Spatial issues on a hedonic estimation of rents in Brussels
AbstractUsing Belgian microdata, we assess the impact, on a hedonic regression, of the distortions arising from the choice of either a specific zoning system or the delineation of the study area. We also evaluate the biases that arise when spatial effects are not accounted for. Given that the dependent variable is interval-coded, controlling for spatial dependence in this context is challenging. We address this problem with two alternative strategies. Firstly, we use the Gibbs Sampling algorithm to estimate spatial econometric models which extends the interval regression model. A major drawback of this approach is that the implied estimation is proned to the endogeneity biases inherent to our hedonic regression model. To circumvent the endogeneity issues triggered by the first estimation strategy, we also use a two-stage estimation procedure with locational fixed effects. In all specifications, results are sensitive to the Modifiable Areal Unit Problem (MAUP) and to the choice of the delineation of the study area. Moreover, they confirm the existence of substantive spatial dependence. Conversely to the previous results with a negative elasticity for the percentage of the area covered by agriculture and a positive elasticity for the potential accessibility to jobs, the second approach implies opposite effects for those two variables. This indicates that dwellings close to agricultural areas and with a lower accessibility to the main employment centers are highly demanded and that endogeneity biases are not negligible.
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Bibliographic InfoPaper provided by Université catholique de Louvain, Center for Operations Research and Econometrics (CORE) in its series CORE Discussion Papers with number 2013036.
Date of creation: 23 Jul 2013
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MAUP; interval regression; spatial dependence; spatial heterogeneity; Brussels;
Find related papers by JEL classification:
- C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
- C24 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Truncated and Censored Models; Switching Regression Models
- C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions
- C34 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Truncated and Censored Models; Switching Regression Models
- Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling
- R21 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Household Analysis - - - Housing Demand
This paper has been announced in the following NEP Reports:
- NEP-AGR-2013-09-28 (Agricultural Economics)
- NEP-ALL-2013-09-28 (All new papers)
- NEP-GEO-2013-09-28 (Economic Geography)
- NEP-URE-2013-09-28 (Urban & Real Estate Economics)
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- A S Fotheringham & D W S Wong, 1991. "The modifiable areal unit problem in multivariate statistical analysis," Environment and Planning A, Pion Ltd, London, vol. 23(7), pages 1025-1044, July.
- Keith Head & Thierry Mayer, 2004.
"Market Potential and the Location of Japanese Investment in the European Union,"
The Review of Economics and Statistics,
MIT Press, vol. 86(4), pages 959-972, November.
- Head, Charles Keith & Mayer, Thierry, 2002. "Market Potential and the Location of Japanese Investment in the European Union," CEPR Discussion Papers 3455, C.E.P.R. Discussion Papers.
- GOFETTE-NAGOT, Florence & REGINSTER, Isabelle & THOMAS, Isabelle, .
"Spatial analysis of residential land prices in Belgium: accessibility, linguistic border, and environmental amenities,"
CORE Discussion Papers RP
-2448, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
- Florence Goffette-Nagot & Isabelle Reginster & Isabelle Thomas, 2011. "Spatial Analysis of Residential Land Prices in Belgium: Accessibility, Linguistic Border, and Environmental Amenities," Regional Studies, Taylor and Francis Journals, vol. 45(9), pages 1253-1268, February.
- Florence Goffette-Nagot & Isabelle Reginster & Isabelle Thomas, 2011. "A spatial analysis of residential land prices in Belgium : accessibility, linguistic border and environmental amenities," Post-Print halshs-00464385, HAL.
- Florence Goffette-Nagot & Isabelle Reginster & Isabelle Thomas, 2009. "A spatial analysis of residential land prices in Belgium: accessibility, linguistic border and environmental amenities," Working Papers 0929, Groupe d'Analyse et de Théorie Economique (GATE), Centre national de la recherche scientifique (CNRS), Université Lyon 2, Ecole Normale Supérieure.
- Briant, Anthony & Combes, Pierre-Philippe & Lafourcade, Miren, 2008.
"Dots to Boxes: Do the Size and Shape of Spatial Units Jeopardize Economic Geography Estimations?,"
CEPR Discussion Papers
6928, C.E.P.R. Discussion Papers.
- Briant, A. & Combes, P.-P. & Lafourcade, M., 2010. "Dots to boxes: Do the size and shape of spatial units jeopardize economic geography estimations?," Journal of Urban Economics, Elsevier, vol. 67(3), pages 287-302, May.
- Anthony Briant & Pierre-Philippe Combes & Miren Lafourcade, 2008. "Dots to boxes: Do the size and shape of spatial units jeopardize economic geography estimations?," PSE Working Papers halshs-00586029, HAL.
- Anthony Briant & Pierre-Philippe Combes & Miren Lafourcade, 2008. "Dots To Boxes: Do The Size And Shape Of Spatial Units Jeopardize Economic Geography Estimations?," PSE Working Papers halshs-00349294, HAL.
- Luc Anselin & Nancy Lozano-Gracia, 2008. "Errors in variables and spatial effects in hedonic house price models of ambient air quality," Empirical Economics, Springer, vol. 34(1), pages 5-34, February.
- Bolduc, D. & Fortin, B. & Gordon, S., 1995.
"Multinomial Probit Estimation of Spatially Interdependent Choices: An Empirical Comparison of Two New Techniques,"
9508, Laval - Recherche en Politique Economique.
- BOLDUC, Denis & FORTIN, Bernard & GORDON, Stephen, 1995. "Multinomial Probit Estimation of Spatially Interdependent Choices: an Empirical Comparison of Two New Techniques," Cahiers de recherche 9508, Université Laval - Département d'économique.
- Gabriel Ahlfeldt, 2011. "If Alonso Was Right: Modeling Accessibility And Explaining The Residential Land Gradient," Journal of Regional Science, Wiley Blackwell, vol. 51(2), pages 318-338, 05.
- Geoghegan, Jacqueline & Wainger, Lisa A. & Bockstael, Nancy E., 1997. "Spatial landscape indices in a hedonic framework: an ecological economics analysis using GIS," Ecological Economics, Elsevier, vol. 23(3), pages 251-264, December.
- Löchl, Michael & Axhausen, Kay W., 2010. "Modelling hedonic residential rents for land use and transport simulation while considering spatial effects," The Journal of Transport and Land Use, Center for Transportation Studies, University of Minnesota, vol. 3(2), pages 39-63.
- David Brasington & D. Hite, .
"Demand for Environmental Quality: A Spatial Hedonic Analysis,"
Departmental Working Papers
2003-02, Department of Economics, Louisiana State University.
- Brasington, David M. & Hite, Diane, 2005. "Demand for environmental quality: a spatial hedonic analysis," Regional Science and Urban Economics, Elsevier, vol. 35(1), pages 57-82, January.
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