Research · · verified August 9, 2026
Content Evidence Matrix for Research Claims
How to map article claims to sources, limitations, reviewers, and final wording.
Research quality10 sources
Key stats
- A six-column matrix connects claim, source, date, limitation, reviewer, and wording.
- Every headline number should have one visible evidence path.
- A limitation note prevents precision from being mistaken for certainty.
Key takeaways
- Separate evidence from editorial interpretation.
- Record limitations next to the number they qualify.
- Reconcile the matrix after human editing, not only before drafting.
Matrix fields
| Field | Purpose | Example |
|---|---|---|
| Claim | Defines the assertion | Employment grew 4% |
| Source | Supports retrieval | BLS table |
| Limitation | Prevents overclaiming | Projection, not result |
| Wording | Controls final expression | “projected to grow” |
Operating method
Begin with the content fact-checking evidence matrix, then use the source verification workflow for disputed rows. Claims that cannot be mapped should be removed, softened, or researched again before release.
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