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Progressive Rigor

Different deployments need different levels of strictness.

The spectrum

Not every deployment needs maximum rigor. Invariant supports progressive adoption:

Profile Who uses it Rigor level
Minimal Internal tools, prototypes Basic validation only
Serious Production dashboards Standard rule set
Strict Regulated environments Maximum enforcement

Minimal deployment

  • Core indicator aggregation rules
  • Basic comparability checks
  • No suppression, no crosswalks
  • Warnings instead of blocks

Use case: Internal research tool where speed matters more than rigor.

Serious deployment

  • Full indicator rules
  • Universe comparability enforcement
  • Reference system version checks
  • Disclosures attached to results

Use case: Production dashboard with external users.

Strict / regulated deployment

  • All rules enforced as blocks
  • Suppression policies active
  • Audit logging required
  • Acknowledgment workflows for edge cases

Use case: National statistics office publishing official data.

Rule packs

Rules are grouped into packs that can be enabled or disabled:

Pack Rules included
core Indicator aggregation, basic type checks
comparability Universe and reference system validation
suppression Small cell protection
audit Logging and disclosure requirements

Configuration example

ValidationConfig(
    rule_packs=["core", "comparability"],
    severity_overrides={
        "IndicatorAggregationRule": Severity.WARN  # Downgrade from BLOCK
    }
)