Build the Business Case: Forecasting a CRO Revenue Lift
Objective: Given real traffic, conversion, and AOV numbers, calculate baseline revenue, Revenue per Visitor, and the annual dollar lift from a targeted conversion rate improvement, using the lesson's exact formulas.
You're building a Q4 budget case for a CRO hire at Warby Parker's online store. Finance wants a dollar figure, not a percentage.
Show your work with the exact formulas from the lesson; round to the nearest dollar.
Before you start
What you'll need
Free path (everything below is enough to finish)
Free, formula-driven, easy to hand to a finance stakeholder
The process
2 steps
Step 01 of 02
RPV = AOV x Conversion Rate. It collapses conversion rate and order value into a single dollar-per-visitor figure.
The product page gets 80,000 monthly visitors and 1,760 monthly conversions, with a $150 average order value. What is the current conversion rate and RPV?
Procedure
- CR = (1,760 / 80,000) x 100
- RPV = $150 x CR (as a decimal)
- Record both figures to 2 decimal places
CR = (1,760 / 80,000) x 100 = 2.2% RPV = $150 x 0.022 = $3.30 per visitor
Healthy
CR and RPV are both computed from the same underlying numbers, with no rounding before the final step.
Unhealthy
Rounding CR to '2%' before computing RPV, which understates RPV by a meaningful margin at scale.
What this means
RPV of $3.30 means every 1,000 visitors sent to this page is worth $3,300, regardless of channel. That is the number a budget case should lead with.
So what do I do about it?
| Symptom | Action | Effort |
|---|---|---|
| The budget case cites conversion rate percentage only | Convert CR to RPV before presenting to a non-marketing audience | 5 min |
Step 02 of 02
Baseline: Visitors x Current CR x AOV. Target: Visitors x Target CR x AOV. Annual lift: (Target - Baseline) x 12.
If a CRO program lifts CR from 2.2% to 2.9% with traffic and AOV held constant, what is the annual revenue lift?
Procedure
- Baseline monthly revenue = 80,000 x 0.022 x $150
- Target monthly revenue = 80,000 x 0.029 x $150
- Annual lift = (Target - Baseline) x 12
Baseline: 80,000 x 0.022 x $150 = $264,000/mo Target: 80,000 x 0.029 x $150 = $348,000/mo Annual lift: ($348,000 - $264,000) x 12 = $1,008,000/year
Healthy
The forecast states a single dollar figure with the underlying assumption (+0.7pp CR) named explicitly.
Unhealthy
Presenting '32% more revenue' with no visitor count or AOV shown, so the claim can't be checked.
What this means
A 0.7-percentage-point CR lift, holding traffic and AOV flat, is worth just over $1M a year here. That is the number that gets a budget approved.
So what do I do about it?
| Symptom | Action | Effort |
|---|---|---|
| Leadership asks 'so what does this actually mean in dollars' | Always attach the 3-line baseline/target/annual-lift table to any CR pitch | 5 min |
Final deliverable
A one-page CRO business case showing current CR, RPV, baseline monthly revenue, target revenue at +0.7pp CR, and the resulting annual dollar lift.
See a reference example
Casper Sleep CRO business case (excerpt) Current: 45,000 visitors/mo x 1.9% CR x $900 AOV = $769,500/mo Target: 45,000 visitors/mo x 2.6% CR x $900 AOV = $1,053,000/mo Annual lift: ($1,053,000 - $769,500) x 12 = $3,402,000/year RPV moves from $17.10 to $23.40 per visitor.
Success criteria
You're done when you can:
- CR and RPV are both computed correctly from the raw inputs
- Baseline and target revenue use the exact 3-step model, not a shortcut percentage
- The final annual lift is a single, defensible dollar figure