System Architecture // Telco Churn Inference Engine
01 // RAW PROFILE 02 // FEATURE ENG 03 // PREPROCESS 04 // DUAL MODEL 05 // EXPLAINABILITY 06 // ACTION DATA FEAT VEC PROB COEF EVAL CUSTOMER DATA Telco DB Stream FEATURE TRANSFORM Ratios & Aggregates SCALER / ENCODER One-Hot & RobustScale RANDOM FOREST Non-linear Ensemble LOGISTIC REG Linear Baseline SHAP EXPLAINER Tree SHAP Values COEFF MAPPER Feature Weighting STAKEHOLDER ACT Retention Strategy
01 // RAW TELCO PROFILE
Ingests streaming customer records including tenure, monthly charges, contract type, payment method, and service subscriptions.
INPUT DATASET • 7,043 RECORDS