IDEAS home Printed from https://ideas.repec.org/a/sae/inrsre/v38y2015i4p413-436.html
   My bibliography  Save this article

Valuing Commercial Spaces in Multistory Buildings Using a Three-level Mixed-effects Modeling Approach

Author

Listed:
  • E.-H. Yoo
  • C.-R. Lee
  • K.-H. Park

Abstract

The location of commercial spaces in multistory buildings affects their values. We developed a three-level mixed-effects spatial hedonic model in which the nested structure of individual commercial units in multistory buildings is explicitly taken into account in the price determination process. The proposed modeling framework is intuitive and flexible from both substantive and technical perspectives, as evidenced by its diverse extensions to accommodate both the spatial autocorrelation and the complex heteroscedasticity inherent in property values. A unique data set based on the assessed values of commercial properties and officetels, collected by the National Tax Service of Korea in 2012, is merged with structural and location information on buildings for a case study. We found both the floor level and building effects are important factors when valuing commercial units in multistory buildings. We show that model fit is significantly affected if the spatial autocorrelation at the individual level is not included in hedonic price models.

Suggested Citation

  • E.-H. Yoo & C.-R. Lee & K.-H. Park, 2015. "Valuing Commercial Spaces in Multistory Buildings Using a Three-level Mixed-effects Modeling Approach," International Regional Science Review, , vol. 38(4), pages 413-436, October.
  • Handle: RePEc:sae:inrsre:v:38:y:2015:i:4:p:413-436
    DOI: 10.1177/0160017613505202
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/0160017613505202
    Download Restriction: no

    File URL: https://libkey.io/10.1177/0160017613505202?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
    ---><---

    References listed on IDEAS

    as
    1. Duncan, Craig & Jones, Kelvyn & Moon, Graham, 1993. "Do places matter? A multi-level analysis of regional variations in health-related behaviour in Britain," Social Science & Medicine, Elsevier, vol. 37(6), pages 725-733, September.
    2. Dubin, Robin A, 1998. "Predicting House Prices Using Multiple Listings Data," The Journal of Real Estate Finance and Economics, Springer, vol. 17(1), pages 35-59, July.
    3. Joachim Zietz & Emily Zietz & G. Sirmans, 2008. "Determinants of House Prices: A Quantile Regression Approach," The Journal of Real Estate Finance and Economics, Springer, vol. 37(4), pages 317-333, November.
    4. Goodman, Allen C. & Thibodeau, Thomas G., 1998. "Housing Market Segmentation," Journal of Housing Economics, Elsevier, vol. 7(2), pages 121-143, June.
    5. Won Kim, Chong & Phipps, Tim T. & Anselin, Luc, 2003. "Measuring the benefits of air quality improvement: a spatial hedonic approach," Journal of Environmental Economics and Management, Elsevier, vol. 45(1), pages 24-39, January.
    6. E.-H. Yoo & P. Kyriakidis, 2009. "Area-to-point Kriging in spatial hedonic pricing models," Journal of Geographical Systems, Springer, vol. 11(4), pages 381-406, December.
    7. 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.
    8. Can, Ayse & Megbolugbe, Isaac, 1997. "Spatial Dependence and House Price Index Construction," The Journal of Real Estate Finance and Economics, Springer, vol. 14(1-2), pages 203-222, Jan.-Marc.
    9. Andrea Baranzini & José V. Ramirez, 2005. "Paying for Quietness: The Impact of Noise on Geneva Rents," Urban Studies, Urban Studies Journal Limited, vol. 42(4), pages 633-646, April.
    Full references (including those not matched with items on IDEAS)

    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. E.-H. Yoo & P. Kyriakidis, 2009. "Area-to-point Kriging in spatial hedonic pricing models," Journal of Geographical Systems, Springer, vol. 11(4), pages 381-406, December.
    2. Kim, Jungik & Goldsmith, Peter D. & Thomas, Michael H., 2004. "Using Spatial Econometrics To Assess The Impact Of Swine Production On Residential Property Values," 2004 Annual meeting, August 1-4, Denver, CO 20186, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association).
    3. Jungik Kim & Peter Goldsmith, 2009. "A Spatial Hedonic Approach to Assess the Impact of Swine Production on Residential Property Values," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 42(4), pages 509-534, April.
    4. David Maddison, 2009. "A Spatio‐temporal Model of Farmland Values," Journal of Agricultural Economics, Wiley Blackwell, vol. 60(1), pages 171-189, February.
    5. Raymond Y. C. Tse, 2002. "Estimating Neighbourhood Effects in House Prices: Towards a New Hedonic Model Approach," Urban Studies, Urban Studies Journal Limited, vol. 39(7), pages 1165-1180, June.
    6. Marius Th?riault & Fran?ois Des Rosiers and Jean Dub?, 2007. "Testing the Temporal Stability of Accessibility Value in Residential Hedonic Prices," SCIENZE REGIONALI, FrancoAngeli Editore, vol. 2007(3), pages 5-46.
    7. Hwang, Min & Quigley, John M., 2002. "Price Discovery in Time and Space: The Course of Condominium Prices in Singapore," Department of Economics, Working Paper Series qt260185hr, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
    8. 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.
    9. Steven Bourassa & Eva Cantoni & Martin Hoesli, 2007. "Spatial Dependence, Housing Submarkets, and House Price Prediction," The Journal of Real Estate Finance and Economics, Springer, vol. 35(2), pages 143-160, August.
    10. Antonio Páez & Fei Long & Steven Farber, 2008. "Moving Window Approaches for Hedonic Price Estimation: An Empirical Comparison of Modelling Techniques," Urban Studies, Urban Studies Journal Limited, vol. 45(8), pages 1565-1581, July.
    11. Liu, Sezhu & Hite, Diane, 2013. "Measuring the Effect of Green Space on Property Value: An Application of the Hedonic Spatial Quantile Regression," 2013 Annual Meeting, February 2-5, 2013, Orlando, Florida 143045, Southern Agricultural Economics Association.
    12. Catherine Baumont, 2009. "Spatial effects of urban public policies on housing values," Papers in Regional Science, Wiley Blackwell, vol. 88(2), pages 301-326, June.
    13. 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.
    14. 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.
    15. Helen R. Neill & David M. Hassenzahl & Djeto D. Assane, 2007. "Estimating the Effect of Air Quality: Spatial versus Traditional Hedonic Price Models," Southern Economic Journal, John Wiley & Sons, vol. 73(4), pages 1088-1111, April.
    16. Todd H. Kuethe & Roman Keeney, 2012. "Environmental Externalities and Residential Property Values: Externalized Costs along the House Price Distribution," Land Economics, University of Wisconsin Press, vol. 88(2), pages 241-250.
    17. Mark D. Ecker & Victor De Oliveira, 2007. "Bayesian Spatial Modeling of Housing Prices Subject to a Localized Externality," Working Papers 0030, College of Business, University of Texas at San Antonio.
    18. Daniel Lo & Kwong Wing Chau & Siu Kei Wong & Michael McCord & Martin Haran, 2022. "Factors Affecting Spatial Autocorrelation in Residential Property Prices," Land, MDPI, vol. 11(6), pages 1-16, June.
    19. Francois Des Rosiers & Marius Thériault & Paul-Y Villeneuve & Yan Kestens, 2001. "Isolating Spatial from A-spatial Components of Housing Attributes Using Kriging Techniques," ERES eres2001_149, European Real Estate Society (ERES).
    20. Charles-Olivier Amédée-Manesme & Michel Baroni & Fabrice Barthélémy & Francois des Rosiers, 2017. "Market heterogeneity and the determinants of Paris apartment prices: A quantile regression approach," Urban Studies, Urban Studies Journal Limited, vol. 54(14), pages 3260-3280, November.

    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:sae:inrsre:v:38:y:2015:i:4:p:413-436. 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: SAGE Publications (email available below). General contact details of provider: .

    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.