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Forecasting House Prices: The Role of Fundamentals, Credit Conditions, and Supply Indicators

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  • Kishor, N. Kundan

Abstract

This paper evaluates the ability of various indicators related to macroeconomic fundamentals, credit conditions, and housing supply to predict house price growth in the United States during the post-financial crisis period. We find that the inclusion of different measures of housing supply indicators significantly improves the forecasting performance for the period of 2010-2022. Specifically, incorporating the monthly supply of new homes into a VAR model with house price growth reduces the RMSE by over 30 percent compared to a univariate benchmark. Moreover, forecasting accuracy improves further at a longer forecast horizon (greater than three months) when the mortgage rate spread is also used as a predictor. Further improvements are made if "Direct" forecasts are used instead of iterative forecasts. The shrinkage method like LASSO shows that the monthly supply of new homes is an important predictor at all forecasting horizons, while the mortgage spread is most relevant for longer forecast horizons.

Suggested Citation

  • Kishor, N. Kundan, 2023. "Forecasting House Prices: The Role of Fundamentals, Credit Conditions, and Supply Indicators," MPRA Paper 116819, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:116819
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    File URL: https://mpra.ub.uni-muenchen.de/116819/1/MPRA_paper_116819.pdf
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    1. Dick van Dijk & Timo Terasvirta & Philip Hans Franses, 2002. "Smooth Transition Autoregressive Models — A Survey Of Recent Developments," Econometric Reviews, Taylor & Francis Journals, vol. 21(1), pages 1-47.
    2. Case Karl E. & Quigley John M. & Shiller Robert J., 2005. "Comparing Wealth Effects: The Stock Market versus the Housing Market," The B.E. Journal of Macroeconomics, De Gruyter, vol. 5(1), pages 1-34, May.
    3. Terasvirta, T & Anderson, H M, 1992. "Characterizing Nonlinearities in Business Cycles Using Smooth Transition Autoregressive Models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 7(S), pages 119-136, Suppl. De.
    4. James M. Poterba, 1991. "House Price Dynamics: The Role of Tax Policy," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 22(2), pages 143-204.
    5. Andrew Caplin & John Leahy, 2011. "Trading Frictions and House Price Dynamics," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 43, pages 283-303, October.
    6. Edward E. Leamer, 2007. "Housing is the business cycle," Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, pages 149-233.
    7. Giovanni Favara & Jean Imbs, 2015. "Credit Supply and the Price of Housing," American Economic Review, American Economic Association, vol. 105(3), pages 958-992, March.
    8. Atif Mian & Kamalesh Rao & Amir Sufi, 2013. "Household Balance Sheets, Consumption, and the Economic Slump," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(4), pages 1687-1726.
    9. 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 2132-2156, August.
    10. Alejandro Justiniano & Giorgio E. Primiceri & Andrea Tambalotti, 2019. "Credit Supply and the Housing Boom," Journal of Political Economy, University of Chicago Press, vol. 127(3), pages 1317-1350.
    11. N. Kundan Kishor, 2007. "Does Consumption Respond More to Housing Wealth Than to Financial Market Wealth? If So, Why?," The Journal of Real Estate Finance and Economics, Springer, vol. 35(4), pages 427-448, November.
    12. Sonali Das & Rangan Gupta & Alain Kabundi, 2011. "Forecasting regional house price inflation: a comparison between dynamic factor models and vector autoregressive models," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 30(2), pages 288-302, March.
    13. 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.
    14. Lunsford, Kurt G., 2015. "Forecasting residential investment in the United States," International Journal of Forecasting, Elsevier, vol. 31(2), pages 276-285.
    15. 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.
    16. Rangan Gupta & Sonali Das, 2010. "Predicting Downturns in the US Housing Market: A Bayesian Approach," The Journal of Real Estate Finance and Economics, Springer, vol. 41(3), pages 294-319, October.
    17. N. Kundan Kishor & Hardik A. Marfatia, 2017. "The Dynamic Relationship Between Housing Prices and the Macroeconomy: Evidence from OECD Countries," The Journal of Real Estate Finance and Economics, Springer, vol. 54(2), pages 237-268, February.
    18. Simon Gilchrist & Egon Zakrajsek, 2012. "Credit Spreads and Business Cycle Fluctuations," American Economic Review, American Economic Association, vol. 102(4), pages 1692-1720, June.
    19. Charles Himmelberg & Christopher Mayer & Todd Sinai, 2005. "Assessing High House Prices: Bubbles, Fundamentals and Misperceptions," Journal of Economic Perspectives, American Economic Association, vol. 19(4), pages 67-92, Fall.
    20. Holly, Sean & Jones, Natasha, 1997. "House prices since the 1940s: Cointegration, demography and asymmetries," Economic Modelling, Elsevier, vol. 14(4), pages 549-565, October.
    21. Glaeser, Edward L. & Gyourko, Joseph & Saiz, Albert, 2008. "Housing supply and housing bubbles," Journal of Urban Economics, Elsevier, vol. 64(2), pages 198-217, September.
    22. Gilchrist, Simon & Yankov, Vladimir & Zakrajsek, Egon, 2009. "Credit market shocks and economic fluctuations: Evidence from corporate bond and stock markets," Journal of Monetary Economics, Elsevier, vol. 56(4), pages 471-493, May.
    23. 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.
    24. Sims, Christopher A, 1980. "Macroeconomics and Reality," Econometrica, Econometric Society, vol. 48(1), pages 1-48, January.
    25. Coulson, N Edward, 1999. "Housing Inventory and Completion," The Journal of Real Estate Finance and Economics, Springer, vol. 18(1), pages 89-105, January.
    26. Smith, Lawrence B & Rosen, Kenneth T & Fallis, George, 1988. "Recent Developments in Economic Models of Housing Markets," Journal of Economic Literature, American Economic Association, vol. 26(1), pages 29-64, March.
    27. repec:hal:pseose:hal-01301589 is not listed on IDEAS
    28. N. Kundan Kishor & Hardik A. Marfatia, 2018. "Forecasting house prices in OECD economies," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 37(2), pages 170-190, March.
    29. N. Kundan Kishor & Evan F. Koenig, 2014. "Credit Indicators as Predictors of Economic Activity: A Real‐Time VAR Analysis," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 46(2-3), pages 545-564, March.
    30. Bhatt, Vipul & Kishor, N. Kundan, 2022. "Role of credit and expectations in house price dynamics," Finance Research Letters, Elsevier, vol. 50(C).
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    More about this item

    Keywords

    House Price Forecasting; Fundamentals; Credit Conditions; Supply Indicators; Variable Selection; Direct Forecasts;
    All these keywords.

    JEL classification:

    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • E43 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Interest Rates: Determination, Term Structure, and Effects
    • E52 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Monetary Policy
    • G17 - Financial Economics - - General Financial Markets - - - Financial Forecasting and Simulation
    • R31 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - Housing Supply and Markets

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