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

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Author Info

  • Wendy Nyakabawo

    (University of Pretoria)

  • Stephen M. Miller

    (University of Nevada, Las Vegas and University of Connecticut)

  • Mehmet Balcilar

    (Eastern Mediterranean University)

  • Sonali Das

    (Council for Scientific and Industrial Research)

  • Rangan Gupta

    (University of Pretoria)

Abstract

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.

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Bibliographic Info

Paper provided by University of Connecticut, Department of Economics in its series Working papers with number 2013-14.

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Length: 31 pages
Date of creation: Jun 2013
Date of revision:
Handle: RePEc:uct:uconnp:2013-14

Note: Stephen M. Miller is corresponding author.
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Postal: University of Connecticut 341 Mansfield Road, Unit 1063 Storrs, CT 06269-1063
Phone: (860) 486-4889
Fax: (860) 486-4463
Web page: http://www.econ.uconn.edu/
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Keywords: Real house price; Real GDP per capita; Bootstrap; Time-Varying Causality;

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References

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  1. 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.
  2. James D. Hamilton, 2000. "What is an Oil Shock?," NBER Working Papers 7755, National Bureau of Economic Research, Inc.
  3. Midrigan, Virgiliu & Philippon, Thomas, 2011. "Household Leverage and the Recession," CEPR Discussion Papers 8381, C.E.P.R. Discussion Papers.
  4. 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.
  5. 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.
  6. 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.
  7. Campbell, John & Cocco, Joao, 2007. "How Do House Prices Affect Consumption? Evidence from Micro Data," Scholarly Articles 3122600, Harvard University Department of Economics.
  8. MacKinnon, James G & Haug, Alfred A & Michelis, Leo, 1999. "Numerical Distribution Functions of Likelihood Ratio Tests for Cointegration," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 14(5), pages 563-77, Sept.-Oct.
  9. 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.
  10. 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.
  11. Toda, Hiro Y & Phillips, Peter C B, 1993. "Vector Autoregressions and Causality," Econometrica, Econometric Society, vol. 61(6), pages 1367-93, November.
  12. 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.
  13. Allan Timmermann & M. Hashem Pesaran, 2003. "Small Sample Properties of Forecasts from Autoregressive Models under Structural Breaks," CESifo Working Paper Series 990, CESifo Group Munich.
  14. Jeffrey R. Campbell & Zvi Hercowitz, 2005. "The Role of Collateralized Household Debt in Macroeconomic Stabilization," NBER Working Papers 11330, National Bureau of Economic Research, Inc.
  15. Matteo Iacoviello, 2002. "House prices, borrowing constraints and monetary policy in the business cycle," Boston College Working Papers in Economics 542, Boston College Department of Economics, revised 06 Dec 2004.
  16. 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.
  17. Atif Mian & Amir Sufi, 2011. "House Prices, Home Equity-Based Borrowing, and the US Household Leverage Crisis," American Economic Review, American Economic Association, vol. 101(5), pages 2132-56, August.
  18. Hansen, Bruce E, 2002. "Tests for Parameter Instability in Regressions with I(1) Processes," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 45-59, January.
  19. Andrews, Donald W K & Ploberger, Werner, 1994. "Optimal Tests When a Nuisance Parameter Is Present Only under the Alternative," Econometrica, Econometric Society, vol. 62(6), pages 1383-1414, November.
  20. 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.
  21. Dynan, Karen E. & Elmendorf, Douglas W. & Sichel, Daniel E., 2006. "Can financial innovation help to explain the reduced volatility of economic activity?," Journal of Monetary Economics, Elsevier, vol. 53(1), pages 123-150, January.
  22. Karl E. Case & John M. Quigley & Robert J. Shiller, 2012. "Wealth Effects Revisited 1975-2012," Cowles Foundation Discussion Papers 1884, Cowles Foundation for Research in Economics, Yale University.
  23. Carroll, Christopher D. & Otsuka, Misuzu & Slacalek, Jiri, 2010. "How large are housing and financial wealth effects? A new approach," Working Paper Series 1283, European Central Bank.
  24. 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.
  25. Zeileis, Achim & Leisch, Friedrich & Kleiber, Christian & Hornik, Kurt, 2002. "Monitoring structural change in dynamic econometric models," Technical Reports 2002,07, Technische Universität Dortmund, Sonderforschungsbereich 475: Komplexitätsreduktion in multivariaten Datenstrukturen.
  26. 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.
  27. 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.
  28. 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.
  29. 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.
  30. 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.
  31. 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.
  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. 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.
  34. 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.
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Cited by:
  1. Nicholas Apergis & Beatrice D. Simo-Kengne & Rangan Gupta & Tsangyao Chang, 2013. "The Dynamic Relationship between House Prices and Output: Evidence from US Metropolitan Statistical Areas," Working Papers 201349, University of Pretoria, Department of Economics.

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