Prove It Without a Click: Running a CTV Lift Study Under Pressure
Objective: Navigate a simulated 6-week CTV campaign where last-click attribution shows almost nothing, deciding when to trust an incrementality lift study over the CFO's instinct to pull the budget.
You're the performance marketing lead at a Peloton-style connected fitness brand running your first CTV campaign, $40,000 over 6 weeks on Hulu and Roku, with a geo-lift test structured from day one.
Defend the channel through the weeks where last-click attribution looks broken, using the lift-study design correctly instead of reverting to last-click to make the CFO comfortable.
Before you start
What you'll need
Free path (everything below is enough to finish)
Free, already instrumented on most sites, useful context even though it's not the primary measurement method
Free, pulls straight from GA4 and Sheets, and produces the comparison chart described in the lesson's Step 4
The process
Simulation
Week 2 of 6
Week 2Two weeks in. Google Analytics last-click reports show only 12 conversions attributed to "CTV" out of $13,300 spent so far. The CFO asks why you're not pulling the plug.
Last-click view, Weeks 1-2 CTV-attributed conversions: 12 Cost per last-click conversion: $1,108 Geo-lift test (test markets vs. holdout markets), Weeks 1-2 Test market trial signups: 640 Holdout market trial signups: 512 Lift so far: +25% (early, not yet significant)
Last-click says CTV is nearly worthless. The geo-lift test, the actual measurement method the campaign was designed around, shows an early +25% signal. What do you tell the CFO?
Run this for real insteadOptional
The simulation above is a complete project on its own, free, no account or spend required. This is only for learners who want to test the same decisions against a real live account.
- Pick matched test and holdout DMAs of similar size and baseline conversion rate
- Confirm the chosen self-serve platform or DSP supports geo-level exclusion targeting
- Set the frequency cap once at the DSP level before launch, not per-platform
Final deliverable
A week-by-week defense log showing what last-click said, what the geo-lift test said, and which decision was made at each pressure point.
See a reference example
FirstCry CTV flight log (excerpt) Week 2: Last-click shows 8 conversions on ₹9.4L spend. Geo-lift early read: +18% trial signups, test vs. holdout, not yet significant. Holding the plan. Week 4: Lift reaches significance at +23%. CFO approves remaining spend. Week 5: Held frequency cap at 3/week despite a request to raise it; final lift held at +20% with stable brand sentiment.
Success criteria
You're done when you can:
- Chooses the geo-lift study over last-click or a mid-flight budget cut at the week-2 pressure point
- Holds the frequency cap at week 5 rather than trading sentiment for a rushed final push