Customer Loyalty Program Management

2023-03-05 01:16:32

Brand B is a car company, and has a high cost of acquiring new customers, so it typically focuses on customer retention rate. Based on the analysis of historical marketing data, the company found that a large number of members were leaving and the brand urgently needed a system to manage membership, view lost rates, and improve customer retention.


 Whale's Solutions:

1.Sort out data indicators

Different indicators have different definitions for churned users, but they have the same goal: higher sales and sales volume (North Star Indicator).


2. Indicator definition

Through the UJM (User Journey Map) model, indicators are divided into five major categories: acquisition, activation, retention, conversion, and referral.


3. Establish data relationships between North Star Indicator and churned users.


4. Modeling a membership lifecycle system

  • Statistical modeling establishes a user churn indicator and dynamically optimizes the model and indicators through model validation and data iteration.

  • Compared with static indicator definition, it realizes a closed-loop process iteration and can be adjusted according to business needs in real time.


Through the system, the brand extends member lifecycle by 35%, and achieves an effective recall of 16% (lost members accounted for the overall active members)

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