Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Using association rules for product assortment decisions: a case study
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Beyond Market Baskets: Generalizing Association Rules to Dependence Rules
Data Mining and Knowledge Discovery
The Decomposition of Promotional Response: An Empirical Generalization
Marketing Science
Electronic promotion to new customers using mkNN learning
Information Sciences: an International Journal
Why promotion strategies based on market basket analysis do not work
Expert Systems with Applications: An International Journal
Technology classification with latent semantic indexing
Expert Systems with Applications: An International Journal
Evaluation of the Shopping Path to Distinguish Customers Using a RFID Dataset
International Journal of Organizational and Collective Intelligence
Protecting research and technology from espionage
Expert Systems with Applications: An International Journal
Weak signal identification with semantic web mining
Expert Systems with Applications: An International Journal
Hi-index | 12.06 |
In this study, we measure complementary effects of retail promotions for a large number of product pairs. For this, we make use of market basket analysis. We argue that failing to take these cross-effects into consideration, may lead retail managers to severely underestimate the impact of promotional efforts. Moreover, we provide guidelines for optimizing promotional strategies. To this end, we introduce lift, a measure for the strength of a complementary relationship, as a moderator in explaining the variation in complementary effects of retail promotions across product pairs. We show that the stronger the complementary relationship (higher lift), the stronger is the cross-impact of retail promotions. However, in case of simultaneously promoting two complementary products, larger promotional impact is seen when weaker product pairs (lower lift) are considered.