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Zhongwei Li
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---
name: risk-scoring-framework
description: Method for calculating customer health/risk tiers using quantitative
+ qualitative data.
---
# Risk Scoring Framework Skill
## When to Use
- Building or tuning customer health scores that drive CS prioritization.
- Aligning RevOps, CS, and product on what “healthy” vs “at-risk” looks like.
- Auditing why certain segments churn or expand more than others.
## Framework
1. **Signal Inventory** usage, sentiment, support, commercial, product feedback, exec engagement.
2. **Weighting & Decay** assign weights per signal, set freshness decay, define negative indicators.
3. **Tier Mapping** convert scores to tiers (green/yellow/red) with playbook hooks.
4. **Validation Loop** back-test against churn, expansion, and NPS outcomes.
5. **Governance** review cadence, owner accountability, and change management process.
## Templates
- Signal catalog spreadsheet with weights and owners.
- Tier thresholds + play mapping sheet.
- Validation report template comparing scores vs outcomes.
## Tips
- Combine structured data with CSM notes or sentiment highlights for context.
- Keep tiers simple (3-4) to avoid confusion; use tags for nuance.
- Pair with `monitor-customer-health` output to auto-highlight risks.
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