What the work includes
Use behaviour data and customer feedback to identify a specific obstacle. Review message match, form friction, product questions and abandonment.
Delivery and review
Prioritise hypotheses by mechanism, evidence and implementation cost. Agree outcomes, guardrails and stopping rules before evaluating a test.
How progress is evaluated
- Qualified conversion rate
- Task completion
- Commercial guardrails
Scope and expectations
Small differences and sparse samples are not reliable winners. Repeated peeking can invalidate interpretation.
Before starting
Share the business objective, current customer journey and evidence you already have. Identify the person responsible for access, subject review and commercial decisions. The proposal should distinguish deliverables, review rounds, operational dependencies and costs.
We can coordinate with an internal team or own a defined workstream. Campaign briefs, implementation tasks and review decisions should remain connected so that responsibility is clear.
From report to decision
Agree the source system and reporting window before the work begins. Each review should identify whether to continue, revise, stop or investigate. When evidence is insufficient, record that uncertainty rather than manufacture a success claim.