Data & preparation
A licensing evidence inventory — Licensed Training Data
ANSWER IN BRIEF
Track the collection, source components and unresolved permission questions in one versioned inventory.
Create a record of components
List the datasets or coherent record groups proposed for licensing. Include their source systems, collection periods, formats and business owners. Distinguish a conversation from its attachments, annotations or linked records when those components have different histories. The inventory should make it possible to say exactly which material a proposed scope includes.
Attach evidence without overstating it
Record where source descriptions, relevant agreements or approval records can be found. Note what each item actually supports. A source agreement may address one component or use without resolving every downstream request. Keep the evidence location and the interpretation question separate so a reviewer can assess the original material rather than an inherited assumption.
Keep review status explicit
For each component, mark the proposed use, known restrictions, exclusions and questions awaiting a decision. Assign an owner and record the latest review date. Avoid a single cleared checkbox when different uses or recipients require different answers. The inventory should preserve uncertainty until the responsible people have resolved it.
Link the inventory to sample and delivery
Identify which rows describe the approved sample and which describe the proposed larger package. When records are removed or transformed, update the version and explain the change. Retain the inventory with the eventual delivery manifest so the license discussion can be traced to the material actually reviewed and supplied.
Questions & answers
Should the inventory have one cleared status?
A single status can conceal different uses and components. Record the proposed use, supporting evidence, restrictions and decision owner for each relevant part.
Sources for this entry
- W3C — Data Catalog Vocabulary — Primary vocabulary for dataset descriptions and distributions; commercial permission must be resolved separately.
- 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. “A licensing evidence inventory — Licensed Training Data.” Content reviewed .
https://licensedtrainingdata.com/company-data-inventory/