Published November 17, 2021 | Version 1.0
Working paper Open

Can we use the Market Basket Analysis model to identify the key associations of customer purchases?

Creators

  • 1. USA

Contributors

  • 1. Western Governors University

Description

The Market Basket Analysis is a modeling technique used by retailers to increase sales by better understanding customer purchasing patterns.

The Market Basket Analysis analyzes the data set such as purchase transactions history to reveal product groupings and products likely to be purchased together. (TechTarget 2021)

In Market Basket Analysis, association rules are used to predict the likelihood of products being purchased together. Associations rules count the frequency of items that occur together, finding an association that occurs far more often than expected. (TechTarget 2021)

Notes

Market Basket Analysis is that the joint occurrence of two or more products in most baskets implies that these products are complements in the purchase. Therefore, the purchase of one goes leads to the purchase of others; in this study. (WordPress 2021)

Files

D212_Task3_Fady_Missiha.ipynb

Files (10.0 MB)

Name Size Download all
md5:39a59686f8c7b6c6d043274a5a6c04e0
446.3 kB Download
md5:6cefad9af7aa1895709b2c95cb6c365e
271.1 kB Preview Download
md5:5ae675ba88d513a72a1e4638d5445b93
7.3 MB Preview Download
md5:f99ce5723becdb88a587a9c845f343f1
918.5 kB Preview Download
md5:03f44f6ada7c219bbec32dc564c34eca
1.0 MB Preview Download

Additional details

Related works

References

  • Towards Data Science. (2021, November 17) Market Basket Analysis. [Web Site].
  • TechTarget. (2021, November 17) Market Basket Analysis. [Web Site].
  • WordPress. (2021, November 17) Market Basket Analysis. [Web Site].