AUDIENCE FEEDBACK RESEARCH · Workflow idea
Collect a limited, owner-selected set of comments from public videos for audience research, then organize them with links to their original context. Follow platform rules, minimize identifiers, disclose sampling limits, and avoid using comments to profile individuals. Review sensitive or personal disclosures carefully, check examples against the source, and have a human approve any conclusions or follow-up.
01 / The starting point
Video links and a research purpose approved by the channel or research owner
“Organize public feedback for analysis without overcollecting personal information or misrepresenting commenters.”
02 / The work
Helps creators and researchers organize public video comments for audience feedback review.
Use videos and collection methods approved for the stated purpose.
Document what was included and avoid implying the sample represents everyone.
Keep original links and dates while minimizing commenter identifiers.
Check examples in context and avoid profiling individual commenters.
Have a creator or researcher verify conclusions and intended use.
03 / The result
A limited, source-linked comment set with collection dates and review notes.
Reviews & approvals · Example outcome
A limited, source-linked comment set with collection dates and review notes.
Comments may include sensitive personal stories, and a selected sample may not represent an entire audience. Confirm collection is permitted, keep only necessary fields, protect identities, show sampling limits, and verify interpretations with a human reviewer.
04 / Make it yours
A few choices shape the work around your team.
Use collection methods allowed for the research purpose.
Avoid storing profile details that are not needed for analysis.
Make scope, dates, and exclusions visible to reviewers.
Handle sensitive disclosures carefully and verify findings before sharing.