Design a customer lifetime value prediction system

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Design a machine learning system that estimates each user's long-term value on the platform. Cover defining the target and horizon, labels when long-term value is not yet known, features, model choices, how the predictions are used (marketing spend, prioritizing users), retraining, and evaluation.

AirbnbML designLast asked Aug 2025
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