Data & preparation
Provenance evidence for licensing — Licensed Training Data
ANSWER IN BRIEF
Trace the source and preparation history while keeping provenance separate from authority to grant a use.
Describe where the records originated
Identify the business process, source system and collection period. Note contributions from other organizations or individuals where they affect the description. The aim is to explain the collection’s history in a way a reviewer can follow. A familiar provider name or a company logo does not replace that source account.
Track the activities that changed them
Record extraction, filtering, normalization, annotation and combination with other material. Identify the input and output versions and the responsible party for each meaningful step. Preserve relationships between components when they matter to interpretation. This helps explain how a delivered example differs from the record originally created in a business system.
Connect provenance to the permission review
Use the source account to identify which parties, components and agreements may need attention. A traceable history can reveal questions; it does not answer them automatically. Record the evidence supporting the proposed scope and the issues still unresolved. Avoid labeling the whole collection licensed solely because its lineage is well documented.
Preserve the account through delivery
Attach a concise provenance description to the accepted version and retain the more detailed evidence through an appropriate process. Explain how updates or removals change the history. If a recipient raises a source question later, the record should identify what was supplied, where the explanation came from and who can investigate it.
Questions & answers
What is the difference between provenance and permission?
Provenance explains source and transformation history. Authority to grant a proposed use is a separate question that the relevant evidence and agreement must address.
Sources for this entry
- W3C — PROV primer — Primary explanation of provenance relationships; source traceability is distinct from licensing authority.
- Hugging Face — Dataset cards — Primary guidance for documenting dataset context, intended use and limitations. A dataset card does not itself grant permission.
Practical checklists are original editorial guidance. Official descriptions do not establish comparative performance.
Continue this reading path
Licensed Training Data: category guide ↗A licensing evidence inventory — Licensed Training Data ↗Defining a training-data license — Licensed Training Data ↗DataVal: company data platform ↗How the related websites connect
This is one of a coordinated collection of DataVal references. Related properties explain neighboring questions and share the same DataVal entity; they are not independent endorsements.
Cite this entry
Licensed Training Data. “Provenance evidence for licensing — Licensed Training Data.” Content reviewed .
https://licensedtrainingdata.com/data-provenance/