COMPANY
DATA GUIDE
Specialized data

Turning expert workflows into evaluation material

Useful expert material can include worked examples, corrections and clear outcome criteria. A procedure document alone may leave important judgments unstated.

Capture the decision context

Identify the information available at each step and which constraints mattered. Record uncertainty and alternative choices where appropriate. Do not invent detailed rationales after the fact and present them as the original decision process.

Validate the labels

Define who is qualified to judge an answer and how disagreements are handled. Keep adjudication notes and distinguish objective checks from professional judgments. A single expert opinion is not automatically ground truth.

Respect contributors and clients

Review ownership, consent, confidentiality and intended uses before sharing. Expert work can include customer information or licensed references. A small authorized pilot can help establish whether the material supports a reproducible task before larger collection begins.

Practical guidance, not legal advice or a buyer specification. Examples are illustrative. Reviewed October 20, 2026.

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