May 11, 2023 · Artificial Intelligence

Applying Causal Inference to Financial User Operations: Scenarios, Challenges, and Practices

This article introduces the application of causal inference in financial user operations, outlining typical scenarios such as programmatic advertising and user outreach, discussing data and business challenges, and presenting practical implementations including propensity score matching, sample library construction, experiment design, and full‑stack uplift modeling.

Data ChallengesFinancial MarketingUplift Modeling

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Applying Causal Inference to Financial User Operations: Scenarios, Challenges, and Practices