Model

Revenue Forecasting v2.7 (ensemble time-series model over 18.4M records)

Confidence Band Method

Upper and lower bounds are computed at the 90% prediction interval from the trailing 12-month residual distribution around the central projected line.

Why 97.8% accuracy

Across the last 8 forecast cycles, mean absolute percentage error stayed below 3%, and all contributing models scored above their minimum accuracy threshold of 90%.

Recommendation Rationale

Enterprise segment forecast upside (+14.8% projected quarterly increase) is outpacing blended growth, while customer acquisition volume shows an isolated anomaly — reallocating marketing spend closes the gap before it compounds.