Methodology

How Country Data Updates Work

Country profiles are updated through a moderation-first pipeline designed to make contribution easy while making harmful or low-quality publication hard.

Pipeline

  1. Community submissions and suggested changes enter the moderation queue.
  2. Moderators triage, request clarification when needed, and apply risk labels.
  3. High-impact decisions require explicit reason notes before publish.
  4. Approved changes are written to canonical country records and become public.
  5. Rejected items remain auditable with review context.

Evidence Expectations

  • Prefer primary legal/policy sources and reputable civil society reporting.
  • Time-sensitive claims are reviewed for recency before publication.
  • Conflicting sources are escalated for additional moderator review.
  • Low-confidence claims may remain unscored until verification improves.

Quality Safeguards

  • Assignment workflows reduce duplicate moderation actions.
  • Decision templates standardize review rationale across moderators.
  • SLA tracking highlights stale queue items before they become outdated.
  • Schema compatibility checks preserve route availability during rollouts.

For score interpretation and bands, see How Country Scoring Works.