A worked example of interpreting X follower bio search results

The answer in full

A bio search result is a starting point for interpretation, not a verified audience trait. This worked example uses invented teaching inputs: a researcher finds 40 matching profiles in a collected audience of 500. Reading the bios, they judge 24 descriptions relevant to the research question, 10 to concern another context and 6 to remain uncertain. The raw match share is 8%, calculated as 40 divided by 500. The reviewed relevant descriptions represent 4.8% of the collection, but this is a manual judgement about text rather than a verified professional classification. Revealed's Free profile search supports exploring collected profiles; the three review groups here are teaching categories, not an automatic feature. Alternative vocabulary, sparse bios and people outside the collection limit the conclusion. Preserve the wording and review rule so another reader can assess the interpretation. Report the uncertain group explicitly, and avoid turning nonmatches into proof that someone lacks the interest. Use the findings to refine a research hypothesis rather than estimate customer demand.

At a glance

Define what relevant means

The lesson uses hypothetical counts and manual review categories. Imagine the research question concerns a professional role. A matching term may instead describe a company, quoted phrase or unrelated activity.

Write a review rule before reading examples. Even when a description appears relevant, it remains self-reported text rather than evidence of a current credential.

Keep matches and interpretations separate

The 40 matches describe vocabulary in this hypothetical collection. The 24 relevant descriptions add a researcher's judgement. Six unresolved cases should remain visible rather than being forced into a yes or no answer.

Search vocabulary may omit synonyms and multilingual descriptions. The 460 nonmatches cannot all be classified as having no relevant role or interest.

Report a hypothesis with evidence

The resulting note gives the source collection, search term, review rule, counts and uncertain cases. It avoids claiming that 4.8% of all followers are verified professionals.

Use the observation to decide what to investigate next. Direct customer evidence and actual campaign response are needed for questions about demand or performance.

What to keep in mind

• All counts and review outcomes are hypothetical.
• Manual categories are not automatic Revealed outputs.
• A match does not verify a job, credential, interest strength or purchasing intent.