Respondent context
Segment by behavior, not identity alone.
Collect only context that changes how you will interpret or act on an answer. Role, product experience, use frequency, workflow, and purchase stage are often more useful than a long demographic block. Put screening questions first so people without relevant experience follow a shorter path.
- Role in the workflow and decision-making involvement.
- Experience level, use frequency, or lifecycle stage.
- A recent qualifying event that confirms direct experience.