Practice library

Guided investigations with a safe stop

Three synthetic scenarios teach the discipline of framing, sourcing, negative results and corrections—not a successful intrusion story.

Content state: draft Owner: owner:methodology Next review: 2026-09-07

Procurement check

Link an announcement, organisation identifiers and a committee decision without turning a name match into an allegation.

  • Exercise: BINA 12-digit organisation identifier; its format alone does not prove ownership or status./KATOThe official versioned classifier of Kazakhstan's administrative-territorial objects./name and a time-versioned sourceA source state fixed at a point in time with a digest, locator and change description..
  • Negative path: the source does not confirm the relationship.
  • AbstentionA decision not to make a stronger conclusion when evidence is insufficient or conflicting, with the gap stated explicitly.: independent grounds are insufficient.

Media + geography + time

Compare a publication, a map capture and a timeline while preserving the precision and limits of geodata.

  • Exercise: separate event location from publication location.
  • Negative path: the date or coordinate is inconsistent.
  • Correction: revise the conclusion after a new source version.

Public-series change

Distinguish a real change in an open dataset from methodology, delay or an owner correction.

  • Exercise: snapshotAn immutable control copy of an open dataset or page at a defined point in time.-to-snapshot diffA deterministic comparison of two versions that shows an observed difference, not its cause..
  • Negative path: the series is not comparable.
  • Finish with a bounded conclusion, not an unsupported cause.