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
相关论文
共 50 条
  • [1] Spinal cord repair strategies: why do they work?
    Elizabeth J. Bradbury
    Stephen B. McMahon
    Nature Reviews Neuroscience, 2006, 7 : 644 - 653
  • [2] BREAST-FEEDING PROMOTION EFFORTS - WHY SOME DO NOT WORK
    STOKAMER, CL
    INTERNATIONAL JOURNAL OF GYNECOLOGY & OBSTETRICS, 1990, 31 : 61 - 65
  • [3] Why Do People With Suboptimal Health Avoid Health Promotion at Work?
    Persson, Roger
    Cleal, Bryan
    Bihal, Tina
    Hansen, Sofie Mandrup
    Jakobsen, Mette Ollgaard
    Villadsen, Ebbe
    Andersen, Lars L.
    AMERICAN JOURNAL OF HEALTH BEHAVIOR, 2013, 37 (01): : 43 - 55
  • [4] Mobile Agent based Market Basket Analysis on Cloud
    Waghmare, Vijayata
    Mukhopadhyay, Debajyoti
    2014 INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY (ICIT), 2014, : 305 - 310
  • [5] Influence-based approach to market basket analysis
    Monteserin, Ariel
    Armentano, Marcelo G.
    INFORMATION SYSTEMS, 2018, 78 : 214 - 224
  • [6] Opinion - Spinal cord repair strategies: why do they work?
    Bradbury, Elizabeth J.
    McMahon, Stephen B.
    NATURE REVIEWS NEUROSCIENCE, 2006, 7 (08) : 644 - 653
  • [7] Beta-arbitrage strategies: when do they work, and why?
    Oderda, Gianluca
    Berrada, Tony
    Messikh, Reda Jurg
    Pictet, Olivier
    QUANTITATIVE FINANCE, 2015, 15 (02) : 185 - 203
  • [8] Sequential market basket analysis
    Kamakura, Wagner A.
    MARKETING LETTERS, 2012, 23 (03) : 505 - 516
  • [9] Market basket analysis with networks
    Raeder, Troy
    Chawla, Nitesh V.
    SOCIAL NETWORK ANALYSIS AND MINING, 2011, 1 (02) : 97 - 113
  • [10] Sequential market basket analysis
    Wagner A. Kamakura
    Marketing Letters, 2012, 23 : 505 - 516