Driver-based, not line-item
The best models forecast 8-12 drivers — not 400 line items. Pick drivers that someone in the business owns and can move.
| Industry | Top revenue drivers |
|---|---|
| Services | Billable hours × bill rate × utilization × headcount |
| SaaS | New ARR, gross retention, net retention, ARPU |
| Distribution | Active customers × avg order × order frequency |
| Manufacturing | Units sold × ASP × mix |
| Construction / project | Backlog × burn rate × win rate on bids |