IDEAS home Printed from https://ideas.repec.org/p/col/000089/008736.html
   My bibliography  Save this paper

Using Frontier Models to Mitigate Omitted Variable Bias in Hedonic Pricing Models: A Case Study for Air Quality in Bogotá, Colombia

Author

Listed:
  • Fernando Carriazo
  • Richard Ready
  • James Shortle

Abstract

Hedonic pricing models use property value differentials to value changes in environmental quality. If unmeasured quality attributes of residential properties are correlated with an environmental quality measure of interest, conventional methods for estimating implicit prices will be biased. Because many unmeasured quality measures tend to be asymmetrically distributed across properties, it may be possible to mitigate this bias by estimating a heteroskedastic frontier regression model. This approach is demonstrated for a hedonic price function that values air quality in Bogotá, Colombia.

Suggested Citation

  • Fernando Carriazo & Richard Ready & James Shortle, 2011. "Using Frontier Models to Mitigate Omitted Variable Bias in Hedonic Pricing Models: A Case Study for Air Quality in Bogotá, Colombia," Documentos CEDE 8736, Universidad de los Andes, Facultad de Economía, CEDE.
    • Handle: RePEc:col:000089:008736
    as

    Download full text from publisher

    File URL: https://repositorio.uniandes.edu.co/bitstream/handle/1992/8228/dcede2011-11.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Sudip Chattopadhyay, 1999. "Estimating the Demand for Air Quality: New Evidence Based on the Chicago Housing Market," Land Economics, University of Wisconsin Press, vol. 75(1), pages 22-38.
    2. Jeffrey E. Zabel & Katherine A. Kiel, 2000. "Estimating the Demand for Air Quality in Four U.S. Cities," Land Economics, University of Wisconsin Press, vol. 76(2), pages 174-194.
    3. Julie Mueller & John Loomis & Armando González-Cabán, 2009. "Do Repeated Wildfires Change Homebuyers’ Demand for Homes in High-Risk Areas? A Hedonic Analysis of the Short and Long-Term Effects of Repeated Wildfires on House Prices in Southern California," The Journal of Real Estate Finance and Economics, Springer, vol. 38(2), pages 155-172, February.
    4. World Bank, 2006. "Republic of Colombia," World Bank Publications - Reports 33924, The World Bank Group.
    5. Okmyung Biny & Stephen Polasky, 2004. "Effects of Flood Hazards on Property Values: Evidence Before and After Hurricane Floyd," Land Economics, University of Wisconsin Press, vol. 80(4).
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Wilmar Alexander Cabrera-Rodríguez & Juan Sebastián Mariño-Montaña & Carlos Andrés Quicazán-Moreno, 2019. "Modelos hedónicos con efectos espaciales: una aproximación al cálculo de índices de precios de vivienda para Bogotá," Borradores de Economia 1072, Banco de la Republica de Colombia.
    2. Chad M. Baum, 2013. "The Missing Link between Research and Reality: the significance of the relationship between retail format and organic food consumption," Jena Economics Research Papers 2013-049, Friedrich-Schiller-University Jena.
    3. Jessica Castaño & Mariana Laverde & Miguel Ángel Morales Mosquera & Ana María Yaruro, 2013. "Índice de Precios de la Vivienda Nueva para Bogotá: Metodología de Precios Hedónicos," Temas de Estabilidad Financiera 078, Banco de la Republica de Colombia.
    4. Damrongsak Rinchumphu & Chris Eves & Connie Susilawati, 2013. "Brand Value of Property in Bangkok Metropolitan Region (BMR), Thailand," International Real Estate Review, Global Social Science Institute, vol. 16(3), pages 296-322.

    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. Carriazo, Fernando & Ready, Richard & Shortle, James, 2013. "Using stochastic frontier models to mitigate omitted variable bias in hedonic pricing models: A case study for air quality in Bogotá, Colombia," Ecological Economics, Elsevier, vol. 91(C), pages 80-88.
    2. Shr, Yau-Huo & Zipp, Katherine, 2016. "Valuing complementarity between environmental goods and housing attributes with the benefit function: An application to flood hazards," 2016 Annual Meeting, July 31-August 2, Boston, Massachusetts 235961, Agricultural and Applied Economics Association.
    3. Kiel, Katherine A. & Matheson, Victor A., 2018. "The effect of natural disasters on housing prices: An examination of the Fourmile Canyon fire," Journal of Forest Economics, Elsevier, vol. 33(C), pages 1-7.
    4. Livy, Mitchell R., 2017. "Catastrophe Capitalization: Estimating Changes in Perceptions of Extreme Natural Events over Time," 2017 Annual Meeting, July 30-August 1, Chicago, Illinois 258251, Agricultural and Applied Economics Association.
    5. Justin Contat & Carrie Hopkins & Luis Mejia & Matthew Suandi, 2024. "When climate meets real estate: A survey of the literature," Real Estate Economics, American Real Estate and Urban Economics Association, vol. 52(3), pages 618-659, May.
    6. Wolf, David & Klaiber, H. Allen & Gopalakrishnan, Sathya, 2022. "Beyond marginal: Estimating the demand for water quality," Resource and Energy Economics, Elsevier, vol. 68(C).
    7. 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.
    8. Choi, Anna & Kim, Pureum & Park, Abraham, 2023. "The effects of air quality on housing prices: Evidence from the Aliso Canyon gas leak," Journal of Housing Economics, Elsevier, vol. 62(C).
    9. Mario Du Preez & Michael Sale, 2013. "The Impact of Social Housing Developments on Nearby Property Prices: a Nelson Mandela Bay Case Study," South African Journal of Economics, Economic Society of South Africa, vol. 81(3), pages 451-466, September.
    10. Fernando Carriazo & John Alexander Gomez, 2015. "The Demand for Air Quality: A Case study in Bogotá, Colombia," Documentos CEDE 14071, Universidad de los Andes, Facultad de Economía, CEDE.
    11. Teuber, Ramona, 2010. "Estimating the Demand for Sensory Quality – Theoretical Considerations and an Empirical Application to Specialty Coffee," German Journal of Agricultural Economics, Humboldt-Universitaet zu Berlin, Department for Agricultural Economics, vol. 59(03), pages 1-14, September.
    12. Benjamin Bureau & Matthieu Glachant, 2010. "Évaluation de l'impact des politiques. Quartiers verts et Quartiers tranquilles sur les prix de l'immobilier à Paris," Economie & Prévision, La Documentation Française, vol. 0(1), pages 27-44.
    13. Mitchell R. Livy, 2020. "Extreme natural events are associated with significant economic losses and expected to increase in frequency and intensity with time. While previous research has primarily investigated singular event ," Economics Bulletin, AccessEcon, vol. 40(1), pages 665-678.
    14. Kent F. Kovacs & Shelby Rider, 2022. "Estimating the Demand for In Situ Groundwater for Climate Resilience: The Case of the Mississippi River Alluvial Aquifer in Arkansas," NBER Chapters, in: American Agriculture, Water Resources, and Climate Change, pages 367-381, National Bureau of Economic Research, Inc.
    15. Poor, P. Joan & Pessagno, Keri L. & Paul, Robert W., 2007. "Exploring the hedonic value of ambient water quality: A local watershed-based study," Ecological Economics, Elsevier, vol. 60(4), pages 797-806, February.
    16. Sieg, Holger & Smith, V. Kerry & Banzhaf, H. Spencer & Walsh, Randy, 2002. "Interjurisdictional housing prices in locational equilibrium," Journal of Urban Economics, Elsevier, vol. 52(1), pages 131-153, July.
    17. Zhang, Nan & Mendelsohn, Robert & Shaw, Daigee, 2023. "How to Identify and Estimate the Demand for Job Safety?," MPRA Paper 118594, University Library of Munich, Germany.
    18. David M. Brasington & Diane Hite, 2005. "Demand for Environmental Quality: A Spatial Hedonic Approach," Departmental Working Papers 2005-08, Department of Economics, Louisiana State University.
    19. Sanglim Yoo & John E. Wagner, 2016. "A review of the hedonic literatures in environmental amenities from open space: a traditional econometric vs. spatial econometric model," International Journal of Urban Sciences, Taylor & Francis Journals, vol. 20(1), pages 141-166, March.
    20. Zhang, Congwen & Boyle, Kevin J. & Kuminoff, Nicolai V., 2015. "Partial identification of amenity demand functions," Journal of Environmental Economics and Management, Elsevier, vol. 71(C), pages 180-197.

    More about this item

    Keywords

    hedonic pricing model; omitted variables; air quality; frontier model;
    All these keywords.

    JEL classification:

    • Q51 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Valuation of Environmental Effects
    • Q53 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Environmental Economics - - - Air Pollution; Water Pollution; Noise; Hazardous Waste; Solid Waste; Recycling

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    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:col:000089:008736. 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: Universidad De Los Andes-Cede (email available below). General contact details of provider: https://edirc.repec.org/data/ceandco.html .

    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.