12): 56-68..Google Scholar
- Hui, E. , Dong, Z. , Jia, S. H. , & Lam, C. . How does sentiment affect returns of urban housing?. Habitat International, 2017, 64, 71-84.Google ScholarCross Ref
- Baker M , Wurgler J . Investor Sentiment in the Stock Market[J]. Journal of Economic Perspectives, 2007, 21(2):129-152.Google ScholarCross Ref
- Soo C K . Quantifying Sentiment with News Media across Local Housing Markets[J]. Review of Financial Studies, 2018, 31(10):3689-3719.Google ScholarCross Ref
- Wang Y, Yang QY. The impact of online attention on stock returns in China - an empirical study based on the attention of Hutchison[J]. Investment Research,2014,(2):143-149.Google Scholar
- Cheng Wan Yun, Lin J. Investor sentiment on social media and stock market index[J]. Management Science 2013, 26(5):111-119.Google Scholar
- JIA Ting,ZHANG Lianying. The impact of investor sentiment on house price volatility based on sentiment analysis[J]. Journal of Engineering Management, 2021, 35(3): 135-140.Google Scholar
- Tetlock,P.Giving content to investor sentiment:the role of media in the stock market[J].Journal of Finance, 2007, 62(3):1139-1168.Google ScholarCross Ref
- Loughran, Tim and Bill Mc Donald.When is a liability not a liability? textual analysis, dictionaries, and 10‐Ks[J].The Journal of Finance, 2011, 66(1):35-65.Google ScholarCross Ref
- Loughran, Tim and Bill Mc Donald.When is a liability not a liability? textual analysis, dictionaries, and 10‐Ks[J].The Journal of Finance, 2011, 66(1):35-65.Google ScholarCross Ref
Index Terms
- The impact of Twitter media sentiment and buyer-seller market player sentiment on residential prices
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