Churn is the silent killer of SaaS businesses. A 5% reduction in churn can increase profits by 25-95%.

Building a Churn Prediction Model

interface EngagementScore {
  userId: string
  loginFrequency: number
  featureAdoption: number
  supportTickets: number
  lastActivity: Date
  npsScore: number | null
  churnRisk: 'low' | 'medium' | 'high' | 'critical'
}

function calculateChurnRisk(metrics: EngagementScore): string {
  let score = 0
  if (metrics.loginFrequency >= 5) score += 30
  else if (metrics.loginFrequency >= 3) score += 20
  else if (metrics.loginFrequency >= 1) score += 10
  score += Math.round(metrics.featureAdoption * 25)
  const daysSinceActive = Math.floor((Date.now() - metrics.lastActivity.getTime()) / 86400000)
  if (daysSinceActive <= 1) score += 25
  else if (daysSinceActive <= 3) score += 15
  else if (daysSinceActive <= 7) score += 5
  if (metrics.npsScore !== null) { score += metrics.npsScore >= 8 ? 20 : metrics.npsScore >= 6 ? 10 : 0 }
  if (score >= 70) return 'low'
  if (score >= 50) return 'medium'
  if (score >= 30) return 'high'
  return 'critical'
}

Automated Re-Engagement Campaigns

Trigger targeted campaigns based on churn risk level. Medium risk gets feature discovery emails. High risk gets success call offers. Critical risk gets discount offers and personal outreach.

Product-Led Retention

Build features that create switching costs: data accumulation, workflow integration, team network effects, and customizations that make leaving painful.

Cancellation Flow Optimization

When users attempt to cancel, show usage statistics, offer alternatives (downgrade, pause), collect feedback, and provide win-back offers for high-value customers.

interface CancellationReason {
  category: 'too_expensive' | 'missing_features' | 'poor_support' | 'switching' | 'other'
  details: string
}

The Bottom Line

Churn reduction requires predictive analytics, automated engagement, and product improvements. The Analytics Dashboard includes churn prediction. The Admin Dashboard Pro provides lifecycle management. The Email Template Bundle includes re-engagement templates. The Growth Analytics Dashboard tracks retention metrics, and the Subscription Hub handles pause and downgrade flows.