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Defining spatial housing submarkets: Exploring the case for expert delineated boundaries

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  • Berna Keskin

    (University of Sheffield, UK)

  • Craig Watkins

    (University of Sheffield, UK)

Abstract

Although there are numerous reasons for real estate analysts to construct spatial housing submarkets, there is little clarity about how this might best be done in practice. The existing literature offers a variety of techniques including those based on principal components analysis, cluster analysis and a range of other statistical procedures. This paper asks whether, given their market expertise and their role in disseminating information, shaping search patterns and informing bid formation, real estate agents might offer an effective but less data intensive method of submarket construction. The empirical research is based on an experiment that compares the predictive of different sets of submarket boundaries constructed by using either standard statistical methods or through consultation with real estate agents and other market analysts. The analysis draws on housing transactions data from Istanbul, Turkey. While the results do not demonstrate the outright superiority of any single method, they do suggest that expert-defined boundaries tend to perform at least as well as alternative construction techniques. Importantly, the results suggest that agent-based methods for delineating submarket boundaries might be used with a degree of confidence by real estate analysts and planners in market contexts where rich micro-datasets are not readily available. This has been one of the constraints internationally on wider adoption of submarket boundaries as an analytical tool.

Suggested Citation

  • Berna Keskin & Craig Watkins, 2017. "Defining spatial housing submarkets: Exploring the case for expert delineated boundaries," Urban Studies, Urban Studies Journal Limited, vol. 54(6), pages 1446-1462, May.
  • Handle: RePEc:sae:urbstu:v:54:y:2017:i:6:p:1446-1462
    DOI: 10.1177/0042098015620351
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    References listed on IDEAS

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    1. Alasdair Rae, 2015. "Online Housing Search and the Geography of Submarkets," Housing Studies, Taylor & Francis Journals, vol. 30(3), pages 453-472, June.
    2. Davidson, Russell & MacKinnon, James G, 1981. "Several Tests for Model Specification in the Presence of Alternative Hypotheses," Econometrica, Econometric Society, vol. 49(3), pages 781-793, May.
    3. MacKinnon, James G. & White, Halbert & Davidson, Russell, 1983. "Tests for model specification in the presence of alternative hypotheses : Some further results," Journal of Econometrics, Elsevier, vol. 21(1), pages 53-70, January.
    4. Cassel, Eric & Mendelsohn, Robert, 1985. "The choice of functional forms for hedonic price equations: Comment," Journal of Urban Economics, Elsevier, vol. 18(2), pages 135-142, September.
    5. Gwilym Pryce, 2013. "Housing Submarkets and the Lattice of Substitution," Urban Studies, Urban Studies Journal Limited, vol. 50(13), pages 2682-2699, October.
    6. Schnare, Ann B. & Struyk, Raymond J., 1976. "Segmentation in urban housing markets," Journal of Urban Economics, Elsevier, vol. 3(2), pages 146-166, April.
    7. Phil Graves & James C. Murdoch & Mark A. Thayer & Don Waldman, 1988. "The Robustness of Hedonic Price Estimation: Urban Air Quality," Land Economics, University of Wisconsin Press, vol. 64(3), pages 220-233.
    8. Goodman, Allen C. & Thibodeau, Thomas G., 2003. "Housing market segmentation and hedonic prediction accuracy," Journal of Housing Economics, Elsevier, vol. 12(3), pages 181-201, September.
    9. Bourassa, Steven C. & Hamelink, Foort & Hoesli, Martin & MacGregor, Bryan D., 1999. "Defining Housing Submarkets," Journal of Housing Economics, Elsevier, vol. 8(2), pages 160-183, June.
    10. Goodman, Allen C. & Thibodeau, Thomas G., 1998. "Housing Market Segmentation," Journal of Housing Economics, Elsevier, vol. 7(2), pages 121-143, June.
    11. Clapp, John M. & Wang, Yazhen, 2006. "Defining neighborhood boundaries: Are census tracts obsolete?," Journal of Urban Economics, Elsevier, vol. 59(2), pages 259-284, March.
    12. Yong Tu & Hua Sun & Shi-Ming Yu, 2007. "Spatial Autocorrelations and Urban Housing Market Segmentation," The Journal of Real Estate Finance and Economics, Springer, vol. 34(3), pages 385-406, April.
    13. Palmquist, Raymond B, 1984. "Estimating the Demand for the Characteristics of Housing," The Review of Economics and Statistics, MIT Press, vol. 66(3), pages 394-404, August.
    14. 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.
    15. Liang Peng & Thomas Thibodeau, 2013. "Risk Segmentation of American Homes: Evidence from Denver," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 41(3), pages 569-599, September.
    16. Chris Leishman & Greg Costello & Steven Rowley & Craig Watkins, 2013. "The Predictive Performance of Multilevel Models of Housing Sub-markets: A Comparative Analysis," Urban Studies, Urban Studies Journal Limited, vol. 50(6), pages 1201-1220, May.
    17. Bourassa, Steven C. & Hoesli, Martin & Peng, Vincent S., 2003. "Do housing submarkets really matter?," Journal of Housing Economics, Elsevier, vol. 12(1), pages 12-28, March.
    18. Elif Alkay, 2008. "Housing Submarkets in Istanbul," International Real Estate Review, Global Social Science Institute, vol. 11(1), pages 113-127.
    19. Evren Ozus & Vedia Dokmeci & Gulay Kiroglu & Guldehan Egdemir, 2007. "Spatial Analysis of Residential Prices in Istanbul," European Planning Studies, Taylor & Francis Journals, vol. 15(5), pages 707-721, June.
    20. Dale-Johnson, David, 1982. "An alternative approach to housing market segmentation using hedonic price data," Journal of Urban Economics, Elsevier, vol. 11(3), pages 311-332, May.
    21. Allen C. Goodman & Thomas G. Thibodeau, 2007. "The Spatial Proximity of Metropolitan Area Housing Submarkets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 35(2), pages 209-232, June.
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