Leung, Charles Ka Yui and Chow, Kenneth and Yiu, Matthew and Tam, Dickson (2010): House Market in Chinese Cities: Dynamic Modeling, In-Sampling Fitting and Out-of-Sample Forecasting.
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Abstract
This paper attempts to contribute in several ways. Theoretically, it proposes simple models of house price dynamics and construction dynamics, all based on forward-looking agents’ maximization problems, which may carry independent interests. Simplified version of the model implications are estimated with the data from four major cities in China. Both price and construction dynamics exhibit strong persistence in al cities. Significant heterogeneity across cities is found. Our models out-perform widely used alternatives in in-sample-fitting for all cities, although similar success only limited to highly developed cities in out-of-sample forecasting. Policy implications and future research directions are also discussed.
Item Type: | MPRA Paper |
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Original Title: | House Market in Chinese Cities: Dynamic Modeling, In-Sampling Fitting and Out-of-Sample Forecasting |
Language: | English |
Keywords: | pre-sale, production constraint, collateral constraint, cross-city heterogeneity, fundamental versus policy |
Subjects: | R - Urban, Rural, Regional, Real Estate, and Transportation Economics > R3 - Real Estate Markets, Spatial Production Analysis, and Firm Location > R30 - General E - Macroeconomics and Monetary Economics > E3 - Prices, Business Fluctuations, and Cycles > E30 - General C - Mathematical and Quantitative Methods > C3 - Multiple or Simultaneous Equation Models ; Multiple Variables > C33 - Panel Data Models ; Spatio-temporal Models |
Item ID: | 27367 |
Depositing User: | Charles Ka Yui Leung |
Date Deposited: | 13 Dec 2010 18:23 |
Last Modified: | 30 Sep 2019 22:16 |
References: | Atkeson, A. and M. Ogaki, 1996, Wealth-Varying Intertemporal Elasticities of Substitution: Evidence from Panel and Aggregate Data, Journal of Monetary Economics, 38, 507-34. Bardhan, A. and R. Edelstein, 2008, Housing Finance in Emerging Economies: Applying a Benchmark from Developed Countries, in D. Ben-Shahar, C. K. Y. Leung and S. E. Ong, eds., Mortgage Markets Worldwide, Oxford: Blackwell Publishing: 231-52. Baxter, M., 1991, Business Cycles, Stylized Facts, and the Exchange Rate Regime: Evidence from the United States, Journal of International Money and Finance, 10(1): 71-88. Chan, N., 1999, Land-use Rights in Mainland China: Problems and Recommendations for Improvement, Journal of Real Estate Literature, 7: 53-63. Chan, S. H.; F. Fang and J. Yang, 2008, Presales, Financing Constraints, and Developers' Production Decisions, Journal of Real Estate Research, 30, 345-375. Chen, N.-K., 2001, Bank Net Worth, Asset Prices and Economic Activity, Journal of Monetary Economics, 48: 415–36. Chen, N.-K.; S.-S. Chen, Y.-H. Chou, 2010, House Prices, Collateral Constraint, and the Asymmetric Effect on Consumption, Journal of Housing Economics, 19, 26-37. Chen, N.-K. and H.-J. Wang, 2007, The Procyclical Leverage Effect of Collateral Value on Bank Loans—Evidence from the Transaction Data of Taiwan, Economic Inquiry, 45(2): 395-406. Chen, N.-K. and H.-J. Wang, 2008, Procyclical Collateral Value and Business Investment — An Empirical Investigation of Firm Level Data, Southern Economic Journal, 75, 26-49. Cheung, Y. W.; M. D. Chinn and A. G. Pascual, 2005, Empirical exchange rate models of the nineties: Are any fit to survive? Journal of International Money and Finance, 24, 1150-1175. Christiano, L. and W. J. Den Haan, 1996, Small-sample properties of GMM for business-cycle analysis, Journal of Business & Economic Statistics, 14, 309-327. Cocco, J. F., 2004, Portfolio Choice in the Presence of Housing, Review of Financial Studies, 18: 535-67. Deng, Y. and P. Fei, 2008, The Emerging Mortgage Markets in China, in D. Ben-Shahar, C. K. Y. Leung and S. E. Ong, eds., Mortgage Markets Worldwide, Oxford: Blackwell Publishing: 1-33. Deng, Y., D. Zheng and C. Ling, 2005, An Early Assessment of Residential Mortgage Performance in China, Journal of Real Estate Finance and Economics, 31: 117–36. Gerlach, S. and W. Peng, 2005, Bank Lending and Property Prices in Hong Kong, Journal of Banking and Finance, 29: 461-81. Greenwood, J. and Z. Hercowitz, 1991, The allocation of capital and time over the business cycle, Journal of Political Economy, 99, 1188-1214. Hamilton, J., 1994, Time Series Analysis, Princeton: Princeton University Press. Hansen, L. P., 1982, Large Sample Properties of Generalized Method of Moments Estimators, Econometrica, 50(4), 1029-54. Hansen, L. P. and J. Heckman, 1996, The Empirical Foundations of Calibration, Journal of Economic Perspectives, 10, 87-104. Hansen, L. P. and K. J. Singleton, 1982, Generalized Instrumental Variables Estimation of Nonlinear Rational Expectations Models, Econometrica, 50(5), 1269-86. Hanushek, E., 2002, Publicly Provided Education, in A. Auerbach and M. Feldstein, eds., Handbook of Public Economics, Vol. 4, Amsterdam: North-Holland: 2045-141. Hanushek, E., 2006, School Resources, in E. Hanushek and F. Welch, eds., Handbook of the Economics of Education, Vol. 2, Amsterdam: North-Holland, 865-908. Hanushek, E. and J. Quigley, 1979, The Dynamics of Housing Market: a Stock Adjustment Model of Housing Consumption, Journal of Urban Economics, 6 (1): 90–111. Hanushek, E. and K. Yilmaz, 2007a, The Complementarity of Tiebout and Alonso, Journal of Housing Economics, 16: 243-61. Hanushek, E. and K. Yilmaz, 2007b, Schools with Location: Tiebout, Alonso and Governmental Policy, NBER Working Paper No.12960, Cambridge MA: National Bureau of Economic Research. Hart, O., Moore, J., 1994, A theory of debt based on the inalienability of human capital, Quarterly Journal of Economics, 109, 841–879. Hausman, J., 1978, Specification Tests in Econometrics, Econometrica, 46: 1251-72. Hayashi, F., 2000, Econometrics, Woodstock: Princeton University Press. Hsiao, C., 2003, Analysis of Panel Data, Cambridge: Cambridge University Press. Hwang, M. and J. M. Quigley, 2006, Economic Fundamentals in Local Housing Markets: Evidence from U.S. Metropolitan Regions, Journal of Regional Science, 46(3): 425–53. Inoue, A. and L. Kilian, 2004, In-Sample or Out-of-Sample Tests of Predictability: Which One Should We Use? Econometric Reviews, 23, 371-402. Kan, K.; Kwong, S. K. S.; Leung, C. K.-Y., 2004, The dynamics and volatility of commercial and residential property prices: theory and evidence, Journal of Regional Science, 44(1), 95-123. King, R., C. Plosser and S. Rebelo, 2002, Production, Growth and Business Cycles: Technical Appendix, Computational Economics, 20(1-2): 87-116. King, R. and S. Rebelo, 1993, Low Frequency Filtering and Real Business Cycles, Journal of Economic Dynamics and Control, 17(1-2): 207-31. Lai, R. N.; K. Wang, and Y. Zhou, 2002, Sale before Completion of Development: Pricing and Strategy, Real Estate Economics, 32, 329-357. Leung, C. K. Y., 2003, Economic growth and increasing house price, Pacific Economic Review, 8(2), 183-190. Leung, C., 2004, Macroeconomics and Housing: a review of the literature, Journal of Housing Economics, 13, 249-267. Leung, C. K. Y., 2007, Equilibrium correlations of asset price and return, Journal of Real Estate Finance and Economics, 34, 233-256. Leung, C. K. Y. and N.-K. Chen, 2006, Intrinsic cycles of land price: a simple model, Journal of Real Estate Research, 28(3), 293-320. Leung, C. K. Y. and W. Wang, 2007, An Examination of the Chinese Housing Market through the Lens of the DiPasquale-Wheaton Model: a Graphical Attempt, International Real Estate Review, 10(2): 131-65. Leung, F., K. Chow and G. Han, 2008, Long-Term and Short-Term Determinants of Property Prices in Hong Kong, HKMA Working Paper No.15/2008, Hong Kong Monetary Authority. Li, D., 1998, Changing Incentives of the Chinese Bureaucracy, American Economic Review, Papers and Proceedings, 88, 393-397. Liu, H. and Y. Huang, 2004, Prospects of Real Estate Markets in China – Challenges and Opportunities, Institute of Real Estate Studies, Tsinghua University. Liu, M., B. Song and R. Tao, 2006, Perspective on Local Governance Reform in China, China & World Economy, 14, 16 – 31. Liu, P.; Edelstein, R. H. and F. Wu, 2009, Forward Real Estate Markets and Hedging: A Theoretical Approach. University of California, Berkeley, mimeo. Mas-Colell, A.; M. Whinston and J. Green, 1995, Microeconomic Theory, Oxford: Oxford University Press. Meese, R., Rogoff, K., 1983, Empirical exchange rate models of the seventies: do they fit out of sample? Journal of International Economics, 14, 3-24. Mera, K. and B. Renaud, eds., 2000, Asia’s Financial Crisis and the Role of Real Estate, New York: M.E. Sharpe. Myers, S., 2003, Financing of corporations, in Handbook of the Economics of Finance, Volume 1A, ed. by G. M. Constantinides, M. Harris and R. Stulz, 215-253. Ogaki, M. and A. Atkeson, 1997, Rate of Time Preference, Intertemporal Elasticity of Substitution, and Level of Wealth, Review of Economics and Statistics, 79, 564-72. Pesaran, H. and R. Smith, 1994, A Generalized Criterion for Regression Models Estimated by the Instrumental Variables Method, Econometrica, 62: 705-10. Peng, W., D. Tam and M. Yiu, 2008, The Property Market and the Macroeconomy of the Mainland: A Cross Region Study, Pacific Economic Review, 13(2): 240-58. Piazzesi, M., M. Schneider and S. Tuzel, 2007, Housing, Consumption and Asset Pricing, Journal of Financial Economics, 83: 531-69. Ping, X. and M. Chen, 2004, Real estate financing, land price and the trend of housing price, Peking University, mimeo (In Chinese). Renaud, B., 2008, Mortgage Finance in Emerging Markets: Constraints and Feasible Development Paths, in D. Ben-Shahar, C. K. Y. Leung and S. E. Ong, eds., Mortgage Markets Worldwide, Oxford: Blackwell Publishing: 253-88. Ross, S. and J. Yinger, 1999, Sorting and Voting: a Review of the Literature on Urban Public Finance, in P. Cheshire and E. Mills, eds., Handbook of Regional and Urban Economics, 3: 2001-60. Shi, T., 1997, Political Participation in Beijing, Cambridge: Harvard University Press. Singleton, K. J., 2006, Empirical Dynamic Asset Pricing: Model Specification and Econometric Assessment , Princeton: Princeton University Press. Sundaram, R., 1996, A First Course in Optimization Theory, Cambridge: Cambridge University Press. Tsai, L., 2007, Accountability Without Democracy: Solidary Groups and Public Goods Provision in Rural China, Cambridge: Cambridge University Press. Tse, C. Y.; Leung, C. K. Y., 2002, Increasing Wealth and Increasing Instability: The Role of Collateral, Review of International Economics, 10(1), 45-52. Wang, C. A. and C. O. Chang, 2008, Is It a Heavy Log that Broke the Camel’s Back? Evidence of the Credit Channel in Taiwan’s Construction Industry, International Real Estate Review, 11, 38-64. Wang, K. and Y. Zhou, 2006, Equilibrium Real Options Exercise Strategies with Multiple Players: The Case of Real Estate Markets, Real Estate Economics, 34, 1-49. Yao, R. and H. Zhang, 2005, Optimal Consumption and Portfolio Choices with Risky Housing and Borrowing Constraints, Review of Financial Studies, 18, 197-239. |
URI: | https://mpra.ub.uni-muenchen.de/id/eprint/27367 |