Panel data analysis of household brand choices

被引:38
作者
Chintagunta, P
Kyriazidou, E
Perktold, J
机构
[1] Univ Calif Los Angeles, Dept Econ, Los Angeles, CA 90095 USA
[2] Univ Chicago, Grad Sch Business, Chicago, IL 60637 USA
[3] Univ Chicago, Dept Econ, Chicago, IL 60637 USA
基金
美国国家科学基金会;
关键词
panel data; dynamic discrete choice; brand choice;
D O I
10.1016/S0304-4076(01)00041-0
中图分类号
F [经济];
学科分类号
02 ;
摘要
The paper. examines theoretical and empirical issues arising in panel data studies of household bland choices. We develop a dynamic utility maximization model with habit formation that yields a discrete choice model that is linear in a vector of observable individual and brand characteristics, the lagged choice, an unobservable permanent individual/brand-specific effect, and an unobservable time-varying error component. We estimate the model using panel data on household yogurt purchases. We compare traditional estimation procedures with the method recently proposed by Honore and Kyriazidou. Panel data discrete choice models with lagged dependent variables, Econometrica 68 839-874. The methods' robustness with respect to underlying assumptions is investigated in Monte Carlo simulations. (C) 2001 Elsevier Science S.A. All rights reserved.
引用
收藏
页码:111 / 153
页数:43
相关论文
共 26 条
[1]   SMOOTH UNBIASED MULTIVARIATE PROBABILITY SIMULATORS FOR MAXIMUM-LIKELIHOOD-ESTIMATION OF LIMITED DEPENDENT VARIABLE MODELS [J].
BORSCHSUPAN, A ;
HAJIVASSILIOU, VA .
JOURNAL OF ECONOMETRICS, 1993, 58 (03) :347-368
[2]  
Chamberlain G., 1984, HDB ECONOMETRICS, V2, P1247, DOI DOI 10.1016/S1573-4412(84)02014-6
[3]  
CHAMBERLAIN G, 1993, UNPUB FEEDBACK PANEL
[4]  
Chamberlain G., 1985, LONGITUDINAL ANAL LA
[5]  
CHAY K, 1998, IDENTIFICATION ESTIM
[6]   COMPETING COUPON PROMOTIONS AND CATEGORY SALES [J].
CHIANG, JW .
MARKETING SCIENCE, 1995, 14 (01) :105-122
[7]  
Deaton A., 1980, Economics and Consumer Behavior
[8]   Decision-making under uncertainty: Capturing dynamic brand choice processes in turbulent consumer goods markets [J].
Erdem, T ;
Keane, MP .
MARKETING SCIENCE, 1996, 15 (01) :1-20
[9]  
GEWEKE J, 1994, 177 FED RES BANK MIN
[10]  
Gönül FF, 1999, J ECONOMETRICS, V89, P41