IDEAS home Printed from https://ideas.repec.org/a/kap/jrefec/v34y2007i3p385-406.html
   My bibliography  Save this article

Spatial Autocorrelations and Urban Housing Market Segmentation

Author

Listed:
  • Yong Tu
  • Hua Sun
  • Shi-Ming Yu

Abstract

This paper seeks to let data define urban housing market segments, replacing the conventional administrative or any pre-defined boundaries used in the previous housing submarket literature. We model housing transaction data using a conventional hedonic function. The hedonic residuals are used to estimate an isotropic semi-variogram, from which residual variance–covariance matrix is constructed. The correlations between hedonic residuals are used as identifier to assign housing units into clusters. Standard submarket identification tests are applied to each cluster to examine the segmentation of housing market. The results are compared with the prevailing structure of market segments. Weighted mean square test shows that the defined submarket structure can improve the precision of price prediction by 17.5%. This paper is experimental in the sense that it represents one of the first attempts at investigating market segmentation through house price spatial autocorrelations. Copyright Springer Science+Business Media, LLC 2007

Suggested Citation

  • 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.
    • Handle: RePEc:kap:jrefec:v:34:y:2007:i:3:p:385-406
    DOI: 10.1007/s11146-007-9015-0
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1007/s11146-007-9015-0
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1007/s11146-007-9015-0?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. 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.
    2. Gillen, Kevin & Thibodeau, Thomas & Wachter, Susan, 2001. "Anisotropic Autocorrelation in House Prices," The Journal of Real Estate Finance and Economics, Springer, vol. 23(1), pages 5-30, July.
    3. John F. Kain & John M. Quigley, 1975. "Housing Markets and Racial Discrimination: A Microeconomic Analysis," NBER Books, National Bureau of Economic Research, Inc, number kain75-1, June.
    4. Pace, R Kelley & Barry, Ronald & Clapp, John M. & Rodriquez, Mauricio, 1998. "Spatiotemporal Autoregressive Models of Neighborhood Effects," The Journal of Real Estate Finance and Economics, Springer, vol. 17(1), pages 15-33, July.
    5. 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.
    6. Lapham, Victoria, 1971. "Do Blacks Pay More for Housing?," Journal of Political Economy, University of Chicago Press, vol. 79(6), pages 1244-1257, Nov.-Dec..
    7. Allen, Marcus T & Springer, Thomas M & Waller, Neil G, 1995. "Implicit Pricing across Residential Rental Submarkets," The Journal of Real Estate Finance and Economics, Springer, vol. 11(2), pages 137-151, September.
    8. John M. Clapp & Hyon–Jung Kim & Alan E. Gelfand, 2002. "Predicting Spatial Patterns of House Prices Using LPR and Bayesian Smoothing," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 30(4), pages 505-532.
    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. Mahlon R. Straszheim, 1975. "An Econometric Analysis of the Urban Housing Market," NBER Books, National Bureau of Economic Research, Inc, number stra75-1, June.
    11. Basu, Sabyasachi & Thibodeau, Thomas G, 1998. "Analysis of Spatial Autocorrelation in House Prices," The Journal of Real Estate Finance and Economics, Springer, vol. 17(1), pages 61-85, July.
    12. Capone, Charles Jr. & Goldberg, Lawrence, 2001. "Renter Mobility and Multifamily Mortgage Default Risk," Journal of Housing Economics, Elsevier, vol. 10(1), pages 21-40, March.
    13. Mahlon R. Straszheim, 1974. "Housing Market Discrimination and Black Housing Consumption," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 88(1), pages 19-43.
    14. Schnare, Ann B. & Struyk, Raymond J., 1976. "Segmentation in urban housing markets," Journal of Urban Economics, Elsevier, vol. 3(2), pages 146-166, April.
    15. Goodman, Allen C. & Thibodeau, Thomas G., 1998. "Housing Market Segmentation," Journal of Housing Economics, Elsevier, vol. 7(2), pages 121-143, June.
    16. 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.
    17. 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Bello Musa Zango & Sanni Mohammed Lekan & Mohammed Jibrin Katun, 2020. "Conventional Methods in Housing Market Analysis: A Review of Literature," Baltic Journal of Real Estate Economics and Construction Management, Sciendo, vol. 8(1), pages 227-241, January.
    2. Song, Zisheng & Wilhelmsson, Mats & Yang, Zan, 2020. "Constructing a rental housing index and identifying market segmentation in the case of Beijing, China," Working Paper Series 20/10, Royal Institute of Technology, Department of Real Estate and Construction Management & Banking and Finance.
    3. Trojanek, Radoslaw & Huderek-Glapska, Sonia, 2018. "Measuring the noise cost of aviation – The association between the Limited Use Area around Warsaw Chopin Airport and property values," Journal of Air Transport Management, Elsevier, vol. 67(C), pages 103-114.
    4. Rodrigo García Arancibia & Pamela Llop & Mariel Lovatto, 2023. "Nonparametric prediction for univariate spatial data: Methods and applications," Papers in Regional Science, Wiley Blackwell, vol. 102(3), pages 635-672, June.
    5. Renigier-Biłozor, Małgorzata & Janowski, Artur & Walacik, Marek & Chmielewska, Aneta, 2022. "Modern challenges of property market analysis- homogeneous areas determination," Land Use Policy, Elsevier, vol. 119(C).
    6. 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.
    7. Salvati, Luca & Ciommi, Maria Teresa & Serra, Pere & Chelli, Francesco M., 2019. "Exploring the spatial structure of housing prices under economic expansion and stagnation: The role of socio-demographic factors in metropolitan Rome, Italy," Land Use Policy, Elsevier, vol. 81(C), pages 143-152.
    8. Mahdieh Yazdani, 2021. "House Price Determinants and Market Segmentation in Boulder, Colorado: A Hedonic Price Approach," Papers 2108.02442, arXiv.org.
    9. Polyakov, Maksym & Pannell, David J. & Pandit, Ram & Tapsuwan, Sorada & Park, Geoff, 2013. "Valuing Environmental Assets on Rural Lifestyle Properties," Agricultural and Resource Economics Review, Cambridge University Press, vol. 42(1), pages 159-175, April.
    10. Hao-Chen Huang & Chin-Fu Hung & Chi-Lu Peng & Ting-Hsiu Liao, 2022. "Business Income Tax from Profit-Seeking Enterprises and Spatial Autocorrelation: Do Local Economic Characteristics Matter?," Land, MDPI, vol. 11(9), pages 1-18, September.
    11. Gwilym Pryce, 2013. "Housing Submarkets and the Lattice of Substitution," Urban Studies, Urban Studies Journal Limited, vol. 50(13), pages 2682-2699, October.
    12. Steven C. Bourassa & Martijn I. Dröes & Martin Hoesli, 2024. "Housing Market Segmentation: A Finite Mixture Approach," De Economist, Springer, vol. 172(4), pages 291-337, December.
    13. Usman Hamza & Lizam Mohd & Adekunle Muhammad Usman, 2020. "Property Price Modelling, Market Segmentation and Submarket Classifications: A Review," Real Estate Management and Valuation, Sciendo, vol. 28(3), pages 24-35, September.
    14. Stanley McGreal & Paloma Taltavull de La Paz, 2013. "Implicit House Prices: Variation over Time and Space in Spain," Urban Studies, Urban Studies Journal Limited, vol. 50(10), pages 2024-2043, August.
    15. Alice Barreca & Rocco Curto & Diana Rolando, 2020. "Urban Vibrancy: An Emerging Factor that Spatially Influences the Real Estate Market," Sustainability, MDPI, vol. 12(1), pages 1-23, January.
    16. Pedro de Araujo & Kate Cheng, 2017. "Do Preferences For Amenities Differ Among Home Buyers? A Hedonic Price Approach," Review of Urban & Regional Development Studies, Wiley Blackwell, vol. 29(3), pages 165-184, November.
    17. Fong-Yao Chen & Jen-Hsu Liang & Michael Y. Mak, 2022. "Effects of Green Attributes on Residential Price in Taiwan," International Real Estate Review, Global Social Science Institute, vol. 25(3), pages 307-331.
    18. Taha H Rashidi & Milad Ghasri, 2019. "A competing survival analysis for housing relocation behaviour and risk aversion in a resilient housing market," Environment and Planning B, , vol. 46(1), pages 122-142, January.
    19. 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.
    20. Julia Freybote & Hua Sun & Xi Yang, 2015. "The Impact of LEED Neighborhood Certification on Condo Prices," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 43(3), pages 586-608, September.
    21. Liang, Te-Hsin & Lin, Jian-Bang, 2014. "A two-stage segment and prediction model for mortgage prepayment prediction and management," International Journal of Forecasting, Elsevier, vol. 30(2), pages 328-343.
    22. Kobylińska Katarzyna, 2021. "The Application of Spatial Autoregressive Models for Analyzing the Influence of Spatial Factors on Real Estate Prices and Values," Real Estate Management and Valuation, Sciendo, vol. 29(4), pages 23-35, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. David C. Wheeler & Antonio Páez & Jamie Spinney & Lance A. Waller, 2014. "A Bayesian approach to hedonic price analysis," Papers in Regional Science, Wiley Blackwell, vol. 93(3), pages 663-683, August.
    2. 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.
    3. Elif Alkay, 2008. "Housing Submarkets in Istanbul," International Real Estate Review, Global Social Science Institute, vol. 11(1), pages 113-127.
    4. Maria Rosa Trovato & Claudia Clienti & Salvatore Giuffrida, 2020. "People and the City: Urban Fragility and the Real Estate-Scape in a Neighborhood of Catania, Italy," Sustainability, MDPI, vol. 12(13), pages 1-37, July.
    5. Füss, Roland & Koller, Jan A., 2016. "The role of spatial and temporal structure for residential rent predictions," International Journal of Forecasting, Elsevier, vol. 32(4), pages 1352-1368.
    6. 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.
    7. Zhuo Chen & Seong-Hoon Cho & Neelam Poudyal & Roland K. Roberts, 2009. "Forecasting Housing Prices under Different Market Segmentation Assumptions," Urban Studies, Urban Studies Journal Limited, vol. 46(1), pages 167-187, January.
    8. 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.
    9. Stephen A. Samaha & Wagner A. Kamakura, 2008. "Assessing the Market Value of Real Estate Property with a Geographically Weighted Stochastic Frontier Model," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 36(4), pages 717-751, December.
    10. Xiaolong Liu, 2013. "Spatial and Temporal Dependence in House Price Prediction," The Journal of Real Estate Finance and Economics, Springer, vol. 47(2), pages 341-369, August.
    11. Ingrid Nappi‐Choulet Pr. & Tristan‐Pierre Maury, 2009. "A Spatiotemporal Autoregressive Price Index for the Paris Office Property Market," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 37(2), pages 305-340, June.
    12. Joao Lourenço Marques & Eduardo Castro & Arnab Bhattacharjee & Paulo Batista, 2012. "SPATIAL HETEROGENEITY ACROSS SUBMARKETS: Housing submarket in an urban area of Portugal," ERSA conference papers ersa12p1111, European Regional Science Association.
    13. Kopczewska, Katarzyna & Ćwiakowski, Piotr, 2021. "Spatio-temporal stability of housing submarkets. Tracking spatial location of clusters of geographically weighted regression estimates of price determinants," Land Use Policy, Elsevier, vol. 103(C).
    14. Alain Coën & Alexis Pourcelot & Richard Malle, 2022. "Macroeconomic shocks and ripple effects in the Greater Paris Metropolis," Post-Print hal-03713561, HAL.
    15. Coën, Alain & Pourcelot, Alexis & Malle, Richard, 2022. "Macroeconomic shocks and ripple effects in the Greater Paris Metropolis," Journal of Housing Economics, Elsevier, vol. 56(C).
    16. Silvia Banfi & Massimo Filippini & Andrea Horehájová, 2008. "Valuation of Environmental Goods in Profit and Non-Profit Housing Sectors: Evidence from the Rental Market in the City of Zurich," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 144(IV), pages 631-654, December.
    17. Marko Kryvobokov, 2011. "Defining apartment neighbourhoods with Thiessen polygons and fuzzy equality clustering," ERES eres2011_142, European Real Estate Society (ERES).
    18. Tom Kauko, 2004. "A Comparative Perspective on Urban Spatial Housing Market Structure: Some More Evidence of Local Sub-markets Based on a Neural Network Classification of Amsterdam," Urban Studies, Urban Studies Journal Limited, vol. 41(13), pages 2555-2579, December.
    19. 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.
    20. George Galster, 1996. "William Grigsby and the Analysis of Housing Sub-markets and Filtering," Urban Studies, Urban Studies Journal Limited, vol. 33(10), pages 1797-1805, December.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:kap:jrefec:v:34:y:2007:i:3:p:385-406. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.