Personalization Decision Trees Skill When to Use - Planning logic for dynamic experiences across web, in-app, email, or sales plays. - Auditing existing decision flows for complexity, coverage, or compliance gaps. - Simulating new branches before deploying rule or model updates. Framework 1. Objective Mapping – tie each node to business KPIs and user intents. 2. Signal Hierarchy – prioritize deterministic signals (consent, account tier, lifecycle) before behavioral or predictive ones. 3. Fallback Design – ensure every branch has a safe default when data is missing or risk flags appear. 4. Exp…