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Estimating coastal premiums for apartment prices: Towards a new multilevel modelling approach

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  • Yuheng Ling

Abstract

This article attempts to assess ‘coastal premiums’ for apartment prices in Corsica, France. The coastal premium should consist of two parts, those related to the view of the Mediterranean Sea, and those associated with living close to beaches for access purposes. Views, being a qualitative and subjective variable, are difficult to measure and quantify. Further, apartments are located in neighbourhoods and then are situated in districts or at more aggregated levels. This induces complex spatial interactions. To deal with these, we first employ a viewshed analysis implemented in geographical information systems (GIS) to generate an objective, continuous measurement. We then develop a Bayesian spatial/spatiotemporal multilevel model, which integrates Leroux’s conditional autoregressive process with multilevel modelling for conducting a hedonic analysis in the presence of multiple-scale housing data. Since the developed model pertains to latent Gaussian models, estimation is carried out by integrated nested Laplace approximations. The results demonstrate that homebuyers have a higher marginal willingness to pay for larger views of the sea, and proximity to beaches produces positive impacts on apartment sale prices. Further, strong spatial spillovers emerge among high-level units, but heterogeneity dominates among apartments. Our findings illustrate the importance of coasts to homebuyers. Further, the estimated value permits planners and policymakers to assess the trade-off between developing and preserving land along the coast.

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  • Yuheng Ling, 2022. "Estimating coastal premiums for apartment prices: Towards a new multilevel modelling approach," Environment and Planning B, , vol. 49(1), pages 188-205, January.
    • Handle: RePEc:sae:envirb:v:49:y:2022:i:1:p:188-205
    DOI: 10.1177/23998083211000343
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    1. Luisa Corrado & Bernard Fingleton, 2012. "Where Is The Economics In Spatial Econometrics?," Journal of Regional Science, Wiley Blackwell, vol. 52(2), pages 210-239, May.
    2. 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..
    3. Sheppard, Stephen, 1999. "Hedonic analysis of housing markets," Handbook of Regional and Urban Economics, in: P. C. Cheshire & E. S. Mills (ed.), Handbook of Regional and Urban Economics, edition 1, volume 3, chapter 41, pages 1595-1635, Elsevier.
    4. Laszlo Matyas (ed.), 2017. "The Econometrics of Multi-dimensional Panels," Advanced Studies in Theoretical and Applied Econometrics, Springer, number 978-3-319-60783-2, July-Dece.
    5. Jeffrey Pompe, 2008. "The Effect of a Gated Community on Property and Beach Amenity Valuation," Land Economics, University of Wisconsin Press, vol. 84(3), pages 423-433.
    6. Yuheng Ling, 2020. "Time, space and hedonic prediction accuracy: evidence from Corsican apartment markets," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 64(2), pages 367-388, April.
    7. Robert W. Paterson & Kevin J. Boyle, 2002. "Out of Sight, Out of Mind? Using GIS to Incorporate Visibility in Hedonic Property Value Models," Land Economics, University of Wisconsin Press, vol. 78(3), pages 417-425.
    8. Luc Anselin, 2010. "Thirty years of spatial econometrics," Papers in Regional Science, Wiley Blackwell, vol. 89(1), pages 3-25, March.
    9. Håvard Rue & Sara Martino & Nicolas Chopin, 2009. "Approximate Bayesian inference for latent Gaussian models by using integrated nested Laplace approximations," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 71(2), pages 319-392, April.
    10. Benson, Earl D & Hansen, Julia L. & Schwartz Jr., Arthur & Smersh, Greg T., 1998. "Pricing Residential Amenities: The Value of a View," The Journal of Real Estate Finance and Economics, Springer, vol. 16(1), pages 55-73, January.
    11. Birgit Schrödle & Leonhard Held & Andrea Riebler & Jürg Danuser, 2011. "Using integrated nested Laplace approximations for the evaluation of veterinary surveillance data from Switzerland: a case‐study," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 60(2), pages 261-279, March.
    12. Stephen Conroy & Jennifer Milosch, 2011. "An Estimation of the Coastal Premium for Residential Housing Prices in San Diego County," The Journal of Real Estate Finance and Economics, Springer, vol. 42(2), pages 211-228, February.
    13. Liv Osland & Ingrid Sandvig Thorsen & Inge Thorsen, 2016. "Accounting For Local Spatial Heterogeneities In Housing Market Studies," Journal of Regional Science, Wiley Blackwell, vol. 56(5), pages 895-920, November.
    14. Okmyung Bin & Thomas W. Crawford & Jamie B. Kruse & Craig E. Landry, 2008. "Viewscapes and Flood Hazard: Coastal Housing Market Response to Amenities and Risk," Land Economics, University of Wisconsin Press, vol. 84(3), pages 434-448.
    15. David J. Spiegelhalter & Nicola G. Best & Bradley P. Carlin & Angelika Van Der Linde, 2002. "Bayesian measures of model complexity and fit," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 64(4), pages 583-639, October.
    16. 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.
    17. Craig E. Landry & Paul Hindsley, 2011. "Valuing Beach Quality with Hedonic Property Models," Land Economics, University of Wisconsin Press, vol. 87(1), pages 92-108.
    18. Paul Hindsley & Stuart Hamilton & O. Morgan, 2013. "Gulf Views: Toward a Better Understanding of Viewshed Scope in Hedonic Property Models," The Journal of Real Estate Finance and Economics, Springer, vol. 47(3), pages 489-505, October.
    19. Luc Anselin & Nancy Lozano-Gracia, 2009. "Spatial Hedonic Models," Palgrave Macmillan Books, in: Terence C. Mills & Kerry Patterson (ed.), Palgrave Handbook of Econometrics, chapter 26, pages 1213-1250, Palgrave Macmillan.
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