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
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
Where this data comes from and how it’s licensed.
Every file comes straight from the contributor who provided it and is rights-cleared before it’s listed, so your license traces back to the source.
Contributor
Provides the data and uploads it straight to Kled.
Kled
Clears the rights before anything is listed.
Your team
Licenses it under the terms below.
License terms
Non-exclusive commercial training license.
Consent
Each contributor opted in to this use when they uploaded.
Specs reflect the current collection and may change as new data is added. Final terms are set in your license agreement.



