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Your professional expertise can become data work.

Some questions cannot be evaluated correctly without someone who understands the field.

You do not need to leave your profession. The point is to make specialist judgment available for specific data and evaluation tasks where it matters — remotely, and in blocks that fit around clinical, legal or academic schedules.

  • Asynchronous
  • Keep your job
  • No fee to take part

About 5 minutes · No CV upload · No documents in this form

Why this matters

The difference between correct and plausible is invisible without you.

A non-specialist can check whether an answer is well formed. Only a practitioner can tell whether it is right. Whether the finding is consistent with the imaging. Whether the clause means what it appears to mean. Whether that value is physically possible in that context.

Datasets built without that check look fine and fail quietly. Bringing professional judgment into the process is not a nice-to-have; it is the part that determines whether any of it was worth doing.

Fields

Any field where being wrong has consequences.

Medicine and healthcare. Law and compliance. Finance and accounting. Engineering in all its branches. Natural sciences. Education and pedagogy. Logistics and supply chain. Information technology and security. Agriculture and food production. Public administration.

The list is not a filter. What matters is whether your specialism is narrow enough that a generalist would get it wrong — that is exactly the expertise that is hard to hire for.

What contribution looks like
01 Reviewing outputs Judging whether a generated answer would be acceptable in real professional practice, not merely coherent, and comparing possible answers.
02 Checking correctness Verifying factual and professional correctness, including specialist terminology, and identifying errors a generalist would miss.
03 Validating information Checking structured information and explaining why a result is correct or incorrect — the explanation is often the most useful part.
04 Defining what correct means Writing or reviewing the guideline that everyone else will follow, and deciding the items where careful non-specialists reasonably disagree.

Who this is for:

  • practising professionals;
  • researchers;
  • engineers;
  • clinicians;
  • lawyers;
  • accountants;
  • technical specialists;
  • people with narrow expertise that is difficult to source.

Your professional qualification or experience may be verified depending on the project. Applicable terms and compensation are provided before you agree to a specific opportunity.

Being straight with you

Joining the expert network is not an engagement and not a retainer. It means we know what you can judge, so that we can approach you when a project genuinely needs it.

For projects where a qualification must be verified, we will ask you at that point. Do not send licences, diplomas or patient- or client-related material through this form.

Where your professional obligations restrict what you may review, that is respected. Tell us the boundary and we will work inside it.

Application

Apply as Domain Expert.

About 5 minutes · No CV upload · No fee. Be specific about the narrow things — that is the part we need.

Optional, but it speeds up qualification considerably.

The narrow things — the questions a generalist would get wrong.
Optional. Do not upload documents here — we will ask if a project requires verification.
Domain Expert · Applications open About 5 minutes · No CV upload · No account · A person reads every application
Apply now