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Erschienen in: Journal of Geographical Systems 4/2009

01.12.2009 | Original Article

Estimating commercial property prices: an application of cokriging with housing prices as ancillary information

verfasst von: José-María Montero-Lorenzo, Beatriz Larraz-Iribas, Antonio Páez

Erschienen in: Journal of Geographical Systems | Ausgabe 4/2009

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Abstract

A vast majority of the recent literature on spatial hedonic analysis has been concerned with residential property values, with only very few examples of studies focused on commercial property prices. The dearth of studies can be attributed to some of the challenges faced in the analysis of commercial properties, in particular the scarcity of information compared to residential transactions. In order to address this issue, in this paper we propose the use of cokriging and housing prices as ancillary information to estimate commercial property prices. Cokriging takes into account the spatial autocorrelation structure of property prices, and the use of more abundant information on housing prices helps to improve the accuracy of property value estimates. A case study of Toledo in Spain, a city for which commercial activity stemming from tourism is one of the key elements of the economy in the city, demonstrates that substantial accuracy and precision gains can be obtained from the use of cokriging.

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Fußnoten
1
The analysis has been conducted in terms of price per square meter.
 
2
Adjusted for housing and commercial property mix, in Fotheringham et al. (2002) terminology, although these authors also use the expression “equivalent houses”.
 
Literatur
Zurück zum Zitat Basu S, Thibodeau TG (1998) Analysis of spatial autocorrelation in house prices. J Real Estate Financ Econ 17(1):61–85CrossRef Basu S, Thibodeau TG (1998) Analysis of spatial autocorrelation in house prices. J Real Estate Financ Econ 17(1):61–85CrossRef
Zurück zum Zitat Bitter C, Mulligan GF, Dall’erba S (2007) Incorporating spatial variation in housing attribute prices: a comparison of geographically weighted regression and the spatial expansion method. J Geogr Syst 9(1):7–27CrossRef Bitter C, Mulligan GF, Dall’erba S (2007) Incorporating spatial variation in housing attribute prices: a comparison of geographically weighted regression and the spatial expansion method. J Geogr Syst 9(1):7–27CrossRef
Zurück zum Zitat Can A (1992) Specification and estimation of hedonic housing price models. Reg Sci Urban Econ 22(3):453–474CrossRef Can A (1992) Specification and estimation of hedonic housing price models. Reg Sci Urban Econ 22(3):453–474CrossRef
Zurück zum Zitat Case B, Clapp J, Dubin R, Rodriguez M (2004) Modeling spatial and temporal house price patterns: a comparison of four models. J Real Estate Financ Econ 29(2):167–191CrossRef Case B, Clapp J, Dubin R, Rodriguez M (2004) Modeling spatial and temporal house price patterns: a comparison of four models. J Real Estate Financ Econ 29(2):167–191CrossRef
Zurück zum Zitat Cheshire P, Sheppard S (1995) On the price of land and the value of amenities. Economica 62(246):247–267CrossRef Cheshire P, Sheppard S (1995) On the price of land and the value of amenities. Economica 62(246):247–267CrossRef
Zurück zum Zitat Chica-Olmo J (1995) Spatial estimation of housing prices and locational rents. Urban Stud 32(8):1331–1344CrossRef Chica-Olmo J (1995) Spatial estimation of housing prices and locational rents. Urban Stud 32(8):1331–1344CrossRef
Zurück zum Zitat Clapp JM, Kim HJ, Gelfand AE (2002) Predicting spatial patterns of house prices using LPR and Bayesian smoothing. Real Estate Econ 30(4):505–532CrossRef Clapp JM, Kim HJ, Gelfand AE (2002) Predicting spatial patterns of house prices using LPR and Bayesian smoothing. Real Estate Econ 30(4):505–532CrossRef
Zurück zum Zitat Din A, Hoesli M, Bender A (2001) Environmental variables and real estate prices. Urban Stud 38(11):1989–2000CrossRef Din A, Hoesli M, Bender A (2001) Environmental variables and real estate prices. Urban Stud 38(11):1989–2000CrossRef
Zurück zum Zitat Dubin RA (1992) Spatial autocorrelation and neighborhood quality. Reg Sci Urban Econ 22(3):433–452CrossRef Dubin RA (1992) Spatial autocorrelation and neighborhood quality. Reg Sci Urban Econ 22(3):433–452CrossRef
Zurück zum Zitat Dubin RA (1998) Predicting house prices using multiple listings data. J Real Estate Financ Econ 17(1):35–59CrossRef Dubin RA (1998) Predicting house prices using multiple listings data. J Real Estate Financ Econ 17(1):35–59CrossRef
Zurück zum Zitat Esteban A, Martín-Consuegra D, Molina A, Diaz E (2005) Turismo y consumo: el caso de Toledo. Editorial Centro de Estudios de Consumo de la UCLM, Toledo Esteban A, Martín-Consuegra D, Molina A, Diaz E (2005) Turismo y consumo: el caso de Toledo. Editorial Centro de Estudios de Consumo de la UCLM, Toledo
Zurück zum Zitat Farber S, Yeates M (2006) A Comparison of localized regression models in a hedonic house price context. Can J Reg Sci 29(3):405–420 Farber S, Yeates M (2006) A Comparison of localized regression models in a hedonic house price context. Can J Reg Sci 29(3):405–420
Zurück zum Zitat Fik TJ, Ling DC, Mulligan GF (2003) Modeling spatial variation in housing prices: a variable interaction approach. Real Estate Econ 31(4):623–646CrossRef Fik TJ, Ling DC, Mulligan GF (2003) Modeling spatial variation in housing prices: a variable interaction approach. Real Estate Econ 31(4):623–646CrossRef
Zurück zum Zitat Fisher JD, Geltner DM, Webb RB (1994) Value indexes of commercial real-estate––a comparison of index construction methods. J Real Estate Financ Econ 9(2):137–164CrossRef Fisher JD, Geltner DM, Webb RB (1994) Value indexes of commercial real-estate––a comparison of index construction methods. J Real Estate Financ Econ 9(2):137–164CrossRef
Zurück zum Zitat Fotheringham AS, Brunsdon C, Charlton M (2002) Geographically weighted regression: the analysis of spatially varying relationships. Wiley, Chichester Fotheringham AS, Brunsdon C, Charlton M (2002) Geographically weighted regression: the analysis of spatially varying relationships. Wiley, Chichester
Zurück zum Zitat Gámez M, Montero JM, García N (2000) Kriging methodology for regional economic analysis: estimating the housing price in Albacete. Int Adv Econ Res 6(3):438–451CrossRef Gámez M, Montero JM, García N (2000) Kriging methodology for regional economic analysis: estimating the housing price in Albacete. Int Adv Econ Res 6(3):438–451CrossRef
Zurück zum Zitat Gelfand AE, Ghosh SK, Knight JR, Sirmans CF (1998) Spatio-temporal modeling of residential sales data. J Bus Econ Stat 16(3):312–321CrossRef Gelfand AE, Ghosh SK, Knight JR, Sirmans CF (1998) Spatio-temporal modeling of residential sales data. J Bus Econ Stat 16(3):312–321CrossRef
Zurück zum Zitat Gelfand AE, Schmidt AM, Banerjee S, Sirmans CF (2004) Nonstationary multivariate process modeling through spatially varying coregionalization. Test 13(2):263–294CrossRef Gelfand AE, Schmidt AM, Banerjee S, Sirmans CF (2004) Nonstationary multivariate process modeling through spatially varying coregionalization. Test 13(2):263–294CrossRef
Zurück zum Zitat Goodman AC (1978) Hedonic prices, price indices and housing markets. J Urban Econ 5(4):471–484CrossRef Goodman AC (1978) Hedonic prices, price indices and housing markets. J Urban Econ 5(4):471–484CrossRef
Zurück zum Zitat Goovaerts P (1997) Geostatistics for natural resource evaluation. Oxford University Press, New York Goovaerts P (1997) Geostatistics for natural resource evaluation. Oxford University Press, New York
Zurück zum Zitat Griffith DA (1988) Advanced spatial statistics. Kluwer Academic, Dordrecht Griffith DA (1988) Advanced spatial statistics. Kluwer Academic, Dordrecht
Zurück zum Zitat Han SS (2004) Spatial structure of residential property-value distribution in Beijing and Jakarta. Environ Plan A 36(7):1259–1283CrossRef Han SS (2004) Spatial structure of residential property-value distribution in Beijing and Jakarta. Environ Plan A 36(7):1259–1283CrossRef
Zurück zum Zitat Hodgson DJ, Slade BA, Vorkink KP (2006) Constructing commercial indices: a semiparametric adaptive estimator approach. J Real Estate Financ Econ 32(2):151–168CrossRef Hodgson DJ, Slade BA, Vorkink KP (2006) Constructing commercial indices: a semiparametric adaptive estimator approach. J Real Estate Financ Econ 32(2):151–168CrossRef
Zurück zum Zitat Journel AG, Huijbregts CJ (1978) Mining geostatistics. Academic Press, London Journel AG, Huijbregts CJ (1978) Mining geostatistics. Academic Press, London
Zurück zum Zitat Lark RM (2000) Regression analysis with spatially autocorrelated error: simulation studies and application to mapping of soil organic matter. Int J Geogr Inf Sci 14(3):247–264CrossRef Lark RM (2000) Regression analysis with spatially autocorrelated error: simulation studies and application to mapping of soil organic matter. Int J Geogr Inf Sci 14(3):247–264CrossRef
Zurück zum Zitat Lark RM, Papritz A (2003) Fitting a linear model of coregionalization for soil properties using simulate annealing. Geoderma 115(3–4):245–260CrossRef Lark RM, Papritz A (2003) Fitting a linear model of coregionalization for soil properties using simulate annealing. Geoderma 115(3–4):245–260CrossRef
Zurück zum Zitat LeSage JP, Pace RK (2004) Models for spatially dependent missing data. J Real Estate Financ Econ 29(2):233–254CrossRef LeSage JP, Pace RK (2004) Models for spatially dependent missing data. J Real Estate Financ Econ 29(2):233–254CrossRef
Zurück zum Zitat Li L, Revesz P (2002) A comparison of two spatio-temporal interpolation methods. Lect Notes Comput Sci 2478:145–160CrossRef Li L, Revesz P (2002) A comparison of two spatio-temporal interpolation methods. Lect Notes Comput Sci 2478:145–160CrossRef
Zurück zum Zitat Militino AF, Ugarte MD, Garcia-Reinaldos L (2004) Alternative models for describing spatial dependence among dwelling selling prices. J Real Estate Financ Econ 29(2):193–209CrossRef Militino AF, Ugarte MD, Garcia-Reinaldos L (2004) Alternative models for describing spatial dependence among dwelling selling prices. J Real Estate Financ Econ 29(2):193–209CrossRef
Zurück zum Zitat Montero JM (2004) El precio medio del metro cuadrado de la vivienda: Una aproximación desde la perspectiva de la Geoestadística. Estud Econ Apl 22(3):675–693 Montero JM (2004) El precio medio del metro cuadrado de la vivienda: Una aproximación desde la perspectiva de la Geoestadística. Estud Econ Apl 22(3):675–693
Zurück zum Zitat Montero JM, Larraz B (2006) Estimación espacial del precio de la vivienda mediante métodos de krigeado. Rev Estad Esp 48(162):201–240 Montero JM, Larraz B (2006) Estimación espacial del precio de la vivienda mediante métodos de krigeado. Rev Estad Esp 48(162):201–240
Zurück zum Zitat Munneke HJ, Slade BA (2000) An empirical study of sample-selection bias in indices of commercial real estate. J Real Estate Financ Econ 21(1):45–64CrossRef Munneke HJ, Slade BA (2000) An empirical study of sample-selection bias in indices of commercial real estate. J Real Estate Financ Econ 21(1):45–64CrossRef
Zurück zum Zitat Munneke HJ, Slade BA (2001) A metropolitan transaction-based commercial price index: a time-varying parameter approach. Real Estate Econ 29(1):55–84CrossRef Munneke HJ, Slade BA (2001) A metropolitan transaction-based commercial price index: a time-varying parameter approach. Real Estate Econ 29(1):55–84CrossRef
Zurück zum Zitat Pace RK, Gilley OW (1997) Using the spatial configuration of the data to improve estimation. J Real Estate Financ Econ 14(3):333–340CrossRef Pace RK, Gilley OW (1997) Using the spatial configuration of the data to improve estimation. J Real Estate Financ Econ 14(3):333–340CrossRef
Zurück zum Zitat Páez A, Uchida T, Miyamoto K (2001) Spatial association and heterogeneity issues in land price models. Urban Stud 38(9):1493–1508CrossRef Páez A, Uchida T, Miyamoto K (2001) Spatial association and heterogeneity issues in land price models. Urban Stud 38(9):1493–1508CrossRef
Zurück zum Zitat Páez A, Long F, Farber S (2008) Moving window approaches for hedonic price estimation: an empirical comparison of modeling techniques. Urban Stud 45(8):1565–1581CrossRef Páez A, Long F, Farber S (2008) Moving window approaches for hedonic price estimation: an empirical comparison of modeling techniques. Urban Stud 45(8):1565–1581CrossRef
Zurück zum Zitat Sinclair AJ, Blackwell GH (2002) Applied mineral inventory estimation. Cambridge University Press, Cambridge Sinclair AJ, Blackwell GH (2002) Applied mineral inventory estimation. Cambridge University Press, Cambridge
Zurück zum Zitat Tu Y, Yu SM, Sun H (2004) Transaction-based office price indexes: a spatiotemporal modeling approach. Real Estate Econ 32(2):297–328CrossRef Tu Y, Yu SM, Sun H (2004) Transaction-based office price indexes: a spatiotemporal modeling approach. Real Estate Econ 32(2):297–328CrossRef
Zurück zum Zitat Wackernagel H (2003) Multivariate geostatistics: an introduction with applications, 3rd edn. Springer, Berlin Wackernagel H (2003) Multivariate geostatistics: an introduction with applications, 3rd edn. Springer, Berlin
Metadaten
Titel
Estimating commercial property prices: an application of cokriging with housing prices as ancillary information
verfasst von
José-María Montero-Lorenzo
Beatriz Larraz-Iribas
Antonio Páez
Publikationsdatum
01.12.2009
Verlag
Springer-Verlag
Erschienen in
Journal of Geographical Systems / Ausgabe 4/2009
Print ISSN: 1435-5930
Elektronische ISSN: 1435-5949
DOI
https://doi.org/10.1007/s10109-009-0095-7

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