Budget the training; stop budgeting the forgetting.
Most training budgets fund a hidden line item: re-teaching what last year’s budget taught and this year’s decay reclaimed. Evidence-based planning allocates by measured gap and consequence, defends line items with retention data, and retires the forgetting subsidy for good.
Last year’s budget, plus five percent, minus scrutiny
Training budgets reproduce themselves: last year’s allocation adjusted for headcount, defended annually with activity metrics, quietly re-funding the same refresher cycles because the knowledge never held. Finance approves it as a cost of doing business precisely because nobody can show what it buys — and the forgetting subsidy compounds inside it, unexamined, year after year.
Evidence-based planning starts from the measured estate: where verified gaps are, what their consequences cost, what current spending actually retains. Allocation follows the triage — high-consequence gaps first, maintenance cheaper than re-delivery everywhere it applies; and the budget defence changes genre: retention curves per line item, the decay subsidy explicitly retired, the CFO conversation conducted in the CFO’s own units.
Triage by gap × consequence
The allocation grid: measured gaps on one axis, failure cost on the other — budget flows to the upper-right quadrant first, with the reasoning on one page.
Line items that carry their evidence
Each program enters review with its retention curve, coverage state and cost-per-retained-capability — the format that converts finance from gatekeeper to co-investor.
Mid-year steering, not year-end surprises
Quarterly evidence reviews reallocate while it matters — the living budget that measurement makes possible and annual planning never was.
Budget lines that defend themselves
Spend allocated to measured gaps and renewals, with the retention line attached — the budget review, pre-answered.
Interface shown as an illustration with representative numbers, not a screenshot — the layout is the product’s.
Find your forgetting subsidy.
One session with your current budget and the calculator — the subsidy line usually funds the entire improvement plan.
The evidence this page stands on
Questions buyers ask
How do we start without measurement history?
Baseline quarter first: diagnostics across the critical estate produce the gap map, and current-state retention sampling sizes the subsidy. Planning improves immediately; precision compounds.
What budget split between new training and maintenance?
Let the estate decide: mature programs shift heavily toward cheap maintenance; new capabilities need delivery investment. The grid makes the split empirical rather than doctrinal.
How does this play in zero-based budgeting?
Perfectly — every line justifies from evidence anyway. ZBB without measurement is theatre in the other direction; this supplies the missing data layer.
Can we defend headcount with this, not just program spend?
Yes — capability-per-L&D-head trends and the automation ratio (what the engine does versus what needs humans) make the staffing case in operational terms.
What does finance typically challenge first?
The consequence weightings — which is the productive fight: it forces operational owners to price failure, and the budget inherits their numbers rather than L&D’s guesses.
See it on your own content.
Bring one course. We’ll show you the retention curve your current training leaves behind — and what scheduled review does to it.
- 30 minutes, on your calendar — pick a slot here
- Run on your own content wherever possible, not a canned deck
- You see the dashboards, the learner surface and the evidence exports
- No commitment — and pilot data stays yours either way