Why promotion strategies based on market basket analysis do not work

被引:13
|
作者
Vindevogel, B
Van den Poel, D
Wets, G
机构
[1] Univ Ghent, Dept Mkt, B-9000 Ghent, Belgium
[2] Univ Limburg, B-3590 Diepenbeek, Belgium
关键词
market basket analysis; cross-price elasticities; promotion strategy; multivariate time-series techniques; retailing;
D O I
10.1016/j.eswa.2004.12.019
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In text books as well as in the business literature, market basket analysis is often promoted as a means to obtain product associations to base a retailer's promotion strategy on. They argue that associated products with a high lift/interest can be promoted effectively by only discounting just one of the two products. Implicitly, they argue that market basket analysis automatically identifies complements. In this research, we show that this implicit assumption does not hold. Our empirical analysis reveals that market basket analysis identifies as many substitutes as complements. Therefore, market basket analysis cannot be used to build a promotion expert system for retailers. Instead, we advice to base the promotion strategy on cross-price elasticities. We conduct this research using scanner data of a large European retailer. Multivariate time-series techniques are used to identify both short-run as well as long-run (persistent) effects of promotions. (c) 2005 Elsevier Ltd. All rights reserved.
引用
收藏
页码:583 / 590
页数:8
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