CONSUMER PURCHASE BEHAVIOR IN A FREQUENTLY BOUGHT PRODUCT CATEGORY - ESTIMATION ISSUES AND MANAGERIAL INSIGHTS FROM A HAZARD FUNCTION MODEL WITH HETEROGENEITY

被引:37
作者
GONUL, F
SRINIVASAN, K
机构
关键词
CONCENTRATED LIKELIHOOD; FIXED EFFECTS; GOMPERTZ AND STEPWISE HAZARD FUNCTIONS; MARKETING APPLICATION; NONPARAMETRIC HAZARD FUNCTIONS; RANDOM EFFECTS;
D O I
10.2307/2291260
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We apply hazard function models to marketing data on household purchases of disposable diapers to calibrate repeat-purchase and brand-switching behaviors. In the model we allow for household-specific unobserved traits. Hazard function models with fixed-effects heterogeneity specification are computationally feasible. We directly compare the results of fixed- and random-effects heterogeneity specifications in the context of parametric and nonparametric duration-dependence functions. We find that a rigorous test fails to reject the random-effects specification in favor of the fixed-effects specification. The unimodal gamma distribution in the random-effects specification adequately captures unobserved heterogeneity.
引用
收藏
页码:1219 / 1227
页数:9
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