Phase 4 of 6
Improve the campaign
Completion fell. What should the team change, and what is still unknown?
The synthetic example data show a decline but do not identify its cause. Compare each group after its full seven-day period to decide what to investigate.
The work · Dated signal, diagnosis and decision trail
What the team knew, and when
The comparison is retrospective. Compare the groups after both seven-day observation periods have ended.
- September 1–7
- Week 1: 3,780 of 8,400 paid-mobile starts completed.Seven-day observation window. Cohort is a retained-journey count.
- September 8–14
- Week 2: 2,352 of 8,400 paid-mobile starts completed.Seven-day observation window. Both fictional cohorts were built using the same rules.
- September 21, 23:59:59 UTC
- First comparison after Week 2’s seven-day observation period.Both seven-day observation periods had ended; the figures were recorded on September 22.
- Decision
- Investigate audience mix and the mobile journey before moving budget.Cause remains unresolved; no early alert is claimed.
Why this choice
The decline is observed; the cause is not. A change in audience mix and a defect in the mobile journey can both lower completion, and this dataset cannot separate them.
Next step
The diagnostic question, comparable cohorts and evidence requests go to reporting.
Inspect further: Evidence that would change the recommendation
The team should name this before looking at another chart.
- Version-assignment records showing a different quiz build in Week 2.
- Event capture that missed completions on one mobile browser.
- A creative or audience change large enough to explain the mix shift.
- A reproduced journey that fails before the completion event.
Full reference: Monitoring and decision log
Record what changed, where the figures came from and when both seven-day periods ended. The monitoring steps below are a proposal; they did not happen in this example.
- Proposed early monitor: launch day through hour 48, check delivery, consented event capture and duplicate journeys at the start and end of each shift. Owner: growth lead with analytics support. Stop and investigate if events fail reconciliation; this example does not claim an alert fired.
- September 1–7 and September 8–14: compare each paid-mobile cohort after its seven-day window. Week 2 is lower; audience mix and mobile journey remain competing explanations.
- The first full comparison was possible September 21, 23:59:59 UTC. Before changing budget, compare audience composition and the mobile journey, and confirm which page version visitors saw.