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A Priori Spatial Segmentation of Commercial Property Market using Hedonic Price Modelling

Author

Listed:
  • Usman Hamza

    (Universiti Tun Hussein Onn Malaysia; Abubakar Tafawa Balewa University Bauchi, Nigeria)

  • Lizam Mohd

    (Faculty of Technology Management and Business, Universiti Tun Hussein Onn Malaysia)

  • Burhan Burhaida

    (Faculty of Technology Management and Business, Universiti Tun Hussein Onn Malaysia)

Abstract

The improvement of property price modelling accuracy using property market segmentation approaches is well documented in the housing market. However, that cannot be said of the commercial property market which is adjudged to be volatile, heterogeneous and thinly traded. This study, therefore, determines if the commercial property market in Malaysia is spatially segmented into submarkets and whether accounting for the submarkets improves the accuracy of price modelling. Using a 11,460 shop-offices transaction dataset, the commercial property submarkets are delineated by using submarket binary dummies in the market-wide model and estimating a separate hedonic model for each submarket. The former method improves the model fit and reduces error by 5.6% and 6.5% respectively. The commercial property submarkets are better delineated by estimating a separate hedonic model for each submarket as it improves the model fit by about 7% and reduces models’ error by more than 10%. This study concludes that the Malaysian commercial property market is spatially segmented into submarkets. Modelling the submarkets improves the accuracy and correctness of price modelling.

Suggested Citation

  • Usman Hamza & Lizam Mohd & Burhan Burhaida, 2021. "A Priori Spatial Segmentation of Commercial Property Market using Hedonic Price Modelling," Real Estate Management and Valuation, Sciendo, vol. 29(2), pages 16-28, June.
  • Handle: RePEc:vrs:remava:v:29:y:2021:i:2:p:16-28:n:1
    DOI: 10.2478/remav-2021-0010
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    References listed on IDEAS

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    1. repec:arz:wpaper:eres2011-69 is not listed on IDEAS
    2. Kihwan Seo & Deborah Salon & Michael Kuby & Aaron Golub, 2019. "Hedonic modeling of commercial property values: distance decay from the links and nodes of rail and highway infrastructure," Transportation, Springer, vol. 46(3), pages 859-882, June.
    3. Rosen, Sherwin, 1974. "Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition," Journal of Political Economy, University of Chicago Press, vol. 82(1), pages 34-55, Jan.-Feb..
    4. William G. Hardin & Xiaoquan Jiang & Zhonghua Wu, 2017. "Inflation Illusion, Expertise and Commercial Real Estate," The Journal of Real Estate Finance and Economics, Springer, vol. 55(3), pages 345-369, October.
    5. Gaetano Lisi, 2019. "Property valuation: the hedonic pricing model – location and housing submarkets," Journal of Property Investment & Finance, Emerald Group Publishing Limited, vol. 37(6), pages 589-596, August.
    6. Jonathan A. Wiley, 2017. "Leverage, liquidity and information in commercial property prices," Journal of Property Research, Taylor & Francis Journals, vol. 34(2), pages 77-107, April.
    7. Mahlon R. Straszheim, 1975. "An Econometric Analysis of the Urban Housing Market," NBER Books, National Bureau of Economic Research, Inc, number stra75-1.
    8. Wolverton, Marvin L & Hardin, William G, III & Cheng, Ping, 1999. "Disaggregation of Local Apartment Markets by Unit Type," The Journal of Real Estate Finance and Economics, Springer, vol. 19(3), pages 243-257, November.
    9. Clive M.J. Warren & Peter Elliott & Jason Staines, 2017. "The impacts of historic districts on residential property land values in Australia," International Journal of Housing Markets and Analysis, Emerald Group Publishing Limited, vol. 10(1), pages 66-80, February.
    10. Clifford Lipscomb & Michael Farmer, 2005. "Household diversity and market segmentation within a single neighborhood," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 39(4), pages 791-810, December.
    11. Schnare, Ann B. & Struyk, Raymond J., 1976. "Segmentation in urban housing markets," Journal of Urban Economics, Elsevier, vol. 3(2), pages 146-166, April.
    12. Michaels, R. Gregory & Smith, V. Kerry, 1990. "Market segmentation and valuing amenities with hedonic models: The case of hazardous waste sites," Journal of Urban Economics, Elsevier, vol. 28(2), pages 223-242, September.
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    More about this item

    Keywords

    market segmentation; hedonic price modelling; submarket; commercial property;
    All these keywords.

    JEL classification:

    • D49 - Microeconomics - - Market Structure, Pricing, and Design - - - Other
    • R30 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - General

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