Predictive Churn Analysis
Telecom Provider · Telecommunications
Created predictive ML models identifying at-risk customers before churn occurs for proactive retention.
! 挑战
The telecom provider was losing 8–12% of customers per quarter with no early-warning system, making timely retention interventions impossible.
→ 我们的解决方案
Built a churn prediction model analyzing 200+ features from usage, billing, and support interactions, paired with automated retention workflows.
✓ 成果
- 40% of at-risk customers successfully retained
- ฿15M annual cost savings
- 87% model accuracy (AUC-ROC)
- 850% ROI within 12 months
技术栈
项目周期
4 months
关键成果
40% churn prevention, saved ฿15M/year
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