Verified-Professional Explainers

Verified-Professional Explainers

TEXT

COMMERCIAL

RAW

The profession is verified before the task opens, and the brief is specific: explain something you understand from doing the job, not from reading about it, at least 300 words, with the exceptions and judgment calls a textbook leaves out. Paste is disabled; hobbyist content, generic or searchable text, and pieces under 300 words are rejected. Eligibility is limited to the US, Canada, the UK, Europe, Australia and New Zealand, one piece per professional, so the author pool is as wide as the set is deep: nurses, electricians, accountants, pilots, line cooks. The profession check is what separates these pieces from generalist text, for post-training on domain reasoning and expert-written evaluation items.

Regions

US, Canada, UK, Europe, Australia and New Zealand (36 countries)

Updated

Technical specs

Technical specs

What’s in the collection and how it’s delivered.

Data modality

Text

Annotated

Raw (no labels)

Exclusivity

Non-exclusive rights

Capture tool

Typed in the Kled app (no pasting)

Use cases

Post-training on domain reasoning, expert-written evaluation items, tacit knowledge corpora

Format

Plain text

Resolution

Plain text, UTF-8

Total volume

Available on request

Regions

US, Canada, UK, Europe, Australia and New Zealand (36 countries)

Purity level

99%+ passed QA review

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