IDEAS home Printed from https://ideas.repec.org/
MyIDEAS: Log in (now much improved!) to save this paper

Temporal Causality between House Prices and Output in the U. S.: A Bootstrap Rolling-Window Approach

  • Wendy Nyakabawo

    ()

    (Department of Economics, University of Pretoria)

  • Stephen M. Miller

    ()

    (College of Business, University of Las Vegas, Nevada)

  • Mehmet Balcilar

    ()

    (Department of Economics, Eastern Mediterranean University, Famagusta, North Cyprus,via Mersin 10, Turkey)

  • Sonali Das

    ()

    (CSIR, Pretoria, South Africa)

  • Rangan Gupta

    ()

    (Department of Economics, University of Pretoria)

This paper examines the causal relationships between the real house price index and real GDP per capita in the U.S., using the bootstrap Granger (temporal) non-causality test and a fixed-size rolling-window estimation approach. We use quarterly time-series data on the real house price index and real GDP per capita, covering the period 1963:Q1 to 2012:Q2. The full-sample bootstrap non-Granger causality test result suggests the existence of a unidirectional causality running from the real house price index to real GDP per capita. A wide variety of tests of parameter constancy used to examine the stability of the estimated vector autoregressive (VAR) models indicate short- and long-run instability. This suggests that we cannot rely on the full-sample causality tests and, hence, this warrants a time-varying (bootstrap) rolling-window approach to examine the causal relationship between these two variables. Using a rolling window size of 28 quarters, we find that while causality from the real house price to real GDP per capita occurs frequently, significant, but less frequent, evidence of real GDP per capita causing the real house price also occurs. These results imply that while the real house price leads real GDP per capita, in general (both during expansions and recessions), significant feedbacks also exist from real GDP per capita to the real house price.

To our knowledge, this item is not available for download. To find whether it is available, there are three options:
1. Check below under "Related research" whether another version of this item is available online.
2. Check on the provider's web page whether it is in fact available.
3. Perform a search for a similarly titled item that would be available.

Paper provided by University of Pretoria, Department of Economics in its series Working Papers with number 201329.

as
in new window

Length: 30 pages
Date of creation: Jul 2013
Date of revision:
Handle: RePEc:pre:wpaper:201329
Contact details of provider: Postal:
PRETORIA, 0002

Phone: (+2712) 420 2413
Fax: (+2712) 362-5207
Web page: http://www.up.ac.za/economics

More information through EDIRC

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. John Y. Campbell & Joao F. Cocco, 2004. "How Do House Prices Affect Consumption? Evidence From Micro F. Data," Harvard Institute of Economic Research Working Papers 2045, Harvard - Institute of Economic Research.
  2. Ghazi Shukur & Panagiotis Mantalos, 2000. "A simple investigation of the Granger-causality test in integrated-cointegrated VAR systems," Journal of Applied Statistics, Taylor & Francis Journals, vol. 27(8), pages 1021-1031.
  3. Willem H. Buiter, 2008. "Housing Wealth Isn't Wealth," NBER Working Papers 14204, National Bureau of Economic Research, Inc.
  4. Aoki, Kosuke & James Proudman & Gertjan Vlieghe, 2003. "House prices, consumption, and monetary policy: a financial accelerator approach," Royal Economic Society Annual Conference 2003 7, Royal Economic Society.
  5. Karen E. Dynan & Douglas W. Elmendorf & Daniel E. Sichel, 2005. "Can financial innovation help to explain the reduced volatility of economic activity?," Finance and Economics Discussion Series 2005-54, Board of Governors of the Federal Reserve System (U.S.).
  6. Karl E. Case & John M. Quigley & Robert J. Shiller, 2013. "Wealth Effects Revisited: 1975-2012," NBER Working Papers 18667, National Bureau of Economic Research, Inc.
  7. Peter C.B. Phillips & Joon Y. Park, 1986. "Statistical Inference in Regressions with Integrated Processes: Part 2," Cowles Foundation Discussion Papers 819R, Cowles Foundation for Research in Economics, Yale University, revised Feb 1987.
  8. Matteo Iacoviello & Stefano Neri, 2008. "Housing market spillovers: Evidence from an estimated DSGE model," Temi di discussione (Economic working papers) 659, Bank of Italy, Economic Research and International Relations Area.
  9. Chadi S. Abdallah & William D. Lastrapes, 2012. "Home Equity Lending and Retail Spending: Evidence from a Natural Experiment in Texas," American Economic Journal: Macroeconomics, American Economic Association, vol. 4(4), pages 94-125, October.
  10. Midrigan, Virgiliu & Philippon, Thomas, 2016. "Household Leverage and the Recession," CEPR Discussion Papers 11407, C.E.P.R. Discussion Papers.
  11. Toda, Hiro Y. & Yamamoto, Taku, 1995. "Statistical inference in vector autoregressions with possibly integrated processes," Journal of Econometrics, Elsevier, vol. 66(1-2), pages 225-250.
  12. Zvi Hercowitz & Jeffrey C. Campbell, 2005. "The Role of Collateralized Household Debt in Macroeconomic Stabilization," 2005 Meeting Papers 120, Society for Economic Dynamics.
  13. 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.
  14. Donald W.K. Andrews, 1990. "Tests for Parameter Instability and Structural Change with Unknown Change Point," Cowles Foundation Discussion Papers 943, Cowles Foundation for Research in Economics, Yale University.
  15. Christopher D. Carroll & Misuzu Otsuka & Jiri Slacalek, 2011. "How Large Are Housing and Financial Wealth Effects? A New Approach," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 43(1), pages 55-79, 02.
  16. Atsushi Inoue & Lutz Kilian, 2002. "Bootstrapping Autoregressive Processes with Possible Unit Roots," Econometrica, Econometric Society, vol. 70(1), pages 377-391, January.
  17. Zheng Liu & Pengfei Wang & Tao Zha, 2011. "Land-price dynamics and macroeconomic fluctuations," FRB Atlanta Working Paper 2011-11, Federal Reserve Bank of Atlanta.
  18. Stock, James H & Watson, Mark W, 1996. "Evidence on Structural Instability in Macroeconomic Time Series Relations," Journal of Business & Economic Statistics, American Statistical Association, vol. 14(1), pages 11-30, January.
  19. 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.
  20. Serena Ng & Pierre Perron, 2001. "LAG Length Selection and the Construction of Unit Root Tests with Good Size and Power," Econometrica, Econometric Society, vol. 69(6), pages 1519-1554, November.
  21. Johansen, Soren, 1991. "Estimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models," Econometrica, Econometric Society, vol. 59(6), pages 1551-80, November.
  22. Karl E. Case & John M. Quigley & Robert J. Shiller, 2001. "Comparing Wealth Effects: The Stock Market versus the Housing Market," Cowles Foundation Discussion Papers 1335, Cowles Foundation for Research in Economics, Yale University.
  23. Andreas Koutris & Maria Heracleous & Aris Spanos, 2008. "Testing for Nonstationarity Using Maximum Entropy Resampling: A Misspecification Testing Perspective," Econometric Reviews, Taylor & Francis Journals, vol. 27(4-6), pages 363-384.
  24. Pesaran, M Hashem & Timmermann, Allan G, 2004. "Small Sample Properties of Forecasts From Autoregressive Models Under Structural Breaks," CEPR Discussion Papers 4401, C.E.P.R. Discussion Papers.
  25. Granger, C W J, 1969. "Investigating Causal Relations by Econometric Models and Cross-Spectral Methods," Econometrica, Econometric Society, vol. 37(3), pages 424-38, July.
  26. James G. MacKinnon & Alfred A. Haug & Leo Michelis, 1996. "Numerical Distribution Functions of Likelihood Ratio Tests for Cointegration," Working Papers 1996_07, York University, Department of Economics.
  27. Edward E. Leamer, 2007. "Housing IS the Business Cycle," NBER Working Papers 13428, National Bureau of Economic Research, Inc.
  28. Kurt Hornik & Friedrich Leisch & Christian Kleiber & Achim Zeileis, 2005. "Monitoring structural change in dynamic econometric models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(1), pages 99-121.
  29. James D. Hamilton, 2009. "Causes and Consequences of the Oil Shock of 2007-08," NBER Working Papers 15002, National Bureau of Economic Research, Inc.
  30. Norman Miller & Liang Peng & Michael Sklarz, 2011. "House Prices and Economic Growth," The Journal of Real Estate Finance and Economics, Springer, vol. 42(4), pages 522-541, May.
  31. R. Scott Hacker & Abdulnasser Hatemi-J, 2006. "Tests for causality between integrated variables using asymptotic and bootstrap distributions: theory and application," Applied Economics, Taylor & Francis Journals, vol. 38(13), pages 1489-1500.
  32. Mantalos, Panagiotis & Shukur, Ghazi, 1998. "Size and Power of the Error Correction Model Cointegration Test. A Bootstrap Approach," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 60(2), pages 249-55, May.
  33. Richard K. Green, 1997. "Follow the Leader: How Changes in Residential and Non-residential Investment Predict Changes in GDP," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 25(2), pages 253-270.
  34. Balcilar, Mehmet & Ozdemir, Zeynel Abidin & Arslanturk, Yalcin, 2010. "Economic growth and energy consumption causal nexus viewed through a bootstrap rolling window," Energy Economics, Elsevier, vol. 32(6), pages 1398-1410, November.
  35. Nathalie Girouard & Mike Kennedy & Paul van den Noord & Christophe André, 2006. "Recent House Price Developments: The Role of Fundamentals," OECD Economics Department Working Papers 475, OECD Publishing.
  36. Donald W.K. Andrews & Werner Ploberger, 1992. "Optimal Tests When a Nuisance Parameter Is Present Only Under the Alternative," Cowles Foundation Discussion Papers 1015, Cowles Foundation for Research in Economics, Yale University.
  37. Toda, Hiro Y & Phillips, Peter C B, 1993. "Vector Autoregressions and Causality," Econometrica, Econometric Society, vol. 61(6), pages 1367-93, November.
  38. James D. Hamilton, 2000. "What is an Oil Shock?," NBER Working Papers 7755, National Bureau of Economic Research, Inc.
  39. Luca Guerrieri & Matteo Iacoviello, 2015. "Collateral constraints and macroeconomic asymmetries," National Bank of Poland Working Papers 202, National Bank of Poland, Economic Institute.
  40. Markus Demary, 2010. "The interplay between output, inflation, interest rates and house prices: international evidence," Journal of Property Research, Taylor & Francis Journals, vol. 27(1), pages 1-17, April.
  41. Atif R. Mian & Amir Sufi, 2009. "House Prices, Home Equity-Based Borrowing, and the U.S. Household Leverage Crisis," NBER Working Papers 15283, National Bureau of Economic Research, Inc.
  42. Davidson, R. & Mackinnon, J.G., 1996. "The Size Distorsion of Bootstrap Tests," G.R.E.Q.A.M. 96a15, Universite Aix-Marseille III.
  43. Beatrice D. Simo-Kengne & Manoel Bittencourt & Rangan Gupta, 2011. "House Prices and Economic Growth in South Africa: Evidence from Provincial-Level Data," Working Papers 201116, University of Pretoria, Department of Economics.
  44. Mantalos Panagiotis, 2000. "A Graphical Investigation of the Size and Power of the Granger-Causality Tests in Integrated-Cointegrated VAR Systems," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 4(1), pages 1-18, April.
  45. Hansen, Bruce E, 1992. "Tests for Parameter Instability in Regressions with I(1) Processes," Journal of Business & Economic Statistics, American Statistical Association, vol. 10(3), pages 321-35, July.
  46. Sousa, Ricardo M., 2010. "Housing wealth, financial wealth, money demand and policy rule: Evidence from the euro area," The North American Journal of Economics and Finance, Elsevier, vol. 21(1), pages 88-105, March.
  47. Zhou Xia & Carroll Christopher D., 2012. "Dynamics of Wealth and Consumption: New and Improved Measures for U.S. States," The B.E. Journal of Macroeconomics, De Gruyter, vol. 12(2), pages 1-44, March.
  48. Horowitz, Joel L., 1994. "Bootstrap-based critical values for the information matrix test," Journal of Econometrics, Elsevier, vol. 61(2), pages 395-411, April.
  49. Dungey, Mardi & Jacobs, Jan P.A.M. & Lestano,, 2015. "The internationalisation of financial crises: Banking and currency crises 1883–2008," The North American Journal of Economics and Finance, Elsevier, vol. 32(C), pages 29-47.
Full references (including those not matched with items on IDEAS)

This item is not listed on Wikipedia, on a reading list or among the top items on IDEAS.

When requesting a correction, please mention this item's handle: RePEc:pre:wpaper:201329. 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: (Rangan Gupta)

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.