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feat(analytics): add predictive churn detection - #379

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Space-Nebula:mainfrom
WISDOM-WOKE22:feat/churnprediction
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feat(analytics): add predictive churn detection#379
WISDOM-WOKE22 wants to merge 1 commit into
Space-Nebula:mainfrom
WISDOM-WOKE22:feat/churnprediction

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@WISDOM-WOKE22

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Summary

Implements ML-based churn prediction system with early warning and intervention capabilities.

Features

  • Risk scoring based on inactivity, engagement decline, and lifetime value
  • Four risk levels: Low, Medium, High, Critical
  • Estimated churn timeline (3-90 days based on risk level)
  • Intervention system with tracking and response recording
  • Model parameters for tuning prediction accuracy
  • Aggregate metrics for monitoring churn trends
  • Early warning system with at-risk player identification

Criteria Met

✅ ML churn prediction
✅ Early warning system
✅ Intervention triggers

Test plan

  • Test churn risk calculation with various engagement patterns
  • Verify at-risk player identification
  • Test intervention campaigns and response tracking
  • Verify model parameter updates

Closes #368

🤖 Generated with Claude Code

Implement ML-based churn prediction system with:
- Risk scoring based on inactivity, engagement decline, and lifetime value
- Four risk levels: Low, Medium, High, Critical
- Estimated churn timeline (3-90 days based on risk level)
- Intervention system with tracking and response recording
- Model parameters for tuning prediction accuracy
- Aggregate metrics for monitoring churn trends
- Early warning system with at-risk player identification

Features enable proactive retention campaigns and targeted interventions
to reduce player churn.

Co-Authored-By: Claude Haiku 4.5 <noreply@anthropic.com>
@parkerwinner

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Add Economy Health Dashboard

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