Correction quality
Confirmed system errors are separate from ordinary professional review, client changes and pending explanations. No training or tax rule is published from these records.
Existing operational metricsLoading protected quality evidence…
Observed population and evidence
Unmarked eligible cases are not independently certified real customers. Missing historic provenance stays unknown. No staff minutes or benefit is inferred from these counts.
Confirmed causes
| Cause | Different cases | Deduplicated opportunities |
|---|
Order: different cases descending, events descending, then cause code alphabetically. Unknown is shown separately and does not qualify as a verified priority cause.
Comparable opportunities and versions
Each denominator is case + document extraction input + source hash + field + rule/schema/provider/coverage/context. Retries and edits during the same extraction do not increase it. A later comparable opportunity after a resolved correction is required for recurrence; continued unresolved work is separate. No denominator means no rate.
Assessment evidence and reason amendment
Improvement records
Only an evidence-backed confirmed assessment can support a proposal. A proposal is not an implemented rule, deployment or demonstrated benefit. Professional interpretation requires actual professional review.