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Significant (Outcome Severity)

Errors cause meaningful, recoverable harm

Significant is an outcome severity level: errors cause meaningful, recoverable harm — real cost, but correctable without the irreversibility of catastrophic stakes.

Examples: fraud declines on legitimate transactions, wrongful content moderation, material but reversible financial errors, hiring decisions with appeal paths.

Most high-volume enterprise automation (P fraud scoring, content moderation) lives in significant cells — requiring calibrated models, staffed escalation paths, drift monitoring, and periodic audit rather than naked automation.

Misclassifying catastrophic work as significant to reduce friction is a governance failure — same family as understating severity in task classification (When the Commitment Boundary Needs Reinforcing).