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Approved-workflow adoption

Target operating model — recommended contracts, not installed collection. All owner and cadence entries below are proposals to confirm before the pilot, not assigned responsibilities or approved schedules.

Unimplemented metric — no live telemetry. This is a prospective contract, not an implemented calculation or collector.

Eligible participants with at least one approved-skill workflow use; usefulness assessed separately through accepted outcomes and feedback.

ContractDefinition
NumeratorDistinct eligible pseudonymous participants with workflow-linked skill.used on approved revision
DenominatorDistinct eligible participants in frozen invited cohort
ExpressionN / D * 100
Aggregationpercent
Unit%
Eligible populationConsented or otherwise lawfully enrolled pilot cohort for the period; supported workflow available.
ExclusionsOutside pilot and formally recorded leave before period; nonresponders remain eligible, not excluded.
Events and sourceskill.used; cohort.snapshot; optional qualified client adapter or declaration
Owner / cadenceData & AI / Monthly
Missing evidenceShow observed lower bound and telemetry/response coverage; missing usage unknown rather than non-use.
Gaming and limitsInvocation quotas and coercion; no target usage count, split server/client/self-report origins. Descriptive signal, not causal AI productivity attribution. Source completeness, task mix and sampling limit inference; report uncertainty. Self-report is not verified use; installation/loading is not use or benefit. Suppress small groups.

Read the shared collection and safeguards before collecting data; see the synthetic example and limits.

Return to Skills Measurement.

In Stage 01, authorization to test an experimental revision is not general approved status. This contract counts approved-revision use only; do not relabel experimental pilot use to raise its numerator. Adoption still evaluates that pilot through independent work outcomes and Quality's fitness evidence. Use this reach measure only where its approved-revision population applies.