EDUCATION / SPECIALIST AGENT
Learning analytics review agent
Organize permitted learning-activity evidence for a defined staff review.
WORKFLOW · AVAILABILITY NOT CONFIRMEDWHAT THE ROLE IS FOR
A specific task.
A reviewable output.
Organize permitted learning-activity evidence for a defined staff review.
Context it needs
Approved purpose, activity measures, context limitations, and access rights.
Proposed output
An interpretable evidence brief; no automated learner intervention.

PROPOSED WORKFLOW
From authorized request
to a specialist-reviewed result.
- 01
Scope the request
Organize permitted learning-activity evidence for a defined staff review.
- 02
Retrieve the permitted evidence
Approved purpose, activity measures, context limitations, and access rights.
- 03
Prepare the proposed result
An interpretable evidence brief; no automated learner intervention.
- 04
Review and record the decision
Admissions, grading, eligibility, accommodations, and learner interventions remain with authorized institutional personnel.
This page describes a proposed role. It does not run an agent, connect to systems, or authorize an action.
DOMAIN MEANING
Preserve the context
that changes the answer.
Version requirements by academic period and preserve authority. Do not mix public guidance with restricted student records or infer eligibility from a partial request.
Evaluation evidence
Test whether the output is supported by approved purpose, activity measures, context limitations, and access rights. Include missing evidence, stale sources, conflicting identifiers, denied access, and unavailable tools.
Domain measures
- Correct academic-period retrieval
- Citation and prerequisite mapping
- Public/restricted separation
Operating boundary
Admissions, grading, eligibility, accommodations, and learner interventions remain with authorized institutional personnel.
EDUCATION / A FOCUSED DISCUSSION
Explore this workflow
with your domain team.
Bring permitted examples, the relevant source owners, and the acceptance criteria your reviewers need.
Discuss this use case ↗