IDEAS home Printed from https://ideas.repec.org/a/eee/regeco/v40y2010i6p550-573.html
   My bibliography  Save this article

Hedonic analysis with locally weighted regression: An application to the shadow cost of housing regulation in Southern California

Author

Listed:
  • Sunding, David L.
  • Swoboda, Aaron M.

Abstract

This paper investigates the role of hedonic model misspecification through inappropriate geographic aggregation in the debate over the effects of housing regulation. We use locally weighted regression (LWR) techniques and geo-referenced data to allow the housing hedonic parameters to vary over space. This modeling strategy better represents micro-market realities and the importance of location as a prime determinant of housing prices. Our results, based on a unique dataset of almost 14,000 single-family home sales between 1993 and 2001 in Southern California, suggest regulation had strong direct impacts on the housing market as suggested by Glaeser and Gyourko (2003) and Cheung et al. (2009a) and not indirectly through increased land scarcity as suggested by Davis and Palumbo (2007).

Suggested Citation

  • Sunding, David L. & Swoboda, Aaron M., 2010. "Hedonic analysis with locally weighted regression: An application to the shadow cost of housing regulation in Southern California," Regional Science and Urban Economics, Elsevier, vol. 40(6), pages 550-573, November.
    • Handle: RePEc:eee:regeco:v:40:y:2010:i:6:p:550-573
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0166-0462(10)00060-8
    Download Restriction: Full text for ScienceDirect subscribers only
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. David Brasington, 1999. "Which Measures of School Quality Does the Housing Market Value?," Journal of Real Estate Research, Taylor & Francis Journals, vol. 18(3), pages 395-413, January.
    2. McMillen, Daniel P., 1996. "One Hundred Fifty Years of Land Values in Chicago: A Nonparametric Approach," Journal of Urban Economics, Elsevier, vol. 40(1), pages 100-124, July.
    3. Elena G. Irwin, 2002. "The Effects of Open Space on Residential Property Values," Land Economics, University of Wisconsin Press, vol. 78(4), pages 465-480.
    4. John M. Quigley & Steven Raphael & Larry A. Rosenthal, 2004. "Local Land-use Controls and Demographic Outcomes in a Booming Economy," Urban Studies, Urban Studies Journal Limited, vol. 41(2), pages 389-421, February.
    5. Redfearn, Christian L., 2009. "How informative are average effects? Hedonic regression and amenity capitalization in complex urban housing markets," Regional Science and Urban Economics, Elsevier, vol. 39(3), pages 297-306, May.
    6. Cheung, Ron & Ihlanfeldt, Keith & Mayock, Thomas, 2009. "The regulatory tax and house price appreciation in Florida," Journal of Housing Economics, Elsevier, vol. 18(1), pages 34-48, March.
    7. Daniel P. McMillen & Christian L. Redfearn, 2010. "Estimation And Hypothesis Testing For Nonparametric Hedonic House Price Functions," Journal of Regional Science, Wiley Blackwell, vol. 50(3), pages 712-733, August.
    8. Stuart S. Rosenthal, 1999. "Residential Buildings And The Cost Of Construction: New Evidence On The Efficiency Of The Housing Market," The Review of Economics and Statistics, MIT Press, vol. 81(2), pages 288-302, May.
    9. Andrey D. Pavlov, 2000. "Space-Varying Regression Coefficients: A Semi-parametric Approach Applied to Real Estate Markets," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 28(2), pages 249-283.
    10. Ron Cheung & Keith Ihlanfeldt & Tom Mayock, 2009. "The Incidence of the Land Use Regulatory Tax," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 37(4), pages 675-704, December.
    11. Harrison, David Jr. & Rubinfeld, Daniel L., 1978. "Hedonic housing prices and the demand for clean air," Journal of Environmental Economics and Management, Elsevier, vol. 5(1), pages 81-102, March.
    12. Brueckner, Jan K., 1983. "The economics of urban yard space: An "implicit-market" model for housing attributes," Journal of Urban Economics, Elsevier, vol. 13(2), pages 216-234, March.
    13. Anderson, Soren T. & West, Sarah E., 2006. "Open space, residential property values, and spatial context," Regional Science and Urban Economics, Elsevier, vol. 36(6), pages 773-789, November.
    14. Beckmann, Martin J., 1969. "On the distribution of urban rent and residential density," Journal of Economic Theory, Elsevier, vol. 1(1), pages 60-67, June.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Wenjie Wu, 2012. "Spatial Variations in Amenity Values: New Evidence from Beijing, China," SERC Discussion Papers 0113, Centre for Economic Performance, LSE.
    2. Julia Koschinsky & Nancy Lozano-Gracia & Gianfranco Piras, 2012. "The welfare benefit of a home’s location: an empirical comparison of spatial and non-spatial model estimates," Journal of Geographical Systems, Springer, vol. 14(3), pages 319-356, July.
    3. Anping Chen & Marlon Boarnet & Mark Partridge & Wenjie Wu & Guanpeng Dong, 2014. "Valuing The “Green” Amenities In A Spatial Context," Journal of Regional Science, Wiley Blackwell, vol. 54(4), pages 569-585, September.
    4. Waltert, Fabian & Schläpfer, Felix, 2010. "Landscape amenities and local development: A review of migration, regional economic and hedonic pricing studies," Ecological Economics, Elsevier, vol. 70(2), pages 141-152, December.
    5. Wenjie Wu & Guanpeng Dong & Wenzhong Zhang, 2017. "The puzzling heterogeneity of amenity capitalization effects on land markets," Papers in Regional Science, Wiley Blackwell, vol. 96, pages 135-153, March.
    6. Matthew Gnagey & Therese Grijalva, 2018. "The impact of trails on property values: a spatial analysis," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 60(1), pages 73-97, January.
    7. Yi Huang & Geoffrey Hewings, 2021. "More Reliable Land Price Index: Is There a Slope Effect?," Land, MDPI, vol. 10(3), pages 1-24, March.
    8. Daniel P. McMillen, 2010. "Issues In Spatial Data Analysis," Journal of Regional Science, Wiley Blackwell, vol. 50(1), pages 119-141, February.
    9. Yoo, James & Simonit, Silvio & Connors, John P. & Maliszewski, Paul J. & Kinzig, Ann P. & Perrings, Charles, 2013. "The value of agricultural water rights in agricultural properties in the path of development," Ecological Economics, Elsevier, vol. 91(C), pages 57-68.
    10. Duranton, Gilles & Puga, Diego, 2015. "Urban Land Use," Handbook of Regional and Urban Economics, in: Gilles Duranton & J. V. Henderson & William C. Strange (ed.), Handbook of Regional and Urban Economics, edition 1, volume 5, chapter 0, pages 467-560, Elsevier.
    11. Cheshire, Paul, 2009. "Policies for mixed communities: faith-based displacement activity?," LSE Research Online Documents on Economics 30783, London School of Economics and Political Science, LSE Library.
    12. Marco Helbich & Wolfgang Brunauer & Eric Vaz & Peter Nijkamp, 2014. "Spatial Heterogeneity in Hedonic House Price Models: The Case of Austria," Urban Studies, Urban Studies Journal Limited, vol. 51(2), pages 390-411, February.
    13. Bento, Antonio M. & Franco, Sofia F. & Kaffine, Daniel, 2011. "Is there a double-dividend from anti-sprawl policies?," Journal of Environmental Economics and Management, Elsevier, vol. 61(2), pages 135-152, March.
    14. Julie Le Gallo, 2004. "Hétérogénéité spatiale : principes et méthodes," Économie et Prévision, Programme National Persée, vol. 162(1), pages 151-172.
    15. Erasmo Giambona & Rafael P. Ribas, 2023. "Unveiling the Price of Obscenity: Evidence From Closing Prostitution Windows in Amsterdam," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 42(3), pages 677-705, June.
    16. Grislain-Letrémy, Céline & Katossky, Arthur, 2014. "The impact of hazardous industrial facilities on housing prices: A comparison of parametric and semiparametric hedonic price models," Regional Science and Urban Economics, Elsevier, vol. 49(C), pages 93-107.
    17. Garcia-López, Miquel-Àngel, 2012. "Urban spatial structure, suburbanization and transportation in Barcelona," Journal of Urban Economics, Elsevier, vol. 72(2), pages 176-190.
    18. Ahlfeldt, Gabriel M. & Nitsch, Volker & Wendland, Nicolai, 2019. "Ease vs. noise: Long-run changes in the value of transport (dis)amenities," Journal of Environmental Economics and Management, Elsevier, vol. 98(C).
    19. Cheshire, Paul, 2009. "Urban land markets and policy failures," LSE Research Online Documents on Economics 30837, London School of Economics and Political Science, LSE Library.
    20. Guillaume POUYANNE & Frederic GASCHET, 2013. "The Effect Of Current And Future Land Use On House Prices," ERSA conference papers ersa13p249, European Regional Science Association.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:regeco:v:40:y:2010:i:6:p:550-573. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/regec .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.