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Calibration and evaluation of Quigley’s hybrid housing price model in Microsoft Excel

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  • Alan G Phipps
  • Dingding Li

Abstract

Quigley derived his hybrid price model to improve the precision of predicted prices of sold homes by statistically merging data of resold homes in a repeat sales model with that of once-sold homes in a single sales hedonic price model. The literature has few applications of the hybrid model aside from those by Quigley and his collaborators. Two reasons for this underuse may be its computational intensiveness and its marginal empirical improvement in comparison with two other models. This paper first demystifies this computational intensiveness by calibrating models in Microsoft Excel with transferable procedures into other software. It second evaluates the hybrid price model’s empirical improvement as a reason for its underuse by predicting prices of 2,559 sold and resold homes observed in two inner-city neighbourhoods in Windsor, Ontario, during a 30-year period. The results as hypothesized are its lower standard errors of regression coefficients and higher simple R-squared than those of a single sales hedonic price model. Moreover, the hybrid model’s predictions have higher correlations than those of the single sales model with not only in-sample observed prices or changes in prices but also out-of-sample ones. The conclusion speculates in plans for future research about reasons for two models’ similar or dissimilar regression coefficients and standard errors predicting correspondingly similar or dissimilar sale prices of homes through time.

Suggested Citation

  • Alan G Phipps & Dingding Li, 2019. "Calibration and evaluation of Quigley’s hybrid housing price model in Microsoft Excel," PLOS ONE, Public Library of Science, vol. 14(4), pages 1-18, April.
  • Handle: RePEc:plo:pone00:0215954
    DOI: 10.1371/journal.pone.0215954
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    References listed on IDEAS

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    1. John M. Clapp & Carmelo Giaccotto, 1999. "Revisions in Repeat‐Sales Price Indexes: Here Today, Gone Tomorrow?," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 27(1), pages 79-104, March.
    2. James J. Fogarty & Callum Jones, 2011. "Return To Wine: A Comparison Of The Hedonic, Repeat Sales And Hybrid Approaches," Australian Economic Papers, Wiley Blackwell, vol. 50(4), pages 147-156, December.
    3. S. Jansen & P. Vries & H. Coolen & C. Lamain & P. Boelhouwer, 2008. "Developing a House Price Index for The Netherlands: A Practical Application of Weighted Repeat Sales," The Journal of Real Estate Finance and Economics, Springer, vol. 37(2), pages 163-186, August.
    4. Stephen Malpezzi, "undated". "Hedonic Pricing Models: A Selective and Applied Review," Wisconsin-Madison CULER working papers 02-05, University of Wisconsin Center for Urban Land Economic Research.
    5. Englund, Peter & Quigley, John M. & Redfearn, Christian L., 1998. "Improved Price Indexes for Real Estate: Measuring the Course of Swedish Housing Prices," Journal of Urban Economics, Elsevier, vol. 44(2), pages 171-196, September.
    6. Case, Bradford & Quigley, John M, 1991. "The Dynamics of Real Estate Prices," The Review of Economics and Statistics, MIT Press, vol. 73(1), pages 50-58, February.
    7. Steven C. Bourassa & Eva Cantoni & Martin Hoesli, 2013. "Robust Repeat Sales Indexes," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 41(3), pages 517-541, September.
    8. Karl E. Case & Robert J. Shiller, 1987. "Prices of single-family homes since 1970: new indexes for four cities," New England Economic Review, Federal Reserve Bank of Boston, issue Sep, pages 45-56.
    9. Fang Wang & Xu Zheng, 2018. "The comparison of the hedonic, repeat sales, and hybrid models: Evidence from the Chinese paintings market," Cogent Economics & Finance, Taylor & Francis Journals, vol. 6(1), pages 1443372-144, January.
    10. Callum Jones, 2009. "Measuring Western Australian House Prices: Methods and Implications," Economics Discussion / Working Papers 09-10, The University of Western Australia, Department of Economics.
    11. Robert J. Hill, 2013. "Hedonic Price Indexes For Residential Housing: A Survey, Evaluation And Taxonomy," Journal of Economic Surveys, Wiley Blackwell, vol. 27(5), pages 879-914, December.
    12. Callum Jones, 2010. "House Price Measurement: The Hybrid Hedonic Repeat‐Sales Method," The Economic Record, The Economic Society of Australia, vol. 86(272), pages 95-97, March.
    13. Yen Goh & Greg Costello & Greg Schwann, 2012. "Accuracy and Robustness of House Price Index Methods," Housing Studies, Taylor & Francis Journals, vol. 27(5), pages 643-666.
    14. Englund, Peter & Quigley, John M & Redfearn, Christian L, 1999. "The Choice of Methodology for Computing Housing Price Indexes: Comparisons of Temporal Aggregation and Sample Definition," The Journal of Real Estate Finance and Economics, Springer, vol. 19(2), pages 91-112, September.
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