Forecasting built from pipeline reality, not target aspiration
Observations on how revenue forecasting practices are evolving across the organizations we work with.
A persistent pattern: forecasts anchored to a target the business wants to hit, rather than built bottom-up from actual pipeline conversion history, consistently miss by a wider margin than bottom-up forecasts — and the gap tends to surface later than leadership would like.
Organizations moving to cohort-based, stage-conversion forecasting (tracking how reliably an opportunity at a given stage historically converts) generally produce more accurate forecasts than those using a single blended conversion assumption across the whole pipeline.
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