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PUBLIC-SOURCE RESEARCH · Workflow idea

Study public conversations without treating visibility as consent.

For a documented research purpose and sources the organization is permitted to review, collect a limited sample of public posts and associated aggregate engagement details for a selected period. Respect platform rules and applicable privacy requirements, minimize personal identifiers, preserve links and dates, and distinguish observed public activity from representative opinion. Do not infer consent to contact or profile individuals from public visibility.

Make it yours See how it works ↓
A Roman aqueduct taking shape from architectural sketch to marble.
A little structure. A clearer outcome.
Starts with
A researcher defines a public-source question
Produces
A dated, source-linked research set with limited fields, sample caveats, and review status.
Category
Research & strategy

01 / The starting point

A clear request.
A useful direction.

An approved public profile scope, date range, and documented research purpose

“Organize public activity for analysis while minimizing personal data and avoiding unsupported conclusions.”
An example request · Make it specific to your team.

02 / The work

5 tasks.
One useful outcome.

Helps a researcher organize selected public posts and visible engagement details for review.

  1. Document the purpose and authorized scope

    Specify public profiles, dates, fields, and allowed use before collection begins.

  2. Collect only necessary public details

    Limit personal identifiers and keep post links, dates, and collection time for verification.

  3. Organize records and check duplicates

    Preserve distinct posts and avoid merging information from different people or accounts.

  4. Review source rules and sample limitations

    Check original context and explain that selected posts may not represent a wider audience.

  5. Approve any reuse or outreach separately

    Have a person verify rights, privacy, contact basis, and purpose before using the material elsewhere.

03 / The result

Something useful.
Something to build on.

A dated, source-linked research set with limited fields, sample caveats, and review status.

AmbactiWorkflow folio · 5 steps

Study public conversations without treating visibility as consent

Research & strategy · Example outcome

The handoff

A dated, source-linked research set with limited fields, sample caveats, and review status.

Keep in mind

A profile or post being public does not grant permission for every collection or reuse. Follow source rules and applicable law, avoid sensitive inferences or unnecessary identifiers, set limits on access and retention, and do not contact people solely because their posts were collected.

04 / Make it yours

Set the brief.
Set the standard.

A few choices shape the work around your team.

Confirm permitted access and research basis

Follow platform terms, applicable privacy rules, and the organization’s approved purpose.

Minimize personal information

Collect only necessary fields and avoid sensitive profiling of individual contributors.

Set secure access and retention limits

Restrict the research set and remove it when the approved purpose or retention period ends.

Require source and interpretation review

Keep original links and caveats visible and prevent public visibility from being treated as contact consent.

Put your next idea to work.

Start with your brief. Make the process your own.

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