Knowledge Library · churn-prediction
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Which leading indicators predict renewal churn before the renewal conversation starts?
The Churn Index: 6 Predictive Signals
Churn doesn't surprise—it telegraphs. Pavilion's renewal prediction model identifies six signals that forecast churn 60+ days early:
Signal 1: Usage Decline (Strongest)
- -30% YoY login frequency or monthly active users
- -25% YoY feature adoption (tracks in product telemetry)
- When: Detect by month 7-8 of contract year
- Accuracy: 78% churn prediction rate when paired with other signals
Signal 2: Expansion Stall
- Zero expansion purchase requests in 6+ months
- No new seat purchases despite company growth
- Implication: Product doesn't fit new use cases; customer sees it as old tech
- Paired with Usage Decline: 83% churn probability
Signal 3: Executive Disengagement
- No exec sponsor contact in 90+ days
- Original buyer left the company; replacement hasn't engaged
- Red flag: CFO or VP asks to see competitor RFPs (Gong signal)
- SaaStr data: Budget holder departure = 42% churn lift
Signal 4: Support Ticket Spike (Inverted Signal)
- 2.5× increase in support volume (indicates pain, not adoption)
- Repeated tickets on same issue (product debt, not user error)
- vs. Feature Requests: Feature requests indicate engagement
- Interpretation: High tickets + low feature requests = frustration, not growth
Signal 5: Buyer's Role Shift
- Original buyer gets promoted or demoted out of procurement
- New gatekeeper asks for cost justification (vs. strategic review)
- CSM red flag: "New budget holder wants to talk pricing"
- Win rate on save: 34% (hard to reverse once buyer is gone)
Signal 6: Product Roadmap Gaps
- Customer asks for feature; told "Not on roadmap" > 2 times
- Competitor gains feature customer needs; you don't
- By month 9: Gives customer 3-month window to test competitor
Predictive Scoring Table
| Signal | Weight | Churn Probability When Active | Detection Point |
|---|---|---|---|
| Usage -30% YoY | 25% | +42% | Month 7-8 |
| Expansion stall (6mo) | 20% | +35% | Month 6 |
| Exec disengagement (90d) | 20% | +38% | Month 8-9 |
| Support spike (2.5×) | 15% | +28% | Ongoing |
| Buyer role shift | 12% | +48% | Immediate |
| Roadmap rejection (2×) | 8% | +18% | Month 5+ |
Bridge Group finding: Accounts with 3+ signals present churn at 71% rate; 1 signal = 18% churn. The compounding effect is sharp.
stateDiagram-v2
[*] --> Healthy
Healthy --> AtRisk: Usage -30%
Healthy --> AtRisk: Expansion Stall
Healthy --> AtRisk: Exec Disengagement
AtRisk --> HighRisk: Support Spike
AtRisk --> HighRisk: Buyer Role Shift
HighRisk --> Critical: 3+ Signals
Critical --> Churn: No intervention
AtRisk --> Healthy: CSM Engagement
HighRisk --> AtRisk: Expansion Win
Critical --> HighRisk: Save Play Success
TAGS: churn-prediction,renewal-leading-indicators,early-warning,usage-analytics,account-health
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