Enterprise AI Administration
High-Value Subscriber Segmentation Model
Model Details · Telecom AI Model Registry
Model Details
High-Value Subscriber Segmentation Model
Algorithm: Gaussian Mixture ModelAPPROVED DESIGN
- Code
MDL-SEG-HV- Version
- v0.1
- Owner
- Customer Analytics
- Governance owner
- AI Governance Board
Governance configuration shown for review and validation. Read-only.
Business purpose
Identify high-value subscriber groups with probabilistic membership
Production-recommended design specification. This record does not mean the model has been trained, fitted, deployed or validated.
Technical specification
- Model family
- Probabilistic Clustering
- Algorithm
- Gaussian Mixture Model
- Implementation library
- GaussianMixture
- Model type
- Unsupervised Probabilistic Clustering
- Explainability method
- Cluster profile; membership probability
- Cluster selection method
- BIC / AIC / validation during model development
- Distance / membership method
- Probabilistic cluster membership
Implementation governance
- Governance status
- APPROVED DESIGN
- Implementation status
- MODEL DEVELOPMENT REQUIRED
- Validation status
- VALIDATION REQUIRED
- Lifecycle stage
- Design
- Current performance
- Not yet measured
- Refresh cadence
- Monthly
- Last reviewed
- —
- Next review due
- —
Business
- Mission area
- Revenue & ARPU
- Decision journey
- Revenue & Profitability
- Target variable
- —
- Output
- Segment membership probabilities
Input features
Governed variables, in feature-rank order
- 1.average_monthly_revenueAverage billed service revenue over the last 3 months.
- 2.Plan typePrepaid, hybrid or postpaid
- 3.Tenure monthsMonths since activation
- 4.Payment timelinessShare of postpaid bills paid on time
- 5.churn_propensityChurn Propensity Model score (0–1).
Related Intelligence
Linked governed records
KPIs (2)
Business rules (2)
Formulas (2)
Source mappings (8)
- CRM · subscription.status_change
- CRM · crm_subscribers.termination_date
- CRM · crm_subscribers.activation_date
- Mediation / CDR · cdr_data_daily.data_mb
- Recharge · recharge_transactions.recharge_date
- Contact Center · customer_complaints.complaint_category
- Billing · billing_service_revenue.amount
- Billing · billing_subscriptions.plan_code
Simulation models (0)
None recorded.