Channel choice
Explore why shoppers choose online or physical channels.
Channels and shopping journeys
Define channels, categories and purchase stages before comparing shopping journeys, loyalty experiences and reported conversion barriers.
Start with the decision
Choose the questions that matter to the business, then agree an approach and an audience that can answer them.
Explore why shoppers choose online or physical channels.
Understand reported hesitation, abandonment and switching reasons.
Review product-page, promotion and loyalty-programme feedback.
Define who can answer
These are audience examples for planning. Availability, source permissions and eligibility are reviewed for the actual study.
Specify categories, channels and purchase recency.
Define shopping intent and reported decision stage.
Qualify relevant membership and programme usage experience.
Eligibility & quality
Agree what is self-reported, what the screener will check, and which requirements need additional evidence. Technical risk signals support the configured review process.
Distinguish browsing, consideration and completed purchases.
Agree relevant retailer, marketplace and store definitions.
Separate reported behaviour from observed transaction evidence.
Reported abandonment is not observed session tracking. Access to client transaction data or browsing events requires separately agreed integration and permissions.
Read our survey quality approachAgree the handover
The proposal defines the work, responsibilities and delivery formats. Sample supply, programming, managed fieldwork and analysis can be scoped separately.
Agree a reporting cadence for qualification, quota movement, source performance, quality reviews and unresolved outcomes.
At close, reconcile accepted completes, documented exclusions and pending client decisions against the agreed rules.
Explore managed fieldworkIllustrative study plan
A planning example, rather than a completed client project or a delivery commitment.
Resolve before launch
Use the Audience Fit Planner to record mandatory criteria, possible alternatives and exclusions. Download a draft with open questions for the feasibility discussion.