IDEAS home Printed from https://ideas.repec.org/
MyIDEAS: Login to save this paper

A Spatio-Temporal Model of House Prices in the US

  • Holly, S.
  • Pesaran, M.H.
  • Yamagata. T.

In this paper we model the dynamic adjustment of real house prices using data at the level of US States. We consider interactions between housing markets by examining the extent to which real house prices at the State level are driven by fundamentals such as real income, as well as by common shocks, and determine the speed of adjustment of house prices to macroeconomic and local disturbances. We take explicit account of both cross sectional dependence and heterogeneity. This allows us to find a cointegrating relationship between house prices and incomes and to identify a small role for real interest rates. Using this model we examine the role of spatial factors, in particular the effect of contiguous states by use of a weighting matrix. We are able to identify a significant spatial effect, even after controlling for State specific real incomes, and allowing for a number of unobserved common factors.

If you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.

File URL: http://www.econ.cam.ac.uk/research/repec/cam/pdf/cwpe0654.pdf
Download Restriction: no

Paper provided by Faculty of Economics, University of Cambridge in its series Cambridge Working Papers in Economics with number 0654.

as
in new window

Length: 29
Date of creation: Sep 2006
Date of revision:
Handle: RePEc:cam:camdae:0654
Note: Ec
Contact details of provider: Web page: http://www.econ.cam.ac.uk/index.htm

References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:

as in new window
  1. Pesaran, M.H., 2004. "‘General Diagnostic Tests for Cross Section Dependence in Panels’," Cambridge Working Papers in Economics 0435, Faculty of Economics, University of Cambridge.
  2. Banerjee, Anindya & Carrion-i-Silvestre, Josep Lluís, 2006. "Cointegration in panel data with breaks and cross-section dependence," Working Paper Series 0591, European Central Bank.
  3. 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.
  4. M. Hashem Pesaran, 2004. "Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure," CESifo Working Paper Series 1331, CESifo Group Munich.
  5. Mark, Nelson & Ogaki, Masao & Sul, Donggyu, 2003. "Dynamic Seemingly Unrelated Cointegrating Regression," Working Papers 144, Department of Economics, The University of Auckland.
  6. Sheshinski, Eytan & Feldstein, Martin & Green, Jerry & Auerbach, Alan, 1978. "Inflation and Taxes in a Growing Economy with Debt and Equity Finance," Scholarly Articles 3203645, Harvard University Department of Economics.
  7. Pedroni, Peter, 1999. " Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 653-70, Special I.
  8. Peter Pedroni & Tim Vogelsang, 2005. "Robust Unit Root and Cointegration Rank Tests for Panels and Large Systems," Department of Economics Working Papers 2005-04, Department of Economics, Williams College.
  9. L. Vanessa Smith & Stephen Leybourne & Tae-Hwan Kim & Paul Newbold, 2004. "More powerful panel data unit root tests with an application to mean reversion in real exchange rates," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(2), pages 147-170.
  10. Frees, Edward W., 1995. "Assessing cross-sectional correlation in panel data," Journal of Econometrics, Elsevier, vol. 69(2), pages 393-414, October.
  11. Jushan Bai & Serena Ng, 2000. "Determining the Number of Factors in Approximate Factor Models," Boston College Working Papers in Economics 440, Boston College Department of Economics.
  12. Hyungsik Roger MOON & Benoit PERRON, 2002. "Testing For A Unit Root In Panels With Dynamic Factors," Cahiers de recherche 18-2002, Centre interuniversitaire de recherche en économie quantitative, CIREQ.
  13. Groen, Jan J J & Kleibergen, Frank, 2003. "Likelihood-Based Cointegration Analysis in Panels of Vector Error-Correction Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 21(2), pages 295-318, April.
  14. Heitor Almeida & Murillo Campello & Crocker Liu, 2006. "The Financial Accelerator: Evidence from International Housing Markets," Review of Finance, European Finance Association, vol. 10(3), pages 321-352, September.
  15. Stephen Malpezzi, 1998. "A Simple Error Correction Model of House Prices," Wisconsin-Madison CULER working papers 98-11, University of Wisconsin Center for Urban Land Economic Research.
  16. Gerald Carlino & Robert Defina, 1998. "The Differential Regional Effects Of Monetary Policy," The Review of Economics and Statistics, MIT Press, vol. 80(4), pages 572-587, November.
  17. Jushan Bai, 2003. "Inferential Theory for Factor Models of Large Dimensions," Econometrica, Econometric Society, vol. 71(1), pages 135-171, January.
  18. Christian Gengenbach & Franz C. Palm & Jean-Pierre Urbain, 2006. "Cointegration Testing in Panels with Common Factors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 68(s1), pages 683-719, December.
  19. Maddala, G S & Wu, Shaowen, 1999. " A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 631-52, Special I.
  20. Jonathan McCarthy & Richard Peach, 2004. "Are home prices the next "bubble"?," Economic Policy Review, Federal Reserve Bank of New York, issue Dec, pages 1-17.
  21. Hendershott, Patric H. & Cheng Hu, Sheng, 1981. "Inflation and extraordinary returns on owner-occupied housing: Some implications for capital allocation and productivity growth," Journal of Macroeconomics, Elsevier, vol. 3(2), pages 177-203.
  22. Pesaran, M.H., 2003. "A Simple Panel Unit Root Test in the Presence of Cross Section Dependence," Cambridge Working Papers in Economics 0346, Faculty of Economics, University of Cambridge.
  23. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
  24. Chamberlain, Gary & Rothschild, Michael, 1983. "Arbitrage, Factor Structure, and Mean-Variance Analysis on Large Asset Markets," Econometrica, Econometric Society, vol. 51(5), pages 1281-304, September.
  25. George Kapetanios & M. Hashem Pesaran & Takashi Yamagata, 2006. "Panels with Nonstationary Multifactor Error Structures," CESifo Working Paper Series 1788, CESifo Group Munich.
  26. Paul Krugman, 1998. "Space: The Final Frontier," Journal of Economic Perspectives, American Economic Association, vol. 12(2), pages 161-174, Spring.
  27. Meen, Geoffrey, 2002. "The Time-Series Behavior of House Prices: A Transatlantic Divide?," Journal of Housing Economics, Elsevier, vol. 11(1), pages 1-23, March.
  28. Pasaran, M.H. & Im, K.S. & Shin, Y., 1995. "Testing for Unit Roots in Heterogeneous Panels," Cambridge Working Papers in Economics 9526, Faculty of Economics, University of Cambridge.
  29. Joshua H. Gallin, 2003. "The long-run relationship between house prices and income: evidence from local housing markets," Finance and Economics Discussion Series 2003-17, Board of Governors of the Federal Reserve System (U.S.).
  30. Joakim Westerlund, 2005. "New Simple Tests for Panel Cointegration," Econometric Reviews, Taylor & Francis Journals, vol. 24(3), pages 297-316.
  31. Donald W.K. Andrews & Christopher J. Monahan, 1990. "An Improved Heteroskedasticity and Autocorrelation Consistent Covariance Matrix Estimator," Cowles Foundation Discussion Papers 942, Cowles Foundation for Research in Economics, Yale University.
  32. repec:arz:wpaper:eres2002_106 is not listed on IDEAS
  33. John Muellbauer & Gavin Cameron & John Muellbauer, 2006. "Was There A British House Price Bubble? Evidence from a Regional Panel," Economics Series Working Papers 276, University of Oxford, Department of Economics.
  34. Edward L. Glaeser & Joseph Gyourko, . "Urban Decline and Durable Housing," Zell/Lurie Center Working Papers 382, Wharton School Samuel Zell and Robert Lurie Real Estate Center, University of Pennsylvania.
  35. Edward L. Glaeser & Joseph Gyourko & Raven E. Saks, 2005. "Urban Growth and Housing Supply," NBER Working Papers 11097, National Bureau of Economic Research, Inc.
  36. Maclennan, Duncan & Muellbauer, John & Stephens, Mark, 1999. "Asymmetries in Housing and Financial Market Institutions and EMU," CEPR Discussion Papers 2062, C.E.P.R. Discussion Papers.
  37. Harry H. Kelejian & Ingmar R. Prucha, 1995. "A Generalized Moments Estimator for the Autoregressive Parameter in a Spatial Model," Electronic Working Papers 95-001, University of Maryland, Department of Economics, revised Mar 1997.
  38. Joshua Gallin, 2006. "The Long-Run Relationship between House Prices and Income: Evidence from Local Housing Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 34(3), pages 417-438, 09.
  39. Conley, T. G., 1999. "GMM estimation with cross sectional dependence," Journal of Econometrics, Elsevier, vol. 92(1), pages 1-45, September.
  40. Dennis R. Capozza & Patric H. Hendershott & Charlotte Mack & Christopher J. Mayer, 2002. "Determinants of Real House Price Dynamics," NBER Working Papers 9262, National Bureau of Economic Research, Inc.
  41. Bover, Olympia & Muellbauer, John & Murphy, Anthony, 1989. "Housing, Wages and UK Labour Markets," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 51(2), pages 97-136, March.
  42. G. Cameron & J. Muellbauer & A. Murphy, 2006. "Was There A British House Price Bubble? Evidence From A Regional Panel," ERES eres2006-150, European Real Estate Society (ERES).
  43. Timothy G. Conley & Bill Dupor, 2003. "A Spatial Analysis of Sectoral Complementarity," Journal of Political Economy, University of Chicago Press, vol. 111(2), pages 311-352, April.
  44. Buckley, Robert & Ermisch, John, 1982. "Government Policy and House Prices in the United Kingdom: An Econometric Analysis," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 44(4), pages 273-304, November.
Full references (including those not matched with items on IDEAS)

This item is featured on the following reading lists or Wikipedia pages:

  1. A spatio-temporal model of house prices in the USA (JE 2010) in ReplicationWiki

When requesting a correction, please mention this item's handle: RePEc:cam:camdae:0654. See general information about how to correct material in RePEc.

For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Jake Dyer)

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 references are entirely missing, you can add them using this form.

If the full references list an item that is present in RePEc, but the system did not link 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 profile, as there may be some citations waiting for confirmation.

Please note that corrections may take a couple of weeks to filter through the various RePEc services.

This information is provided to you by IDEAS at the Research Division of the Federal Reserve Bank of St. Louis using RePEc data.