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


  • Fernando Carriazo


  • Richard Ready


  • James Shortle



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 008736, UNIVERSIDAD DE LOS ANDES-CEDE.
  • Handle: RePEc:col:000089:008736

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    References listed on IDEAS

    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. 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).
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    Cited by:

    1. Damrongsak Rinchumphu & Chris Eves & Connie Susilawati, 2013. "Brand Value of Property in Bangkok Metropolitan Region (BMR), Thailand," International Real Estate Review, Asian Real Estate Society, vol. 16(3), pages 296-322.
    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 Economic Research Papers 2013-049, Friedrich-Schiller-University Jena.
    3. Jessica Castaño & Mariana Laverde & Miguel Ángel Morales Mosquera, "undated". "Índice de Precios de la Vivienda Nueva para Bogotá: Metodología de Precios Hedónicos," Temas de Estabilidad Financiera 078, Banco de la Republica de Colombia.

    More about this item


    hedonic pricing model; omitted variables; air quality; frontier model;

    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

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