Walk the Churn Spike Through the Model
Make a sequence of forecast decisions after churn actuals break the base-case assumption.
Churn shock May logo churn lands at 4.8 percent versus a 2.9 percent base case. Two customers are bankruptcies, but renewal health scores fell across SMB accounts. The CFO needs a Q3 forecast today, and smoothing the spike could hide a real retention signal. Driver -> scenario -> rolling update Classify the driver evidence before changing the base case A rolling forecast should respond to new evidence without becoming jumpy. Separate one-time events from leading indicators, then decide whether the base case or scenario range changes. Reflex Average the spike into the year The forecast explains uncertainty without pretending precision.…
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