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
[31]   Market Basket Analysis Using Minimum Spanning Trees [J].
Valle, Mauricio A. ;
Ruz, Gonzalo A. ;
Morras, Rodrigo .
NETWORK INTELLIGENCE MEETS USER CENTERED SOCIAL MEDIA NETWORKS, 2018, :155-167
[32]   A Comparative Study on Market Basket Analysis and Apriori Association Technique [J].
Nengsih, Warnia .
2015 3rd International Conference on Information and Communication Technology (ICoICT), 2015, :461-464
[33]   A review of market basket analysis on business intelligence and data mining [J].
Sjarif N.N.A. ;
Azmi N.F.M. ;
And S.S.Y. ;
Wong D.H.-T. .
International Journal of Business Intelligence and Data Mining, 2021, 18 (03) :383-394
[34]   A combined approach for segment-specific market basket analysis [J].
Boztug, Yasemin ;
Reutterer, Thomas .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2008, 187 (01) :294-312
[35]   A market basket analysis of the US auto-repair industry [J].
Patron, Hilde ;
Gomez, Laureano .
JOURNAL OF BUSINESS ANALYTICS, 2020, 3 (02) :79-92
[36]   Using Market Basket Analysis to Find Semantic Duplicates in Ontology [J].
Astrova, Irina ;
Koschel, Arne ;
Lee, Su Ling .
COMPUTATIONAL SCIENCE AND ITS APPLICATIONS, ICCSA 2020, PART IV, 2020, 12252 :197-211
[37]   An Implementation and Analysis of DSR Using Market Basket Analysis to Improve the Sales of Business [J].
Gupta, Nargish ;
Yadav, Madan Lal .
2014 5TH INTERNATIONAL CONFERENCE CONFLUENCE THE NEXT GENERATION INFORMATION TECHNOLOGY SUMMIT (CONFLUENCE), 2014, :82-86
[38]   The impact of RFID and self-scanning on market basket analysis: The advent of location-based marketing [J].
Huysmans, Johan ;
Vanthienen, Jan .
Proceedings of the Sixth International Conference on Information and Management Sciences, 2007, 6 :99-103
[39]   Reasons for Social Work Referrals in an Urban Safety-Net Population: A Natural Language Processing and Market Basket Analysis Approach [J].
Bako, Abdulaziz T. ;
Walter-McCabe, Heather ;
Kasthurirathne, Suranga N. ;
Halverson, Paul K. ;
Vest, Joshua R. .
JOURNAL OF SOCIAL SERVICE RESEARCH, 2020, 47 (03) :414-425
[40]   Extending market basket analysis with graph mining techniques: A real case [J].
Videla-Cavieres, Ivan F. ;
Rios, Sebastian A. .
EXPERT SYSTEMS WITH APPLICATIONS, 2014, 41 (04) :1928-1936