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An Alternative to the Standard Spatial Econometric Approaches in Hedonic House Price Models

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  • Kathrine von Graevenitz
  • Toke Emil Panduro

Abstract

Omitted, misspecified, or mismeasured spatially varying characteristics are a cause for concern in hedonic house price models. Spatial econometrics or spatial fixed effects have become popular ways of addressing these concerns. We discuss the limitations of standard spatial approaches to hedonic modeling and demonstrate the spatial generalized additive model as an alternative. Parameter estimates for several spatially varying regressors are shown to be sensitive to the scale of the fixed effects and bandwidth dimension used to control for omitted variables. This sensitivity reflects the uncertainty associated with the estimates when the appropriate spatial scale of the controls is unknown.

Suggested Citation

  • Kathrine von Graevenitz & Toke Emil Panduro, 2015. "An Alternative to the Standard Spatial Econometric Approaches in Hedonic House Price Models," Land Economics, University of Wisconsin Press, vol. 91(2), pages 386-409.
    • Handle: RePEc:uwp:landec:v:91:y:2015:i:2:p:386-409
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    2. Lautrup, M. & Panduro, T.E. & Olsen, J.V. & Pedersen, M.F. & Jacobsen, J.B., 2023. "Is there more to trees than timber? Estimating the private amenity value of forests using a hedonic land model for combined agricultural properties," Forest Policy and Economics, Elsevier, vol. 146(C).
    3. Daams, Michiel N. & Sijtsma, Frans J. & Veneri, Paolo, 2019. "Mixed monetary and non-monetary valuation of attractive urban green space: A case study using Amsterdam house prices," Ecological Economics, Elsevier, vol. 166(C), pages 1-1.
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    7. Qingyun Du & Chao Wu & Xinyue Ye & Fu Ren & Yongjun Lin, 2018. "Evaluating the Effects of Landscape on Housing Prices in Urban China," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 109(4), pages 525-541, September.
    8. Charles Towe & H. Allen Klaiber & Joe Maher & Will Georgic, 2021. "A Valuation of Restored Streams Using Repeat Sales and Instrumental Variables," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 80(2), pages 199-219, October.
    9. Tom Gillespie & Ronan C. Lyons & Thomas K. J. McDermott, 2020. "Information Matters: Evidence from flood risk in the Irish housing market," Trinity Economics Papers tep1620, Trinity College Dublin, Department of Economics.
    10. C. Erinda IMERAJ & Ing. Zef IMERAJ, 2015. "“Environmental Economics for a Sustainable Development†Evaluation of Environmental and Recreational Values of the Area Lezhe –Shengjin using Indirect Approximate Method “Hedonic Price Methodâ€," Journal of Social and Development Sciences, AMH International, vol. 6(4), pages 21-29.
    11. Toke Emil Panduro & Cathrine Ulla Jensen & Thomas Hedemark Lundhede & Kathrine von Graevenitz & Bo Jellesmark Thorsen, 2016. "Estimating demand schedules in hedonic analysis: The case of urban parks," IFRO Working Paper 2016/06, University of Copenhagen, Department of Food and Resource Economics.
    12. Dupraz, P. & Osseni, A. & Bareille, F., 2018. "Assessing the direct and indirect impacts of breeding activities on residential values: a spatial hedonic approach in Brittany," 2018 Conference, July 28-August 2, 2018, Vancouver, British Columbia 276994, International Association of Agricultural Economists.
    13. Belcher, Richard N. & Chisholm, Ryan A., 2018. "Tropical Vegetation and Residential Property Value: A Hedonic Pricing Analysis in Singapore," Ecological Economics, Elsevier, vol. 149(C), pages 149-159.
    14. Søren B. Olsen & Cathrine U. Jensen & Toke E. Panduro, 2020. "Modelling Strategies for Discontinuous Distance Decay in Willingness to Pay for Ecosystem Services," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 75(2), pages 351-386, February.
    15. Marie Lautrup & Lasse Læbo Matthiesen & Jette Bredahl Jacobsen & Toke Emil Panduro, 2023. "Welfare Effects and the Immaterial Costs of Coastal Flooding," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 85(2), pages 415-441, June.
    16. Cathrine Ulla Jensen & Toke Emil Panduro, 2016. "PanJen: A test for functional form with continuous variables," IFRO Working Paper 2016/08, University of Copenhagen, Department of Food and Resource Economics.
    17. Ramstein, Axel, 2022. "Das Analysepotenzial georeferenzierter Daten," WISTA – Wirtschaft und Statistik, Statistisches Bundesamt (Destatis), Wiesbaden, vol. 74(3), pages 39-52.
    18. Panduro, Toke Emil & Jensen, Cathrine Ulla & Lundhede, Thomas Hedemark & von Graevenitz, Kathrine & Thorsen, Bo Jellesmark, 2018. "Eliciting preferences for urban parks," Regional Science and Urban Economics, Elsevier, vol. 73(C), pages 127-142.
    19. Cathrine Ulla Jensen, 2016. "Households’ willingness to pay for access to outdoor recreation: An application of the house price method using spatial quantile regressions," IFRO Working Paper 2016/09, University of Copenhagen, Department of Food and Resource Economics.
    20. Liebelt, Veronika & Bartke, Stephan & Schwarz, Nina, 2018. "Revealing Preferences for Urban Green Spaces: A Scale-sensitive Hedonic Pricing Analysis for the City of Leipzig," Ecological Economics, Elsevier, vol. 146(C), pages 536-548.
    21. Tom Gillespie & Stephen Hynes & Ronan C Lyons, 2018. "Picture or Playground: Valuing Coastal Amenities," Trinity Economics Papers tep0518, Trinity College Dublin, Department of Economics, revised Mar 2019.
    22. Zemo, Kahsay Haile & Panduro, Toke Emil & Termansen, Mette, 2019. "Impact of biogas plants on rural residential property values and implications for local acceptance," Energy Policy, Elsevier, vol. 129(C), pages 1121-1131.
    23. Cathrine Ulla Jensen & Toke Emil Panduro & Thomas Hedemark Lundhede & Kathrine von Graevenitz & Bo Jellesmark Thorsen, 2016. "Robin Hood in reverse? Assessing distributional effects of green space policy using a second-stage hedonic house price model," IFRO Working Paper 2016/07, University of Copenhagen, Department of Food and Resource Economics.

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    JEL classification:

    • Q51 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Valuation of Environmental Effects
    • Q52 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Pollution Control Adoption and Costs; Distributional Effects; Employment Effects

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