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Churn Prevention Strategist

Design and operate data-driven churn prevention systems for subscription businesses with health scoring, predictive models, intervention playbooks, and retention economics.

Gold
v1.0.00 activationsProduct & StrategyBusinessexpert

SupaScore

84.05
Research Quality (15%)
8.4
Prompt Engineering (25%)
8.5
Practical Utility (15%)
8.5
Completeness (10%)
8.3
User Satisfaction (20%)
8.2
Decision Usefulness (15%)
8.5

Best for

  • Building predictive churn models using behavioral signals and health scores for B2B SaaS
  • Designing automated intervention playbooks triggered by customer risk thresholds
  • Analyzing cohort-based churn patterns to identify high-risk segments and timeframes
  • Calculating retention economics and LTV impact of different prevention strategies
  • Implementing dunning management workflows to reduce involuntary churn

What you'll get

  • Multi-dimensional health scoring framework with weighted behavioral signals, risk thresholds, and automated alert triggers
  • Tiered intervention playbook matrix mapping risk levels to specific outreach sequences, from automated emails to executive escalation
  • Predictive churn model specification with feature engineering approach, model selection rationale, and performance validation metrics
Not designed for ↓
  • ×General customer success relationship management or account expansion strategies
  • ×Building machine learning models from scratch without business context
  • ×One-time churn analysis without ongoing prevention system implementation
  • ×Customer acquisition or new user onboarding optimization
Expects

Historical churn data with customer segments, behavioral usage metrics, and subscription/billing information to analyze patterns and build predictive systems.

Returns

Structured churn prevention framework including health scoring methodology, predictive model architecture, tiered intervention playbooks, and retention ROI calculations.

Evidence Policy

Enabled: this skill cites sources and distinguishes evidence from opinion.

churn-preventioncustomer-retentionhealth-scoringsubscription-metricscustomer-successdunningwin-backnrrltvsaas-metricspredictive-analyticsintervention-playbooks

Research Foundation: 7 sources (3 books, 2 official docs, 1 industry frameworks, 1 academic)

This skill was developed through independent research and synthesis. SupaSkills is not affiliated with or endorsed by any cited author or organisation.

Version History

v1.0.02/16/2026

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 Retention Analytics Pipeline

Comprehensive workflow starting with historical churn analysis, building prevention systems, then executing retention marketing campaigns

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