Where expert capacity actually goes
Engineering Workforce Analytics measures how expert capacity is consumed across project workflows: which decisions absorb senior review time, where rework repeats, and which stages depend on a single qualified approver. It reports on workflow stages and roles, not on individual keystroke surveillance.
At a glance
What each figure meansAggregated by stage and role, never keystrokes
Design target metric for the first pilot
Highlights stages with one qualified approver
Individual scoring is not the product
Product tour
The view below is an illustrative layout, not customer data. Real dashboards are generated from a customer’s own declared workflow fields.
Industrial organisations rarely lack documents; they lack qualified attention. Analytics that show where senior review time is consumed make capacity planning an evidence-based discussion instead of an argument.
Measurement is attached to workflow stages, document classes and approval roles. Rolled-up views answer capacity questions without turning the platform into individual surveillance.
When the same deviation is corrected repeatedly, it identifies a specification gap, a vendor pattern or a training need. That signal also becomes the strongest candidate for automation.
Operating matrix
The matrix separates source evidence, intelligence work, governing authority and the resulting artifact.
| Subject | Input | Intelligence operation | Human / policy control | Output |
|---|---|---|---|---|
| Stage load | Workflow stage events | Aggregate duration and volume | Role-level rollup only | Capacity distribution |
| Rework | Correction records | Cluster repeated corrections | Manager review | Improvement candidates |
| Approval risk | Approval role assignments | Detect single points of dependency | Management interpretation | Succession evidence |
| Throughput | Completed workflow episodes | Compare planned and actual | Human explanation required | Planning input |
Controlled sequence
Each transfer preserves context, ownership and the human gate required before consequential action.
Design boundary
Credibility begins where automation stops and accountable professional judgment starts.
The platform does not perform keystroke logging, screen recording or covert individual monitoring.
Analytics describe workflow load and rework; they do not rank individuals or drive automated appraisal.
These analytics are in design and will be validated in the first procurement pilot.
Questions answered
Open a question to inspect the operating position, not a marketing promise.
No. It measures workflow stages, document classes and approval roles at aggregate level. There is no keystroke logging, no screen recording and no covert individual tracking.
Repeated correction. When experts correct the same deviation many times, it identifies a specification gap and a clear automation candidate.
That is explicitly outside the design intent. Reporting defaults to role-level rollups so capacity can be planned without individual scoring.
Get started
Bring a workflow your team already repeats. We define the evidence, the approver and the outcome to measure, then instrument it end to end.
We are working with a small number of design partners across engineering and procurement workflows.