Market Basket Analysis
market basket
cross-sell
association
Industry
Retail
For Whom
Category Managers, Merchandisers, Marketing Teams
Why You Need This
Discover which products are frequently bought together and create effective cross-sell bundles, optimize store layouts, and improve promotional strategies.
How It Works
Uses association rule mining algorithms (like Apriori) to find relationships between items that are commonly purchased together, quantifying the strength of these associations (support, confidence, lift).
Data Type
Tabular
What You Need
Transactional data, specifically item-level purchase information for each transaction.
What You Get
- Rules identifying product combinations (e.g., "Customers who buy X also buy Y")
- Insights into customer purchasing habits
- Recommendations for product bundling and placement
How To Use It
Design strategic product bundles, optimize product placement in stores or on e-commerce sites, create targeted cross-sell recommendations, and develop more effective promotional campaigns.
Technique
Rule Mining
Business Impact
How We Deliver This
Can Be Extended To