Fiund / Quality & provenance

Keep the source, signal, and review connected.

A useful business datasets collection needs traceable context as well as usable files. Define what will be checked, how findings will be recorded, and which questions remain open.

A single-seat recording desk, microphone, acoustic treatment, and studio lighting. — Original studio photography · Podcast Studio AZSource & media notes ↗

Technical criteria

Category-specific acceptance starts here.

Record definition

What one document, row, or case represents; how related records are grouped.

Coverage

Countries, languages, industries, date ranges, document families, and layout diversity.

Data dictionary

Field meanings, units, missing-value conventions, stable identifiers, and provenance information.

Sensitive information

Required removal or replacement of personal, confidential, financial, and account-level details.

Review framework

Four separate questions for each collection.

Review layer	What to establish	Evidence to request
Source lineage	Where this exact file or record came from and how it relates to other versions.	Stable identifiers, source references, and derivative relationships.
Technical fit	Whether the recorded fields and signal support the defined model task.	A representative inspection, file-level metadata, and issue records.
Annotation fit	Whether labels have the required meaning, timing, and consistency.	Written conventions, reviewed examples, and known limitations.
Permission scope	Whether the proposed use has been reviewed for the selected material.	Project-specific source documentation and agreed terms.

Illustrative manifest

A manifest should describe the state of review.

Example structure only. These values do not describe an available collection or a completed permission review.

{
  "record_id": "illustrative-record-001",
  "source_reference": "to-be-established",
  "category": "Business Datasets",
  "specification_fields": [
    "Record definition",
    "Coverage",
    "Data dictionary",
    "Sensitive information"
  ],
  "permission_review": "requires_project_review",
  "technical_review": "not_yet_reviewed",
  "accepted_exceptions": []
}