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PEOPLE & PRIVACY · Workflow idea

Prepare consistent feedback while leaving every grade and student decision with an educator.

For a team or individual with an authorized purpose, prepare rubric-based comments and a provisional scoring report for a qualified educator to review. Student work and grades are sensitive, and a scoring error or biased criterion can affect educational outcomes. Give appropriate notice, restrict access and retention, verify responses against the published rubric, provide a correction path, and prohibit unreviewed grades or student decisions. Explain personal-data use and retention, obtain required consent, respect source and reuse rights, verify important details, and keep consequential or external actions under human approval.

Make it yours See how it works ↓
A Roman aqueduct taking shape from architectural sketch to marble.
A little structure. A clearer outcome.
Starts with
A permitted request about student-submitted work, published rubrics, and proposed marks and feedback is ready for review
Produces
A private student-submitted work, published rubrics, and proposed marks and feedback review draft with source checks, uncertainty notes, and human approval status.
Category
Reviews & approvals

01 / The starting point

A clear request.
A useful direction.

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

“Prepare student-submitted work, published rubrics, and proposed marks and feedback 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

5 tasks.
One useful outcome.

Prepare rubric-based comments and a provisional scoring report for a qualified educator to review.

  1. Confirm notice, consent, and fair purpose

    Explain personal-data use clearly and avoid unrelated or sensitive inferences.

  2. Check details with the person or source

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

  3. Treat labels and scores as limited signals

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

  4. Keep individual information private

    Restrict access, minimize retention, and give people a way to correct their records.

  5. Leave consequential choices with qualified people

    Require accountable human judgment before decisions about work, education, access, or treatment.

03 / The result

Something useful.
Something to build on.

A private student-submitted work, published rubrics, and proposed marks and feedback review draft with source checks, uncertainty notes, and human approval status.

AmbactiWorkflow folio · 5 steps

Prepare consistent feedback while leaving every grade and…

Reviews & approvals · Example outcome

The handoff

A private student-submitted work, published rubrics, and proposed marks and feedback review draft with source checks, uncertainty notes, and human approval status.

Keep in mind

Student work and grades are sensitive, and a scoring error or biased criterion can affect educational outcomes. Give appropriate notice, restrict access and retention, verify responses against the published rubric, provide a correction path, and prohibit unreviewed grades or student decisions.

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 or inaccurate effects.

Limit individual-level access

Share identifying details only with designated reviewers and minimize exports.

Keep consequential decisions accountable

Require qualified human review and a clear way for affected people to raise corrections.

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