Data and fact classes
Required provenance, periods, units, scope, missing values and conflict handling.
Data and fact classesDubaist · UAE Market Intelligence
Methodology
Evidence and accountability map
Each trust question has one durable public destination. Access, reuse, publication and investment responsibility remain separate decisions.
Coverage boundaries
What a directory profile or research cohort does and does not mean.
Coverage boundariesPublication methodology
The independent gates and human-only transition required for public visibility.
Publication methodologyEditorial review policy
Who may decide, what is reviewed and what a human decision cannot waive.
Editorial review policyCorrections
Append-only correction, withdrawal, restatement and re-publication rules.
CorrectionsConflict policy
How competing periods, scopes and documents remain withheld until evidence resolves them.
Conflict policyFreshness policy
Separate evidence clocks and withheld treatment of stale or unavailable claims.
Freshness policySource rights
Per-source access, reuse, attribution, terms and rights-review status.
Source rightsAuthors and accountability
Approved public attribution and responsibility boundaries.
Authors and accountabilityInvestment-content disclaimer
Information scope and the boundary from investment advice.
Investment-content disclaimer