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.
| Contract | Definition |
|---|---|
| Numerator | Distinct eligible pseudonymous participants with workflow-linked skill.used on approved revision |
| Denominator | Distinct eligible participants in frozen invited cohort |
| Expression | N / D * 100 |
| Aggregation | percent |
| Unit | % |
| Eligible population | Consented or otherwise lawfully enrolled pilot cohort for the period; supported workflow available. |
| Exclusions | Outside pilot and formally recorded leave before period; nonresponders remain eligible, not excluded. |
| Events and source | skill.used; cohort.snapshot; optional qualified client adapter or declaration |
| Owner / cadence | Data & AI / Monthly |
| Missing evidence | Show observed lower bound and telemetry/response coverage; missing usage unknown rather than non-use. |
| Gaming and limits | Invocation 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.