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This is a High-Precision Churn Defense. ​This project uses a 99.27% accurate Gradient Boosting model to identify the $264k in annual revenue currently at risk. By targeting 88 critical-risk accounts, this tool provides a clear path to $79,200 in annual revenue recovery.