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Demand Estimation with Heterogeneous Consumers and Unobserved Product Characteristics: A Hedonic Approach (2005)
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@MISC{Bajari05demandestimation,
author = {Patrick Bajari and C. Lanier Benkard},
title = {Demand Estimation with Heterogeneous Consumers and Unobserved Product Characteristics: A Hedonic Approach },
year = {2005}
}
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Abstract
We reconsider the identification and estimation of Gorman-Lancasterstyle hedonic models of demand for differentiated products in the spirit of Sherwin Rosen. We generalize Rosen’s first stage to account for product characteristics that are not observed and to allow the hedonic pricing function to have a general nonseparable form. We take an alternative semiparametric approach to Rosen’s second stage in which we assume that the parametric form of utility is known, but we place no restrictions on the aggregate distribution of utility parameters. If there are only a small number of products, we show how to construct bounds on individuals’ utility parameters, as well as other economic objects such as aggregate demand and consumer surplus. We apply our methods to estimating the demand for personal computers.
Keyphrases
hedonic approach demand estimation heterogeneous consumer unobserved product characteristic aggregate distribution sherwin rosen hedonic pricing function economic object personal computer differentiated product utility parameter product characteristic consumer surplus general nonseparable form aggregate demand alternative semiparametric approach individual utility parameter gorman-lancasterstyle hedonic model second stage small number parametric form
