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How to Better Measure Hedonic Residential Property Price Indexes

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  • Mick Silver

Abstract

Hedonic regressions are used for property price index measurement to control for changes in the quality-mix of properties transacted. The paper consolidates the hedonic time dummy approach, characteristics approach, and imputation approaches. A practical hedonic methodology is proposed that (i) is weighted at a basic level; (ii) has a new (quasi-) superlative form and thus mitigates substitution bias; (iii) is suitable for sparse data in thin markets; and (iv) only requires the periodic estimation of hedonic regressions for reference periods and is not subject to the vagrancies of misspecification and estimation issues.

Suggested Citation

  • Mick Silver, 2016. "How to Better Measure Hedonic Residential Property Price Indexes," IMF Working Papers 2016/213, International Monetary Fund.
    • Handle: RePEc:imf:imfwpa:2016/213
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    2. Reuben Ellul & Jude Darmanin & Ian Borg, 2019. "Hedonic house price indices for Malta: A mortgage-based approach," CBM Working Papers WP/02/2019, Central Bank of Malta.
    3. Shen, Lily & Ross, Stephen, 2021. "Information value of property description: A Machine learning approach," Journal of Urban Economics, Elsevier, vol. 121(C).
    4. Kholodilin, Konstantin A. & Limonov, Leonid E. & Waltl, Sofie R., 2021. "Housing rent dynamics and rent regulation in St. Petersburg (1880–1917)," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 81.
    5. Robert J. Hill & Alicia N. Rambaldi & Michael Scholz, 2021. "Higher frequency hedonic property price indices: a state-space approach," Empirical Economics, Springer, vol. 61(1), pages 417-441, July.
    6. Robert J. Hill & Norbert Pfeifer & Miriam Steurer & Radoslaw Trojanek, 2021. "Warning: Some Transaction Prices can be Detrimental to your House Price Index," Graz Economics Papers 2021-11, University of Graz, Department of Economics.
    7. Galinec Davor & Vuglar Jadranka & Cvrtila Dario, 2019. "Residential property price index in Croatia: from experimental to official statistics," Croatian Review of Economic, Business and Social Statistics, Sciendo, vol. 5(1), pages 33-42, May.
    8. Valdivia Coria, Joab Dan & Valdivia Coria, Daney David, 2018. "Leaning Against the Wind: Efectos de la Política Macroprudencial en el Crecimiento Sectorial [Leaning Against the Wind: Effects of Macroprudential Policy on Sectoral Growth]," MPRA Paper 93441, University Library of Munich, Germany.
    9. Alexander Daminger, 2021. "Subsidies to Homeownership and Central City Rent," Working Papers 210, Bavarian Graduate Program in Economics (BGPE).
    10. Ryan Greenaway-McGrevy & Kade Sorensen, 2021. "A spatial model averaging approach to measuring house prices," Journal of Spatial Econometrics, Springer, vol. 2(1), pages 1-32, December.
    11. Daniel Melser, 2023. "Selection Bias in Housing Price Indexes: The Characteristics Repeat Sales Approach," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 85(3), pages 623-637, June.
    12. Wilmar Alexander Cabrera-Rodríguez & Juan Sebastián Mariño-Montaña & Carlos Andrés Quicazán-Moreno, 2019. "Modelos hedónicos con efectos espaciales: una aproximación al cálculo de índices de precios de vivienda para Bogotá," Borradores de Economia 1072, Banco de la Republica de Colombia.
    13. Jason R. Bailey & Davide Lauria & W. Brent Lindquist & Stefan Mittnik & Svetlozar T. Rachev, 2022. "Hedonic Models of Real Estate Prices: GAM and Environmental Factors," Papers 2210.14266, arXiv.org.
    14. Lily Shen & Stephen L. Ross, 2019. "Information Value of Property Description: A Machine Learning Approach," Working papers 2019-20, University of Connecticut, Department of Economics, revised Sep 2020.
    15. Richard Keely & Ronan C. Lyons, 2022. "Housing Prices, Yields and Credit Conditions in Dublin since 1945," The Journal of Real Estate Finance and Economics, Springer, vol. 64(3), pages 404-439, April.
    16. Robert J. Hill & Norbert Pfeifer & Miriam Steurer, 2020. "The Airbnb Rent-Premium and the Crowding-Out of Long-Term Rentals," Graz Economics Papers 2020-06, University of Graz, Department of Economics.
    17. Cerutti, Eugenio & Dagher, Jihad & Dell'Ariccia, Giovanni, 2017. "Housing finance and real-estate booms: A cross-country perspective," Journal of Housing Economics, Elsevier, vol. 38(C), pages 1-13.
    18. Chen, Jie & Chen, Yu & Hill, Robert J. & Hu, Pei, 2022. "The user cost of housing and the price-rent ratio in Shanghai," Regional Science and Urban Economics, Elsevier, vol. 92(C).
    19. Ian Borg & Jude Darmanin & Reuben Ellul, 2019. "Hedonic house price indices for Malta: A mortgage-based approach," CBM Working Papers WP/04/2019, Central Bank of Malta.
    20. Silver Mick, 2022. "Econometric Issues in Hedonic Property Price Indices: Some Practical Help," Journal of Official Statistics, Sciendo, vol. 38(1), pages 153-186, March.
    21. Ronan C. Lyons & Allison Shertzer & Rowena Gray & David N. Agorastos, 2024. "The Price of Housing in the United States, 1890-2006," NBER Working Papers 32593, National Bureau of Economic Research, Inc.
    22. Bentley Alan, 2022. "Rentals for Housing: A Property Fixed-Effects Estimator of Inflation from Administrative Data," Journal of Official Statistics, Sciendo, vol. 38(1), pages 187-211, March.
    23. Nicoletta Pashourtidou & Sofia N. Andreou, 2020. "Residential property price indices using asking prices: the case of Cyprus," Cyprus Economic Policy Review, University of Cyprus, Economics Research Centre, vol. 14(2), pages 1-30, December.
    24. Richard Keely & Ronan C Lyons, 2019. "Debt and Taxes: The Sale-Rent Housing Price Ratio in Dublin since 1945," Trinity Economics Papers tep0419, Trinity College Dublin, Department of Economics.
    25. Michal Sznajder & Richard Ratliff & Cuneyd Kaya, 2023. "A heuristic for incorporating ancillaries into air choice models with personalization (part 2: integrated multinomial logit and hedonic regression models)," Journal of Revenue and Pricing Management, Palgrave Macmillan, vol. 22(2), pages 140-151, April.

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