
I build renewal forecasting and churn prediction systems using customer health data, usage analytics, and engagement signals. This includes establishing health scoring models, creating at-risk account playbooks, running churn analysis, and implementing proactive intervention strategies. My forecasting frameworks have identified at-risk accounts 45+ days before renewal, enabling proactive mitigation.