Product Affinity Analysis

affinity
product
cross-sell
Industry

Retail

For Whom

Merchandisers, Marketing Teams, E-commerce Managers

Why You Need This

Discover frequently co-purchased products to improve bundling, cross-sell strategies, and product recommendations, increasing average order value.

How It Works

Similar to Market Basket Analysis, association rule mining algorithms identify strong relationships between products that are bought together, generating rules like "If Product A is bought, then Product B is likely also bought."

Data Type

Tabular

What You Need

Transactional data, specifically item-level purchase information for each transaction.

What You Get
  • Association rules revealing product co-occurrence patterns
  • Insights into customer purchasing habits
  • Recommendations for effective product bundling and cross-promotion
How To Use It

Create strategic product bundles, optimize product placement in stores or online to encourage impulse buys, and power personalized "Customers also bought" recommendations on e-commerce platforms to drive additional sales.

Technique

Rule Mining

Business Impact

How We Deliver This

Can Be Extended To