SterlingWhat Sterling knows
MethodologySource Universe

Academic and industry datasets

Sterling's reviewed authority, acquisition and reuse decision for Academic and industry datasets.

Source universe · Acquisition routes

Empirical intelligence · Manual research · Internal

Published by Source-specific academic and industry publishers. Jurisdiction: source-dependent.

What it covers

  • industry benchmarks
  • academic findings
  • commercial data
  • peer analysis

Publication and history

One-off or periodic releases under source-specific licences and research methods.

Dataset-specific; version, sample, geography and methodology must be recorded.

Review cadence: Manual. Reliability: Empirical dataset.

Acquisition and rights

  • Acquisition: Manual research

  • Licence: Dataset-specific licence

  • Commercial reuse: Written permission required

  • Raw storage: Prohibited

  • Derived assertions: Reviewed paraphrase only

  • Public use: Metadata and citation only

  • Visibility: Internal

Register the exact dataset, licence, methodology, population and permitted commercial use before acquisition or benchmarking.

Academic and industry datasets remains publisher-hosted; Sterling may publish only its own reviewed explanation and source metadata without further permission.

Evidence for this decision

Source registry: sterling-source-registry@2026-09-11.5. Last reviewed 11 September 2026.