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Housing Supply and Liquidity in the COVID-19 Era

Author

Listed:
  • Justin Contat

    (Federal Housing Finance Agency)

  • Malcolm Rogers

    (Federal Housing Finance Agency)

Abstract

We document changes in national housing supply and liquidity during the COVID-19 era using a suite of monthly indices, ranging from summary statistics (mean and median time on the market, proportion of homes sold, etc.) to more advanced econometric indices that can address censoring and unobserved heterogeneity. Our results indicate a sharp structural break in most of the indices near the start of COVID-19 in March 2020, though each index’s most likely break date varies by a few months. Our findings suggest that the start of the pandemic saw a supply decrease, followed by an immediate and sustained price increase. Listings became more likely to be withdrawn, but those that sold did so faster relative to pre-COVID levels, indicating a change in the distribution of housing market liquidity. Finally, our results suggest that there were different types of structural breaks, specifically changes in the level, slope, and seasonality of the indices.

Suggested Citation

  • Justin Contat & Malcolm Rogers, 2022. "Housing Supply and Liquidity in the COVID-19 Era," FHFA Staff Working Papers 22-02, Federal Housing Finance Agency.
    • Handle: RePEc:hfa:wpaper:22-02
    as

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    References listed on IDEAS

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    1. Katharina Knoll & Moritz Schularick & Thomas Steger, 2017. "No Price Like Home: Global House Prices, 1870-2012," American Economic Review, American Economic Association, vol. 107(2), pages 331-353, February.
    2. Genesove, David & Han, Lu, 2012. "Search and matching in the housing market," Journal of Urban Economics, Elsevier, vol. 72(1), pages 31-45.
    3. Gatzlaff, Dean H. & Haurin, Donald R., 1998. "Sample Selection and Biases in Local House Value Indices," Journal of Urban Economics, Elsevier, vol. 43(2), pages 199-222, March.
    4. Carrillo, Paul E. & Pope, Jaren C., 2012. "Are homes hot or cold potatoes? The distribution of marketing time in the housing market," Regional Science and Urban Economics, Elsevier, vol. 42(1-2), pages 189-197.
    5. Andrews, Donald W K, 1993. "Tests for Parameter Instability and Structural Change with Unknown Change Point," Econometrica, Econometric Society, vol. 61(4), pages 821-856, July.
    6. Carrillo, Paul E. & Williams, Benjamin, 2019. "The repeat time-on-the-market index," Journal of Urban Economics, Elsevier, vol. 112(C), pages 33-49.
    7. Bruce E. Hansen, 2001. "The New Econometrics of Structural Change: Dating Breaks in U.S. Labour Productivity," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 117-128, Fall.
    8. Bingbing Wang, 2021. "How Does COVID-19 Affect House Prices? A Cross-City Analysis," JRFM, MDPI, vol. 14(2), pages 1-15, January.
    9. Paul E. Carrillo & Eric R. Wit & William Larson, 2015. "Can Tightness in the Housing Market Help Predict Subsequent Home Price Appreciation? Evidence from the United States and the Netherlands," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 43(3), pages 609-651, September.
    10. Walter D'Lima & Luis Arturo Lopez & Archana Pradhan, 2022. "COVID‐19 and housing market effects: Evidence from U.S. shutdown orders," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 50(2), pages 303-339, June.
    11. Gatzlaff, Dean H & Haurin, Donald R, 1997. "Sample Selection Bias and Repeat-Sales Index Estimates," The Journal of Real Estate Finance and Economics, Springer, vol. 14(1-2), pages 33-50, Jan.-Marc.
    12. Benjamin J. Keys & Philip Mulder, 2020. "Neglected No More: Housing Markets, Mortgage Lending, and Sea Level Rise," NBER Working Papers 27930, National Bureau of Economic Research, Inc.
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    More about this item

    Keywords

    housing supply; housing liquidity; COVID-19; structural breaks;
    All these keywords.

    JEL classification:

    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • R30 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - General
    • 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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