- In short
- Redaction has two failure modes. Partial redaction failure leaves enough residual detail - an account number, a rare job title, a specific date - that someone can still be identified, especially in a small population. Task-breaking redaction failure happens when the work genuinely needs the sensitive specifics, so removing them destroys the value instead of protecting it. When redaction would break the task, the correct move is to confirm an approved data path or keep the data out entirely, not to redact anyway.
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