A qualitative confidence label should describe why a finding is usable for a particular decision, including source quality, coverage, contradictions, and sampling limits, rather than imitate statistical certainty.
Confidence belongs to a finding and decision
The same interview evidence can be strong enough to revise a discussion guide and too weak to choose a market segment. A confidence record therefore names the finding, the decision it informs, and the consequence of being wrong. It does not assign one permanent score to a quote or participant.
Source quality comes first. Recent behavior with a detailed sequence and consequence usually supports more interpretation than a general preference or future prediction. The record also notes whether the interviewer supplied the language, whether a transcript gap hides context, and whether the passage was confirmed against the recording or detailed notes.
Publish coverage and counterexamples
Coverage states which participants supplied relevant evidence and whether they match the candidate segment. The dossier lists confirming cases, negative cases, ambiguous cases, and interviews where the topic was never tested. GOV.UK recommends preserving observations and involving several team members in analysis to reduce the influence of one interpretation.
A confidence label can use plain terms such as supported for this wave, provisional, contradicted, or untested, provided each term has a written rule. Supported for this wave might require several independent behavioral accounts, no unresolved source problem, and named counterexamples that do not overturn the mechanism. The wording avoids suggesting that a small qualitative sample estimates prevalence.
Pair every label with the next evidence
A provisional finding should name the evidence that would raise or lower confidence. That could be interviews with excluded roles, an observed workflow, a price-bearing offer, a database check, or a targeted follow-up about authority. Research records also have a privacy life cycle: GOV.UK guidance says raw research often loses value quickly and should be deleted when consent is absent. The confidence record therefore preserves the finding while following the buyer's retention decision for raw material.
Where the service stops
Reality Contact, LLC analyzes authorized research materials, but does not recruit or contact participants, obtain consent, make product decisions, claim population representation, provide ethics approval, or treat a model-generated theme as evidence without source review. The buyer confirms consent and data-handling authority, reviews the source-linked dossier, chooses the primary segment, and approves the next offer, product, or research test. This is qualitative research analysis and document preparation, and it does not replace consent review, privacy counsel, ethics review, statistical research, or the buyer's product judgment. Findings describe the supplied interviews and their known limits; they do not estimate market prevalence or establish that a segment will buy.
Sources: GOV.UK research analysis guidance; GOV.UK participant-data privacy guidance.