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Estimation of Hedonic Models Using a Multilevel Approach: An Application for the Swiss Rental Market

Author

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  • Dragana Djurdjevic
  • Christine Eugster
  • Ronny Haase

Abstract

This paper is an empirical application of a hedonic model to determine rents in Switzerland. Unlike traditional hedonic models, we take account of the fact that data are clustered at different levels. The resulting spatial autocorrelation and heterogeneity permits a consideration of different submarkets within Switzerland. For the empirical analysis, we consider the special case of the clustering of apartments at municipality level. Our results show that even after controlling for housing and locational attributes, a significant part of rental differences are still attributable to municipality differences.

Suggested Citation

  • Dragana Djurdjevic & Christine Eugster & Ronny Haase, 2008. "Estimation of Hedonic Models Using a Multilevel Approach: An Application for the Swiss Rental Market," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 144(IV), pages 679-701, December.
    • Handle: RePEc:ses:arsjes:2008-iv-7
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    References listed on IDEAS

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    1. Martin Hoesli & Philippe Favarger & Carmelo Giaccotto, 1997. "Real Estate Price Indices and Performance: The Case of Geneva," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 133(I), pages 29-48, March.
    2. Patrick Bajari & Matthew E. Kahn, 2005. "Estimating Housing Demand With an Application to Explaining Racial Segregation in Cities," Journal of Business & Economic Statistics, American Statistical Association, vol. 23, pages 20-33, January.
    3. Vladimir Bajic, 1985. "Housing‐Market Segmentation and Demand for Housing Attributes: Some Empirical Findings," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 13(1), pages 58-75, March.
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    5. Rosen, Sherwin, 1974. "Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition," Journal of Political Economy, University of Chicago Press, vol. 82(1), pages 34-55, Jan.-Feb..
    6. 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.
    7. Stefan Sebastian Fahrländer, 2006. "Semiparametric Construction of Spatial Generalized Hedonic Models for Private Properties," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 142(IV), pages 501-528, December.
    8. Philippe Thalmann, 1987. "Explication empirique des loyers lausannois," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 123(I), pages 47-70, March.
    9. 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.
    10. Berry, Steven & Levinsohn, James & Pakes, Ariel, 1995. "Automobile Prices in Market Equilibrium," Econometrica, Econometric Society, vol. 63(4), pages 841-890, July.
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    Cited by:

    1. Kelley Cours Anderson & Julia Freybote & Kerry T. Manis, 2024. "The Impact of Virtual Marketing Strategies on the Price-TOM Relation," The Journal of Real Estate Finance and Economics, Springer, vol. 68(2), pages 218-234, February.
    2. William Cheung & Lewen Guo & Yuichiro Kawaguchi, 2021. "Automated valuation model for residential rental markets: evidence from Japan," Journal of Spatial Econometrics, Springer, vol. 2(1), pages 1-34, December.
    3. Adam R. Swietek, 2023. "Automated Design Appraisal: Estimating Real Estate Price Growth and Value at Risk due to Local Development," Papers 2401.08645, arXiv.org.
    4. 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.
    5. Mateusz Tomal & Marco Helbich, 2022. "The private rental housing market before and during the COVID-19 pandemic: A submarket analysis in Cracow, Poland," Environment and Planning B, , vol. 49(6), pages 1646-1662, July.
    6. Cyprian Chwiałkowski & Adam Zydroń & Dariusz Kayzer, 2022. "Assessing the Impact of Selected Attributes on Dwelling Prices Using Ordinary Least Squares Regression and Geographically Weighted Regression: A Case Study in Poznań, Poland," Land, MDPI, vol. 12(1), pages 1-20, December.

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    More about this item

    Keywords

    hedonic model; rental market; multilevel modelling;
    All these keywords.

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • J16 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Gender; Non-labor Discrimination
    • R31 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Real Estate Markets, Spatial Production Analysis, and Firm Location - - - Housing Supply and Markets

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