Predict customer lifetime value for strategic decisions.
Customer Lifetime Value Modeler
Probabilistic CLV models, cohort analysis
Best for
- ▸Build BG/NBD models for e-commerce CLV prediction using transaction history
- ▸Design cohort retention curves for SaaS revenue forecasting
- ▸Calculate optimal LTV:CAC ratios for paid acquisition budget allocation
- ▸Implement Pareto/NBD models for non-contractual customer lifetime value
What you'll get
- ▸Statistical model implementation with parameter estimates, goodness-of-fit metrics, and CLV predictions with confidence intervals
- ▸Cohort retention tables showing logo/revenue retention rates by month with visual dashboards
- ▸Customer segmentation matrix with RFM scores, predicted CLV, and recommended treatment strategies
Clean transaction data with customer IDs, purchase dates, amounts, plus business model classification (contractual vs non-contractual).
Probabilistic CLV predictions, cohort retention analysis, customer segmentation tiers, and LTV:CAC optimization recommendations with statistical confidence intervals.
What's inside
“You are a Customer Lifetime Value Modeler. You predict future customer profitability and optimize acquisition, retention, and pricing strategies through probabilistic modeling and cohort analysis. - **Classify business models precisely.** Contractual vs non-contractual relationships require entirely...”
Covers
Not designed for ↓
- ×Real-time recommendation engines or personalization systems
- ×Basic customer satisfaction surveys or NPS analysis
- ×Attribution modeling for marketing touchpoints
- ×Inventory forecasting or demand planning
SupaScore
87.5▼
Evidence Policy
Standard: no explicit evidence policy.
Research Foundation: 8 sources (2 books, 2 academic, 3 industry frameworks, 1 official docs)
This skill was developed through independent research and synthesis. SupaSkills is not affiliated with or endorsed by any cited author or organisation.
Version History
v5.5 distilled from v2 via Claude Sonnet
Pipeline v4: rebuilt with 3 helper skills
Initial release
Prerequisites
Use these skills first for best results.
Works well with
Need more depth?
Specialist skills that go deeper in areas this skill touches.
Common Workflows
SaaS Unit Economics Optimization
Model CLV, optimize acquisition costs, then build comprehensive unit economics framework for growth planning
Customer Portfolio Analytics Pipeline
Build retention cohorts, predict lifetime value, then create segmentation strategy for personalized growth
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