Nov. 10, 2023, 9:18 p.m. | Hajime Takeda

Towards Data Science - Medium towardsdatascience.com

Customer Lifetime Value Prediction with PyMC-Marketing

Explore the Depths of Buy-till-You-Die (BTYD) Modeling and Practical Coding Techniques

Photo by Boxed Water Is Better on Unsplash

TL; DR: The Customer Lifetime Value (CLV) model is a key technique in customer analytics which help companies identify who valuable customers are. Neglecting CLV can lead to overinvestment in short-term customers who may only make a single purchase. ‘Buy Till You Die’ modeling, which utilizes the BG/NBD and Gamma-Gamma models, can estimate CLV. Although …

bayesian-statistics customer analytics deep-dives machine learning marketing

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