IDEAS home Printed from https://ideas.repec.org/a/eee/regeco/v68y2018icp98-114.html
   My bibliography  Save this article

Housing price spillovers in China: A high-dimensional generalized VAR approach

Author

Listed:
  • Yang, Jian
  • Yu, Ziliang
  • Deng, Yongheng

Abstract

Applying a proposed spillover index of high-dimensional generalized VAR framework, this paper, for the first time, explores housing price spillovers among 69 large- and medium-sized Chinese cities from July 2005 to June 2015. We find that city-level monthly housing prices in China are highly interactive with each other. Demonstrating the important role of government policy, data-determined systemically important cities in the price spillover network appear to be consistent with core cities supported by several regional development plans of the Chinese government and agglomerate in five relatively concentrated areas. A higher administrative status, population, city GDP and secondary education are significant determinants of the (net) positive spillover pattern. These findings shed new lights on understanding the housing market, regional development policies, and economic geography in China.

Suggested Citation

  • Yang, Jian & Yu, Ziliang & Deng, Yongheng, 2018. "Housing price spillovers in China: A high-dimensional generalized VAR approach," Regional Science and Urban Economics, Elsevier, vol. 68(C), pages 98-114.
  • Handle: RePEc:eee:regeco:v:68:y:2018:i:c:p:98-114
    DOI: 10.1016/j.regsciurbeco.2017.10.016
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0166046217301837
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.regsciurbeco.2017.10.016?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. Costello, Greg & Fraser, Patricia & Groenewold, Nicolaas, 2011. "House prices, non-fundamental components and interstate spillovers: The Australian experience," Journal of Banking & Finance, Elsevier, vol. 35(3), pages 653-669, March.
    2. Carlos Garriga & Aaron Hedlund & Yang Tang & Ping Wang, 2023. "Rural-Urban Migration, Structural Transformation, and Housing Markets in China," American Economic Journal: Macroeconomics, American Economic Association, vol. 15(2), pages 413-440, April.
    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. Jing Wu & Yongheng Deng, 2015. "Intercity Information Diffusion and Price Discovery in Housing Markets: Evidence from Google Searches," The Journal of Real Estate Finance and Economics, Springer, vol. 50(3), pages 289-306, April.
    5. Jim Clayton & Norman Miller & Liang Peng, 2010. "Price-volume Correlation in the Housing Market: Causality and Co-movements," The Journal of Real Estate Finance and Economics, Springer, vol. 40(1), pages 14-40, January.
    6. Jian Yang & Cheng Hsiao & Qi Li & Zijun Wang, 2006. "The emerging market crisis and stock market linkages: further evidence," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 21(6), pages 727-744, September.
    7. Chaoqun Ma & Hongquan Li & Lin Zou & Zhijian Wu, 2006. "Long-Term Memory In Emerging Markets: Evidence From The Chinese Stock Market," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 5(03), pages 495-501.
    8. John Cotter & Stuart Gabriel & Richard Roll, 2015. "Can Housing Risk Be Diversified? A Cautionary Tale from the Housing Boom and Bust," The Review of Financial Studies, Society for Financial Studies, vol. 28(3), pages 913-936.
    9. Colin Jones & Chris Leishman, 2006. "Spatial Dynamics of the Housing Market: An Interurban Perspective," Urban Studies, Urban Studies Journal Limited, vol. 43(7), pages 1041-1059, June.
    10. Bing Zhu & Roland Füss & Nico B. Rottke, 2013. "Spatial Linkages in Returns and Volatilities among U.S. Regional Housing Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 41(1), pages 29-64, March.
    11. Yongheng Deng & Randall Morck & Jing Wu & Bernard Yeung, 2015. "China’s Pseudo-monetary Policy," Review of Finance, European Finance Association, vol. 19(1), pages 55-93.
    12. Bai, ChongEn & Li, Qi & Ouyang, Min, 2014. "Property taxes and home prices: A tale of two cities," Journal of Econometrics, Elsevier, vol. 180(1), pages 1-15.
    13. Yunlong Gong & Peter Boelhouwer & Jan de Haan, 2016. "Interurban house price gradient: Effect of urban hierarchy distance on house prices," Urban Studies, Urban Studies Journal Limited, vol. 53(15), pages 3317-3335, November.
    14. Holly, Sean & Hashem Pesaran, M. & Yamagata, Takashi, 2011. "The spatial and temporal diffusion of house prices in the UK," Journal of Urban Economics, Elsevier, vol. 69(1), pages 2-23, January.
    15. Norman Miller & Liang Peng, 2006. "Exploring Metropolitan Housing Price Volatility," The Journal of Real Estate Finance and Economics, Springer, vol. 33(1), pages 5-18, August.
    16. Koop, Gary & Pesaran, M. Hashem & Potter, Simon M., 1996. "Impulse response analysis in nonlinear multivariate models," Journal of Econometrics, Elsevier, vol. 74(1), pages 119-147, September.
    17. Francis X. Diebold & Kamil Yilmaz, 2009. "Measuring Financial Asset Return and Volatility Spillovers, with Application to Global Equity Markets," Economic Journal, Royal Economic Society, vol. 119(534), pages 158-171, January.
    18. Rappaport, Jordan, 2007. "Moving to nice weather," Regional Science and Urban Economics, Elsevier, vol. 37(3), pages 375-398, May.
    19. Pesaran, H. Hashem & Shin, Yongcheol, 1998. "Generalized impulse response analysis in linear multivariate models," Economics Letters, Elsevier, vol. 58(1), pages 17-29, January.
    20. Juan Yang & Huawei Liu & David J. Leatham, 2013. "The multi-market analysis of a housing price transmission model," Applied Economics, Taylor & Francis Journals, vol. 45(27), pages 3810-3819, September.
    21. Jian Yang & Yinggang Zhou, 2013. "Credit Risk Spillovers Among Financial Institutions Around the Global Credit Crisis: Firm-Level Evidence," Management Science, INFORMS, vol. 59(10), pages 2343-2359, October.
    22. Owen Lamont & Jeremy C. Stein, 1999. "Leverage and House-Price Dynamics in U.S. Cities," RAND Journal of Economics, The RAND Corporation, vol. 30(3), pages 498-514, Autumn.
    23. Edward Glaeser & Wei Huang & Yueran Ma & Andrei Shleifer, 2017. "A Real Estate Boom with Chinese Characteristics," Journal of Economic Perspectives, American Economic Association, vol. 31(1), pages 93-116, Winter.
    24. N. Edward Coulson & Myeong-Soo Kim, 2000. "Residential Investment, Non-residential Investment and GDP," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 28(2), pages 233-247.
    25. Afridi, Farzana & Li, Sherry Xin & Ren, Yufei, 2015. "Social identity and inequality: The impact of China's hukou system," Journal of Public Economics, Elsevier, vol. 123(C), pages 17-29.
    26. Hong Miao & Sanjay Ramchander & Marc W. Simpson, 2011. "Return and Volatility Transmission in U.S. Housing Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 39(4), pages 701-741, December.
    27. Hongbin Cai & J. Vernon Henderson & Qinghua Zhang, 2013. "China's land market auctions: evidence of corruption?," RAND Journal of Economics, RAND Corporation, vol. 44(3), pages 488-521, September.
    28. Fernando Ferreira & Joseph Gyourko, 2012. "Heterogeneity in Neighborhood-Level Price Growth in the United States, 1993-2009," American Economic Review, American Economic Association, vol. 102(3), pages 134-140, May.
    29. Eichholtz, Piet & Lindenthal, Thies, 2014. "Demographics, human capital, and the demand for housing," Journal of Housing Economics, Elsevier, vol. 26(C), pages 19-32.
    30. Wenlang Zhang & Gaofeng Han & Steven Chan, 2014. "How Strong are the Linkages between Real Estate and Other Sectors in China?," Working Papers 112014, Hong Kong Institute for Monetary Research.
    31. Monika Piazzesi & Martin Schneider, 2009. "Momentum Traders in the Housing Market: Survey Evidence and a Search Model," American Economic Review, American Economic Association, vol. 99(2), pages 406-411, May.
    32. Henry Kaiser, 1974. "An index of factorial simplicity," Psychometrika, Springer;The Psychometric Society, vol. 39(1), pages 31-36, March.
    33. Diebold, Francis X. & Yilmaz, Kamil, 2012. "Better to give than to receive: Predictive directional measurement of volatility spillovers," International Journal of Forecasting, Elsevier, vol. 28(1), pages 57-66.
    34. Gong, Yunlong & Hu, Jinxing & Boelhouwer, Peter J., 2016. "Spatial interrelations of Chinese housing markets: Spatial causality, convergence and diffusion," Regional Science and Urban Economics, Elsevier, vol. 59(C), pages 103-117.
    35. Nathaniel Baum-Snow, 2007. "Did Highways Cause Suburbanization?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(2), pages 775-805.
    36. Roel Helgers & Erik Buyst, 2016. "Spatial and Temporal Diffusion of Housing Prices in the Presence of a Linguistic Border: Evidence from Belgium," Spatial Economic Analysis, Taylor & Francis Journals, vol. 11(1), pages 92-122, March.
    37. Teye, Alfred Larm & Ahelegbey, Daniel Felix, 2017. "Detecting spatial and temporal house price diffusion in the Netherlands: A Bayesian network approach," Regional Science and Urban Economics, Elsevier, vol. 65(C), pages 56-64.
    38. Coulson, N. Edward & Tang, Mingzhe, 2013. "Institutional and demographic influences on the presence, scale and geographic scope of individual Chinese real estate investment," Regional Science and Urban Economics, Elsevier, vol. 43(2), pages 187-196.
    39. Edward L. Glaeser, 2005. "Reinventing Boston: 1630--2003," Journal of Economic Geography, Oxford University Press, vol. 5(2), pages 119-153, April.
    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. Yang, Jian & Tong, Meng & Yu, Ziliang, 2021. "Housing market spillovers through the lens of transaction volume: A new spillover index approach," Journal of Empirical Finance, Elsevier, vol. 64(C), pages 351-378.
    2. Nguyen, Thi Thu Ha & Naeem, Muhammad Abubakr & Balli, Faruk & Balli, Hatice Ozer & Syed, Iqbal, 2021. "Information transmission between oil and housing markets," Energy Economics, Elsevier, vol. 95(C).
    3. Alan Tidwell & Yan (Olivia) Lu & Junsoo Lee & Piyali Banerjee, 2023. "Nature of comovements in US state and MSA housing prices," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 51(4), pages 959-989, July.
    4. Lu, Yunzhi & Li, Jie & Yang, Haisheng, 2021. "Time-varying inter-urban housing price spillovers in China: Causes and consequences," Journal of Asian Economics, Elsevier, vol. 77(C).
    5. Chiang, Shu-hen & Chen, Chien-Fu, 2022. "From systematic to systemic risk among G7 members: Do the stock or real estate markets matter?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 79(C).
    6. Junjie Li & Li Zheng & Chunlu Liu & Zhifeng Shen, 2021. "Information Spillover Effects of Real Estate Markets: Evidence from Ten Metropolitan Cities in China," JRFM, MDPI, vol. 14(6), pages 1-19, May.
    7. Xiandeng Jiang & Le Chang & Yanlin Shi, 2023. "Housing price diffusions in mainland China: evidence from a spatially penalized graphical VAR model," Empirical Economics, Springer, vol. 64(2), pages 765-795, February.
    8. Zhou, Wenwen & Chen, Mengyao & Yang, Zaoli & Song, Xiaobo, 2021. "Real estate risk measurement and early warning based on PSO-SVM," Socio-Economic Planning Sciences, Elsevier, vol. 77(C).
    9. Yunlong Gong & Jan de Haan & Peter Boelhouwer, 2020. "Cross‐city spillovers in Chinese housing markets: From a city network perspective," Papers in Regional Science, Wiley Blackwell, vol. 99(4), pages 1065-1085, August.
    10. Leeyoung Kim & Wonseok Seo, 2021. "Micro-Analysis of Price Spillover Effect among Regional Housing Submarkets in Korea: Evidence from the Seoul Metropolitan Area," Land, MDPI, vol. 10(8), pages 1-21, August.
    11. Xia, Tongshui & Yao, Chen-Xi & Geng, Jiang-Bo, 2020. "Dynamic and frequency-domain spillover among economic policy uncertainty, stock and housing markets in China," International Review of Financial Analysis, Elsevier, vol. 67(C).
    12. Yang, Zhenbing & Chen, Zhuo & Shao, Shuai & Yang, Lili, 2022. "Can housing price regulation improve R&D performance in universities? Evidence from China," Socio-Economic Planning Sciences, Elsevier, vol. 82(PA).
    13. Jian Yang & Meng Tong & Ziliang Yu, 2023. "Can volume be more informative than prices? Evidence from Chinese housing markets," Review of Quantitative Finance and Accounting, Springer, vol. 61(2), pages 633-672, August.
    14. Thomas F. P. Wiesen & Todd Gabe & Lakshya Bharadwaj, 2023. "Econometric connectedness as a measure of urban influence: evidence from Maine," Letters in Spatial and Resource Sciences, Springer, vol. 16(1), pages 1-16, December.
    15. Li Xiangfei & Han Hongli & Sun Minghan, 2020. "Localized or Regional? Urban Housing Policy Spillover in China’s Urban Agglomerations 2010–2018," Journal of Systems Science and Information, De Gruyter, vol. 8(4), pages 325-345, August.
    16. Dayong Zhang & Qiang Ji & Wan-Li Zhao & Nicholas J Horsewood, 2021. "Regional housing price dependency in the UK: A dynamic network approach," Urban Studies, Urban Studies Journal Limited, vol. 58(5), pages 1014-1031, April.
    17. Wei‐Fong Pan & James Reade & Shixuan Wang, 2022. "Measuring US regional economic uncertainty," Journal of Regional Science, Wiley Blackwell, vol. 62(4), pages 1149-1178, September.
    18. Jeffrey P. Cohen & Cletus C. Coughlin & Daniel Soques, 2019. "House Price Growth Interdependencies and Comovement," Working Papers 2019-028, Federal Reserve Bank of St. Louis, revised 11 Jan 2021.
    19. 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).
    20. Hu, Mingzhi & Su, Yinxin & Ye, Wenping, 2019. "Promoting or inhibiting: The role of housing price in entrepreneurship," Technological Forecasting and Social Change, Elsevier, vol. 148(C).
    21. Agyemang, Abraham & Chowdhury, Iftekhar & Balli, Faruk, 2021. "Quantifying Return Spillovers in Global Real Estate Markets," Journal of Housing Economics, Elsevier, vol. 52(C).
    22. Xiaoqi Zhang & Yanqiao Zheng & Lei Sun & Qiwen Dai, 2019. "Urban Structure, Subway Systemand Housing Price: Evidence from Beijing and Hangzhou, China," Sustainability, MDPI, vol. 11(3), pages 1-23, January.

    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. Yang, Jian & Tong, Meng & Yu, Ziliang, 2021. "Housing market spillovers through the lens of transaction volume: A new spillover index approach," Journal of Empirical Finance, Elsevier, vol. 64(C), pages 351-378.
    2. Xiandeng Jiang & Le Chang & Yanlin Shi, 2023. "Housing price diffusions in mainland China: evidence from a spatially penalized graphical VAR model," Empirical Economics, Springer, vol. 64(2), pages 765-795, February.
    3. Nikolaos Antonakakis & Ioannis Chatziantoniou & David Gabauer, 2021. "A regional decomposition of US housing prices and volume: market dynamics and Portfolio diversification," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 66(2), pages 279-307, April.
    4. Jian Yang & Meng Tong & Ziliang Yu, 2023. "Can volume be more informative than prices? Evidence from Chinese housing markets," Review of Quantitative Finance and Accounting, Springer, vol. 61(2), pages 633-672, August.
    5. Tsai, I-Chun & Chiang, Shu-Hen, 2019. "Exuberance and spillovers in housing markets: Evidence from first- and second-tier cities in China," Regional Science and Urban Economics, Elsevier, vol. 77(C), pages 75-86.
    6. Chen, Peng & He, Limin & Yang, Xuan, 2021. "On interdependence structure of China's commodity market," Resources Policy, Elsevier, vol. 74(C).
    7. Chien-Fu Chen & Shu-hen Chiang, 2020. "Time-varying spillovers among first-tier housing markets in China," Urban Studies, Urban Studies Journal Limited, vol. 57(4), pages 844-864, March.
    8. Chen, Jing & Han, Qian & Ryu, Doojin & Tang, Jing, 2022. "Does the world smile together? A network analysis of global index option implied volatilities," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 77(C).
    9. Neharika Sobti, 2018. "Domestic intermarket linkages: measuring dynamic return and volatility connectedness among Indian financial markets," DECISION: Official Journal of the Indian Institute of Management Calcutta, Springer;Indian Institute of Management Calcutta, vol. 45(4), pages 325-344, December.
    10. Hurn, Stan & Shi, Shuping & Wang, Ben, 2022. "Housing networks and driving forces," Journal of Banking & Finance, Elsevier, vol. 134(C).
    11. Cipollini, Andrea & Parla, Fabio, 2020. "Housing market shocks in italy: A GVAR approach," Journal of Housing Economics, Elsevier, vol. 50(C).
    12. Nikolaos Antonakakis & Ioannis Chatziantoniou & David Gabauer, 2019. "A Regional Decomposition of US Housing Prices and Volume: Market Dynamics and Economic Diversification Opportunities," Working Papers in Economics & Finance 2019-06, University of Portsmouth, Portsmouth Business School, Economics and Finance Subject Group.
    13. Egger, Peter H. & Li, Jie & Zhu, Jiaqing, 2023. "The network and own effects of global-systemically-important-bank designations," Journal of International Money and Finance, Elsevier, vol. 136(C).
    14. James E. Payne & Xiaojin Sun, 2023. "Time‐varying connectedness of metropolitan housing markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 51(2), pages 470-502, March.
    15. 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).
    16. I-Chun Tsai, 2022. "The connectedness between Hong Kong and China real estate markets: spillover effect and information transmission," Empirical Economics, Springer, vol. 63(1), pages 287-311, July.
    17. Lu, Yunzhi & Li, Jie & Yang, Haisheng, 2021. "Time-varying inter-urban housing price spillovers in China: Causes and consequences," Journal of Asian Economics, Elsevier, vol. 77(C).
    18. Enwei Zhu & Jing Wu & Hongyu Liu & Xindian Li, 2022. "Within‐City Spatial Distribution, Heterogeneity and Diffusion of House Price: Evidence from a Spatiotemporal Index for Beijing," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 50(3), pages 621-655, September.
    19. Ballester, Laura & Casu, Barbara & González-Urteaga, Ana, 2016. "Bank fragility and contagion: Evidence from the bank CDS market," Journal of Empirical Finance, Elsevier, vol. 38(PA), pages 394-416.
    20. Agyemang, Abraham & Chowdhury, Iftekhar & Balli, Faruk, 2021. "Quantifying Return Spillovers in Global Real Estate Markets," Journal of Housing Economics, Elsevier, vol. 52(C).

    More about this item

    Keywords

    Chinese housing markets; Price spillovers; Systemically important cities; Government policies;
    All these keywords.

    JEL classification:

    • 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

    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:regeco:v:68:y:2018:i:c:p:98-114. 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/regec .

    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.