Guide|6 min read

    Driver-based planning, explained (and how to actually build one)

    Driver-based planning means forecasting the operational drivers that move your numbers and letting the numbers follow. What it is, why line-item budgets go stale, and how to build one that doesn't.

    Leo Tsytrinbaum
    Leo Tsytrinbaum

    Driver-based planning is one of those terms that sounds like jargon until you see the alternative, and then it sounds like common sense. So start with the plain version.

    Driver-based planning means you forecast the operational things that move your numbers and let the numbers follow, instead of forecasting the numbers directly. You do not type a revenue figure into a cell. You plan the drivers underneath it, the reps, the quota, the ramp, the win rate, and the revenue line becomes the output of that math. Change a driver and every dependent number updates on its own.

    Why line-item budgeting quietly fails

    The traditional budget is a list of numbers someone typed in last October. It looks precise and it ages badly, because the moment reality diverges from one of those figures, nothing else knows. Sales came in twenty percent light? The line-item model still shows the hosting bill and the commission plan you budgeted for the volume that did not happen. Someone has to notice, trace it, and recut by hand. That is most of what "the budget is stale" actually means. A driver-based model does not have that problem in the same way, because the outputs are wired to the drivers, so a miss on one driver ripples through the connected lines automatically. The model stays internally consistent even when it is wrong, which is exactly when you need it to be.

    How to actually build one

    The mistake most teams make is trying to model everything. A good driver-based model is deliberately small at the top.

    5-7drivers

    The number of drivers that actually move most businesses

    Headcount, ARR movement, win rate, ramp, and a couple specific to how you make money. Beyond that you are adding precision nobody will maintain.

    Start by naming the handful of drivers that genuinely move your P&L. For most companies headcount is the biggest, because it usually drives the majority of operating cost. Then wire your actuals to those same drivers, so every month the model re-anchors on what really happened instead of drifting from a plan set in the fall. Give each driver an owner who can answer for it, because a driver nobody owns is just a number that goes stale in a new format. And re-forecast monthly, not annually, since the whole point is a model that tells you something the day after close, not one you rebuild every October.

    Where it goes wrong

    Two failure modes are common. The first is too many drivers: a model with forty drivers is not more accurate, it is just more surface area for something to break, and nobody maintains it past the first quarter. The second is orphaned drivers, the ones that live in the model but map to nothing in the actuals, so they can never be checked against reality. A driver you cannot reconcile to what happened is decoration.

    Driver-based planning is not a feature you buy, it is a way of building the model. The tooling matters mostly in one respect: whether wiring your actuals to your drivers is something you do once or something you rebuild every month. That last part is a lot of what we work on at Novaplan, and it is worth seeing on your own numbers.

    Leo Tsytrinbaum
    Leo Tsytrinbaum | Founder, Novaplan

    Previously ran BI teams, shipped AI in production at Fortune-scale, and co-founded an agentic-AI platform from zero. Building the FP&A stack my old teams never had.