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Exploring determinants of housing prices: A case study of Chinese experience in 1999–2010

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  • Zhang, Yanbing
  • Hua, Xiuping
  • Zhao, Liang

Abstract

How do macroeconomic variables affect housing prices? In this paper we apply a non-linear modeling approach, the Nonlinear Auto Regressive Moving Average with eXogenous inputs (NARMAX), to investigate determinants of housing prices in China over the period 1999:01 to 2010:06. The NARMAX approach, combined with the famous Vector Error Correction Model (VECM), has an advantage over prevailing methods in that it automatically selects linear and non-linear forms of variables and the numbers of corresponding lags according to statistical properties. Estimation results mainly identify some key monetary and price variables in interpreting housing price dynamics, including most notably mortgage rate, producer price, broad money supply and real effective exchange rate. Meanwhile, real economic variables such as income are not independently significant.

Suggested Citation

  • Zhang, Yanbing & Hua, Xiuping & Zhao, Liang, 2012. "Exploring determinants of housing prices: A case study of Chinese experience in 1999–2010," Economic Modelling, Elsevier, vol. 29(6), pages 2349-2361.
  • Handle: RePEc:eee:ecmode:v:29:y:2012:i:6:p:2349-2361
    DOI: 10.1016/j.econmod.2012.06.025
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    1. Yiping Huang & Xun Wang, 2011. "Does Financial Repression Inhibit or Facilitate Economic Growth? A Case Study of Chinese Reform Experience," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 73, pages 833-855, December.
    2. Caballero, Ricardo J. & Krishnamurthy, Arvind, 2006. "Bubbles and capital flow volatility: Causes and risk management," Journal of Monetary Economics, Elsevier, vol. 53(1), pages 35-53, January.
    3. 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.
    4. Du, Hongyan & Ma, Yongkai & An, Yunbi, 2011. "The impact of land policy on the relation between housing and land prices: Evidence from China," The Quarterly Review of Economics and Finance, Elsevier, vol. 51(1), pages 19-27, February.
    5. Vargas-Silva, Carlos, 2008. "Monetary policy and the US housing market: A VAR analysis imposing sign restrictions," Journal of Macroeconomics, Elsevier, vol. 30(3), pages 977-990, September.
    6. Kostas Tsatsaronis & Haibin Zhu, 2004. "What drives housing price dynamics: cross-country evidence," BIS Quarterly Review, Bank for International Settlements, March.
    7. DiPasquale Denise & Wheaton William C., 1994. "Housing Market Dynamics and the Future of Housing Prices," Journal of Urban Economics, Elsevier, vol. 35(1), pages 1-27, January.
    8. Mikhed, Vyacheslav & Zemcík, Petr, 2009. "Do house prices reflect fundamentals? Aggregate and panel data evidence," Journal of Housing Economics, Elsevier, vol. 18(2), pages 140-149, June.
    9. Ben S. Bernanke & Mark Gertler, 1995. "Inside the Black Box: The Credit Channel of Monetary Policy Transmission," Journal of Economic Perspectives, American Economic Association, vol. 9(4), pages 27-48, Fall.
    10. Wang, Songtao & Yang, Zan & Liu, Hongyu, 2011. "Impact of urban economic openness on real estate prices: Evidence from thirty-five cities in China," China Economic Review, Elsevier, vol. 22(1), pages 42-54, March.
    11. Mr. Abdelhak S Senhadji & Mr. Charles Collyns, 2002. "Lending Booms, Real Estate Bubbles and the Asian Crisis," IMF Working Papers 2002/020, International Monetary Fund.
    12. Bjørnland, Hilde C. & Leitemo, Kai, 2009. "Identifying the interdependence between US monetary policy and the stock market," Journal of Monetary Economics, Elsevier, vol. 56(2), pages 275-282, March.
    13. SATO, Hiroshi, 2006. "Housing inequality and housing poverty in urban China in the late 1990s," China Economic Review, Elsevier, vol. 17(1), pages 37-50.
    14. Wu, Jing & Gyourko, Joseph & Deng, Yongheng, 2012. "Evaluating conditions in major Chinese housing markets," Regional Science and Urban Economics, Elsevier, vol. 42(3), pages 531-543.
    15. Fratantoni, Michael & Schuh, Scott, 2003. "Monetary Policy, Housing, and Heterogeneous Regional Markets," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 35(4), pages 557-589, August.
    16. Rigobon, Roberto & Sack, Brian, 2004. "The impact of monetary policy on asset prices," Journal of Monetary Economics, Elsevier, vol. 51(8), pages 1553-1575, November.
    17. Anna Pavlova & Roberto Rigobon, 2007. "Asset Prices and Exchange Rates," The Review of Financial Studies, Society for Financial Studies, vol. 20(4), pages 1139-1180.
    18. Mr. Ashvin Ahuja & Lillian Cheung & Gaofeng Han & Mr. Nathan Porter & Wenlang Zhang, 2010. "Are House Prices Rising Too Fast in China?," IMF Working Papers 2010/274, International Monetary Fund.
    19. repec:arz:wpaper:eres2009-275 is not listed on IDEAS
    20. Frankel, Jeffrey, 2004. "On the Renminbi: The Choice between Adjustment under a Fixed Exchange Rate and Adustment under a Flexible Rate," Working Paper Series rwp04-037, Harvard University, John F. Kennedy School of Government.
    21. Nada Mora, 2008. "The Effect of Bank Credit on Asset Prices: Evidence from the Japanese Real Estate Boom during the 1980s," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(1), pages 57-87, February.
    22. William C. Wheaton & Gleb Nechayev, 2008. "The 1998 ?2005 Housing "Bubble" and the Current "Correction": What’s Different This Time?," Journal of Real Estate Research, American Real Estate Society, vol. 30(1), pages 1-26.
    23. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    24. Olivier Blanchard & Giovanni Dell’Ariccia & Paolo Mauro, 2010. "Rethinking Macroeconomic Policy," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 42(s1), pages 199-215, September.
    25. Nicholas R. Lardy, 2008. "Financial Repression in China," Policy Briefs PB08-8, Peterson Institute for International Economics.
    26. Rapach, David E. & Strauss, Jack K., 2009. "Differences in housing price forecastability across US states," International Journal of Forecasting, Elsevier, vol. 25(2), pages 351-372.
    27. Ashvin Ahuja & Lillian Cheung & Gaofeng Han & Nathan Porter & Wenlang Zhang, 2010. "Are House Prices Rising Too Fast in China?," Working Papers 1008, Hong Kong Monetary Authority.
    28. Petr Zemcik & Vyacheslav Mikhed, 2009. "Do House Prices Reflect Fundamentals? Aggregate and Panel Data Evidence," ERES eres2009_275, European Real Estate Society (ERES).
    29. Liang, Qi & Cao, Hua, 2007. "Property prices and bank lending in China," Journal of Asian Economics, Elsevier, vol. 18(1), pages 63-75, February.
    30. Allen, Franklin & Gale, Douglas, 2000. "Bubbles and Crises," Economic Journal, Royal Economic Society, vol. 110(460), pages 236-255, January.
    31. Matteo Iacoviello & Raoul Minetti, 2003. "Financial Liberalization And The Sensitivity Of House Prices To Monetary Policy: Theory And Evidence," Manchester School, University of Manchester, vol. 71(1), pages 20-34, January.
    32. Rangan Gupta & Alain Kabundi, 2010. "The effect of monetary policy on house price inflation," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 37(6), pages 616-626, November.
    33. Del Negro, Marco & Otrok, Christopher, 2007. "99 Luftballons: Monetary policy and the house price boom across U.S. states," Journal of Monetary Economics, Elsevier, vol. 54(7), pages 1962-1985, October.
    34. Yang, Zan & Wang, Songtao & Campbell, Robert, 2010. "Monetary policy and regional price boom in Sweden," Journal of Policy Modeling, Elsevier, vol. 32(6), pages 865-879, November.
    35. Olivier Blanchard & Giovanni Dell'Ariccia & Paolo Mauro, 2010. "Rethinking Macroeconomic Policy," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 42(s1), pages 199-215, September.
    36. Gimeno, Ricardo & Martí­nez-Carrascal, Carmen, 2010. "The relationship between house prices and house purchase loans: The Spanish case," Journal of Banking & Finance, Elsevier, vol. 34(8), pages 1849-1855, August.
    37. Gupta, Rangan & Jurgilas, Marius & Kabundi, Alain, 2010. "The effect of monetary policy on real house price growth in South Africa: A factor-augmented vector autoregression (FAVAR) approach," Economic Modelling, Elsevier, vol. 27(1), pages 315-323, January.
    38. Jeffrey Frankel, 2005. "On the renminbi," CESifo Forum, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 6(03), pages 16-21, October.
    39. Gaiyan Zhang & Hung-Gay Fung, 2006. "On the Imbalance Between the Real Estate Market and the Stock Markets in China," Chinese Economy, Taylor & Francis Journals, vol. 39(2), pages 26-39, April.
    40. Yongzhou Hou, 2010. "Housing price bubbles in Beijing and Shanghai?," International Journal of Housing Markets and Analysis, Emerald Group Publishing Limited, vol. 3(1), pages 17-37, March.
    41. Guo, Feng & Huang, Ying Sophie, 2010. "Does "hot money" drive China's real estate and stock markets?," International Review of Economics & Finance, Elsevier, vol. 19(3), pages 452-466, June.
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    More about this item

    Keywords

    Housing prices; Monetary policy; NARMAX; China;
    All these keywords.

    JEL classification:

    • E47 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Forecasting and Simulation: Models and Applications
    • E52 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Monetary Policy
    • 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
    • C67 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Input-Output Models

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