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Transaction Composition and House Price Index Measurement: Evidence from a Repeat-Sales Aggregation Index

Author

Listed:
  • William D. Larson

    (Federal Housing Finance Agency)

  • Justin Contat

    (Federal Housing Finance Agency)

Abstract

We develop a framework for estimating city-level repeat-sales house price indices that are robust to submarket appreciation and sampling heterogeneity, two issues that confound classic approaches. A new algorithm ensures feasible estimation in all periods, despite cases of low transactions counts in some submarkets. With the geometric Laspeyres index as our target, numerical simulations show this algorithm uncovers the population index even when house prices, quantities, and transaction sampling vary across locations and over time. Then, using 40 million repeat-purchase transactions in the United States, we show differences exist between this index and transaction-weighted indices over certain periods and locations, especially in large cities.

Suggested Citation

  • William D. Larson & Justin Contat, 2021. "Transaction Composition and House Price Index Measurement: Evidence from a Repeat-Sales Aggregation Index," FHFA Staff Working Papers 21-01, Federal Housing Finance Agency.
  • Handle: RePEc:hfa:wpaper:21-01
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    1. Wang, Ferdinand T. & Zorn, Peter M., 1997. "Estimating House Price Growth with Repeat Sales Data: What's the Aim of the Game?," Journal of Housing Economics, Elsevier, vol. 6(2), pages 93-118, June.
    2. Erwin Diewert & Chihiro Shimizu, 2017. "Alternative Approaches to Commercial Property Price Indexes for Tokyo," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63(3), pages 492-519, September.
    3. Piazzesi, Monika & Schneider, Martin & Tuzel, Selale, 2007. "Housing, consumption and asset pricing," Journal of Financial Economics, Elsevier, vol. 83(3), pages 531-569, March.
    4. Edward L. Glaeser & Joseph Gyourko, 2005. "Urban Decline and Durable Housing," Journal of Political Economy, University of Chicago Press, vol. 113(2), pages 345-375, April.
    5. Robert J. Hill & Daniel Melser, 2008. "Hedonic Imputation And The Price Index Problem: An Application To Housing," Economic Inquiry, Western Economic Association International, vol. 46(4), pages 593-609, October.
    6. Balk,Bert M., 2012. "Price and Quantity Index Numbers," Cambridge Books, Cambridge University Press, number 9781107404960.
    7. Alexander Bogin & William Doerner & William Larson, 2019. "Local House Price Dynamics: New Indices and Stylized Facts," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 47(2), pages 365-398, June.
    8. Davis, Morris A. & Larson, William D. & Oliner, Stephen D. & Shui, Jessica, 2021. "The price of residential land for counties, ZIP codes, and census tracts in the United States," Journal of Monetary Economics, Elsevier, vol. 118(C), pages 413-431.
    9. Larson, William & Yezer, Anthony, 2015. "The energy implications of city size and density," Journal of Urban Economics, Elsevier, vol. 90(C), pages 35-49.
    10. Couture, Victor & Handbury, Jessie, 2020. "Urban revival in America," Journal of Urban Economics, Elsevier, vol. 119(C).
    11. Paul Armknecht & Mick Silver, 2014. "Post-Laspeyres: The Case for a New Formula for Compiling Consumer Price Indexes," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 60(2), pages 225-244, June.
    12. Clapp, John M. & Eichholtz, Piet & Lindenthal, Thies, 2013. "Real option value over a housing market cycle," Regional Science and Urban Economics, Elsevier, vol. 43(6), pages 862-874.
    13. Muth, Richard F., 1975. "Numerical solution of urban residential land-use models," Journal of Urban Economics, Elsevier, vol. 2(4), pages 307-332, October.
    14. McDonald, John F., 2009. "Calibration of a monocentric city model with mixed land use and congestion," Regional Science and Urban Economics, Elsevier, vol. 39(1), pages 90-96, January.
    15. Case, Karl E & Shiller, Robert J, 1989. "The Efficiency of the Market for Single-Family Homes," American Economic Review, American Economic Association, vol. 79(1), pages 125-137, March.
    16. Larson, William & Liu, Feng & Yezer, Anthony, 2012. "Energy footprint of the city: Effects of urban land use and transportation policies," Journal of Urban Economics, Elsevier, vol. 72(2), pages 147-159.
    17. Bertaud, Alain & Brueckner, Jan K., 2005. "Analyzing building-height restrictions: predicted impacts and welfare costs," Regional Science and Urban Economics, Elsevier, vol. 35(2), pages 109-125, March.
    18. Goetzmann, William Nelson, 1992. "The Accuracy of Real Estate Indices: Repeat Sale Estimators," The Journal of Real Estate Finance and Economics, Springer, vol. 5(1), pages 5-53, March.
    19. Han, Lu & Strange, William C., 2015. "The Microstructure of Housing Markets," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 813-886, Elsevier.
    20. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 31(3), pages 129-137.
    21. Joseph Gyourko & Albert Saiz & Anita Summers, 2008. "A New Measure of the Local Regulatory Environment for Housing Markets: The Wharton Residential Land Use Regulatory Index," Urban Studies, Urban Studies Journal Limited, vol. 45(3), pages 693-729, March.
    22. Brueckner, Jan K., 1987. "The structure of urban equilibria: A unified treatment of the muth-mills model," Handbook of Regional and Urban Economics, in: E. S. Mills (ed.), Handbook of Regional and Urban Economics, edition 1, volume 2, chapter 20, pages 821-845, Elsevier.
    23. 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.
    24. Raphael W. Bostic & Stanley D. Longhofer & Christian L. Redfearn, 2007. "Land Leverage: Decomposing Home Price Dynamics," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 35(2), pages 183-208, June.
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    More about this item

    Keywords

    sampling; standard urban model; index number theory;
    All these keywords.

    JEL classification:

    • C43 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Index Numbers and Aggregation
    • R30 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - General
    • R32 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - Other Spatial Production and Pricing Analysis

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