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Combining Aggregate and Plant-Level Data to Estimate a Discrete-Choice Demand Model

Brazilian Review of Econometrics

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Title Combining Aggregate and Plant-Level Data to Estimate a Discrete-Choice Demand Model
Combining Aggregate and Plant-Level Data to Estimate a Discrete-Choice Demand Model
 
Creator DeSouza, Sergio Aquino
 
Description This paper builds on the methodology developed by Katayma, Lu and Tybout (2003), who use a nested logit demand model to estimate demand parameters from plant-level data that usually report only revenue and cost figures. I demonstrate how to extend their framework by including the extra information provided by commonly available data on aggregate physical output. Using data from the Colombian beer industry from 1977 to 1990, the model, estimated through Bayesian Monte Carlo Methods, shows a sizeable precision gain in the parameter estimates once the aggregate variable is included.
This paper builds on the methodology developed by Katayma, Lu and Tybout (2003), who use a nested logit demand model to estimate demand parameters from plant-level data that usually report only revenue and cost figures. I demonstrate how to extend their framework by including the extra information provided by commonly available data on aggregate physical output. Using data from the Colombian beer industry from 1977 to 1990, the model, estimated through Bayesian Monte Carlo Methods, shows a sizeable precision gain in the parameter estimates once the aggregate variable is included.
 
Publisher Sociedade Brasileira de Econometria
 
Date 2006-11-01
 
Type info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
 
Format application/pdf
application/pdf
 
Identifier http://bibliotecadigital.fgv.br/ojs/index.php/bre/article/view/1577
10.12660/bre.v26n22006.1577
 
Source Brazilian Review of Econometrics; Vol. 26 No. 2 (2006); 213-233
Brazilian Review of Econometrics; v. 26 n. 2 (2006); 213-233
1980-2447
 
Language eng
por
 
Relation http://bibliotecadigital.fgv.br/ojs/index.php/bre/article/view/1577/1024
http://bibliotecadigital.fgv.br/ojs/index.php/bre/article/view/1577/1025