Using Frontier Models to Mitigate Omitted Variable Bias in Hedonic Pricing Models: A Case Study for Air Quality in Bogotá, Colombia
AbstractHedonic 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.
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Date of creation: 20 Mar 2011
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hedonic pricing model; omitted variables; air quality; frontier model;
Find related papers by 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
This paper has been announced in the following NEP Reports:
- NEP-AGR-2011-06-04 (Agricultural Economics)
- NEP-ALL-2011-06-04 (All new papers)
- NEP-ENV-2011-06-04 (Environmental Economics)
- NEP-URE-2011-06-04 (Urban & Real Estate Economics)
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