利用消费者购买历史推断选择过程的顺序

Inferring the Order of the Choice Process Using Consumer Purchase Histories

Journal of Business & Economic Statistics · 1996
被引 4
人大 AABS 4

中文导读

通过蒙特卡洛研究,探讨了多项游程检验在小样本下的性质,发现其检验力和实际大小受真实模型、购买历史长度和基线选择概率偏度的影响,并给出了该检验在实证研究中的使用指南。

Abstract

The small-sample properties of the multinomial runs (MR) test, which is often used to test for effects of previous brand choices on current brand-choice probabilities, are explored in this article through a Monte Carlo study of different buyer-level brand-choice probability models. The power and the actual size of this test, under a null hypothesis of no previous brand-choice effects, are shown to depend on the nature of the true underlying model, length of purchase history, and skewness in baseline choice probabilities. We provide some guidelines for when the MR test is more useful in empirical research.

品牌选择概率多项游程检验购买历史长度基准选择概率偏度