Decision Intelligence
Churn & Retention
Reduce churn in high-value segments with targeted retention actions.
Mission areas covered:Churn & Retention
Stage 5 · Predict
Governed methods for this stage
- Churn Propensity Model — XGBoost · XGBClassifier
- Segment: High-Value Subscriber Segmentation Model — Gaussian Mixture Model · GaussianMixture
Design specifications from the model registry — not yet trained or validated; no model scores are shown.
Monthly churn — 6-month outlook
Current trajectory from 6 months of stored values; horizon 6 months. Straight-line forecast — no predictive model.