PEOPLE & PRIVACY · Workflow idea

Use work metrics to ask better questions, not to make an employee judgment from incomplete data.

For authorized work involving work-system activity measures, documented metric definitions, and aggregate team trends, prepare a limited, dated summary of agreed team measures for a manager and staff to interpret together. Work activity can reveal sensitive patterns and does not measure a person’s value or performance by itself. Give clear notice, use necessary and fair measures, aggregate where possible, allow context and correction, and prohibit unreviewed employment decisions based on metrics. Explain information use and retention, obtain required consent, respect source and reuse rights, verify important details, and keep external or consequential actions under human approval.

A Roman aqueduct taking shape from architectural sketch to marble.
A little structure. A clearer outcome.
Starts with
A permitted request about work-system activity measures, documented metric definitions, and aggregate team trends is ready for review
Produces
A private work-system activity measures, documented metric definitions, and aggregate team trends review draft with source checks, uncertainty notes, and human approval status.
Category
Reports & insights

01 / The starting point

A clear request.
A useful direction.

A defined purpose, authorized source material, and an accountable reviewer

“Prepare work-system activity measures, documented metric definitions, and aggregate team trends from permitted information for a person to review before any external or consequential action.”
An example request · Make it specific to your team.

02 / The work

4 tasks.
One useful outcome.

Prepare a limited, dated summary of agreed team measures for a manager and staff to interpret together.

  1. Confirm notice, consent, and fair purpose

    Explain how personal information is used and avoid unrelated or sensitive inferences.

  2. Check details with their source

    Verify identity, dates, context, and corrections before relying on a record.

  3. Treat summaries and scores as limited signals

    Do not turn an estimate or classification into a fact or judgment about a person.

  4. Keep consequential choices with qualified people

    Require accountable human judgment and provide a route to correct inaccurate information.

03 / The result

Something useful.
Something to build on.

A private work-system activity measures, documented metric definitions, and aggregate team trends review draft with source checks, uncertainty notes, and human approval status.

AmbactiWorkflow folio · 4 steps

Review team work metrics

Reports & insights · Example outcome

The handoff

A private work-system activity measures, documented metric definitions, and aggregate team trends review draft with source checks, uncertainty notes, and human approval status.

Keep in mind

Work activity can reveal sensitive patterns and does not measure a person’s value or performance by itself. Give clear notice, use necessary and fair measures, aggregate where possible, allow context and correction, and prohibit unreviewed employment decisions based on metrics.

04 / Make it yours

Set the brief.
Set the standard.

A few choices shape the work around your team.

Explain collection, access, and retention

Provide clear notice and practical ways to correct, withdraw, or delete personal information.

Use relevant and fair criteria

Exclude sensitive traits and check for unfair effects on people.

Restrict individual-level information

Share identifying details only with designated reviewers and minimize exports.

Require qualified review for decisions

Keep health, education, hiring, pay, eligibility, and other consequential decisions with accountable people.

Keep exploring

Review patient record summaries

Make a record easier to understand without replacing a clinician’s judgment. Verify the source, protect relevant information, and keep consequential choices with an accountable person.

Review employee directory updates

Keep a team directory current without exposing personal details or copying an error widely. Verify the source, protect relevant information, and keep consequential choices with an accountable person.

Review event attendee planning

Plan a useful event experience without letting a score determine who receives attention. Verify the source, protect relevant information, and keep consequential choices with an accountable person.

Put your next idea to work.

Start with your brief. Make the process your own.

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