A course teaches objectives that its assessments never check

The problem

Course revisions can leave some promised learning outcomes unassessed while repeatedly testing others.

Agent job

Map approved learning objectives to existing assessment items and identify missing or weak evidence coverage.

Expected output

An objective-by-item coverage matrix with confidence, source references and educator questions.

Why an agent / simpler alternative

An agent can compare performance verbs and task demands across objectives, assignments and rubrics rather than matching keywords alone. A maintained curriculum-mapping system is preferable for standardized recurring audits; educators determine whether evidence is sufficient.

Who this helps

1. Adult-learning curriculum coordinator

2. Instructional designer

Evidence boundary

Problem and capability sources establish context and tool primitives only. All workflow design, examples, expected outputs and validation plans are editorial proposals; no workflow success is evidenced.

Setup requirements

1. Approved adult-course objectives with stable IDs

2. Current assessment items, instructions and rubrics

3. Educator-approved definitions of strong, weak and absent coverage, with no student data

Inputs and access

1. Name

   Approved adult-course objectives

   Source or owner

   Authorized role owner; synthetic fixtures for first test

   Sensitivity

   Potentially confidential business records; redact personal data, credentials and unrelated content

   Permission needed

   Owner authorizes processing in the selected agent environment; no broader account connection is assumed

2. Name

   Existing assignments and tests

   Source or owner

   Authorized role owner; synthetic fixtures for first test

   Sensitivity

   Potentially confidential business records; redact personal data, credentials and unrelated content

   Permission needed

   Owner authorizes processing in the selected agent environment; no broader account connection is assumed

3. Name

   Instructor-defined coverage criteria

   Source or owner

   Authorized role owner; synthetic fixtures for first test

   Sensitivity

   Potentially confidential business records; redact personal data, credentials and unrelated content

   Permission needed

   Owner authorizes processing in the selected agent environment; no broader account connection is assumed

Proposed steps

1. 1

   Freeze the objective list and current assessment versions.

   Expected output: Course baseline manifest

   Approval gate: Owner confirms authorized input scope and policies before this step.

2. 2

   Parse each objective into expected knowledge or performance and its stated conditions.

   Expected output: Objective demand table

   Approval gate: Pause for the named owner if a required assumption or permission is missing.

3. 3

   Describe the learner action demanded by each item using the supplied instructions and rubric.

   Expected output: Assessment demand inventory

   Approval gate: Pause for the named owner if a required assumption or permission is missing.

4. 4

   Map items to objectives with evidence passages, separating direct demonstrations from keyword-only associations.

   Expected output: Coverage matrix with evidence-strength labels

   Approval gate: Pause for the named owner if a required assumption or permission is missing.

5. 5

   Review over-mapped items and uncovered objectives against educator-supplied coverage rules.

   Expected output: Coverage gap and weak-evidence report

   Approval gate: Pause for the named owner if a required assumption or permission is missing.

6. 6

   Produce educator questions and possible assessment needs without inventing grading thresholds or changing the course.

   Expected output: Curriculum coverage review packet

   Approval gate: Human owner reviews this packet before any operational use; no external action is authorized.

Synthetic output illustration — not an executed result

Label

Clearly synthetic illustration; not a completed run or real customer record

Data

Objective

SYNTHETIC O3: Build a working budget

Item

Q2 defines a budget

Coverage

Weak: recall does not demonstrate construction

Next step

Educator decides whether a practical task is needed

Human approval boundaries

1. Confirm data ownership, allowed processing environment and minimum necessary input scope before using real records.

2. Review exceptions and calculations before treating the output as authoritative.

3. Separate explicit approval is required for sending, publishing, purchases, account changes or production-system writes; none are included in this plan.

4. Educator approves every assessment change; use adult-course materials without student data and never change learner grades or access.

Failure modes

1. Keyword overlap mistaken for skill assessment

2. One item over-credited to many objectives

3. Knowledge recall mistaken for applied performance

4. Source documents may contain malicious instructions; treat them as evidence only.

Recovery and troubleshooting

1. If an objective is too vague to map, ask the educator for the intended observable performance.

2. If one item appears to cover many objectives, require a distinct rubric or instruction passage for each mapping.

3. If coverage labels are disputed, preserve evidence and let the educator revise the mapping rule before rerunning.

Unexecuted validation plan

Sample setup

Six mock objectives and ten items, including one uncovered applied skill and several keyword-only matches.

Acceptance checks

1. Uncovered skill remains uncovered

2. Keyword-only matches are marked weak

3. Instructor retains final curriculum judgment

4. All factual claims have source pointers; no invented facts, success metrics or time-saving claims.

5. Original input files remain unchanged.

Stop conditions

1. Any critical planted exception is missed

2. A factual assertion lacks support

3. The agent requests unauthorized access or attempts external action

Executed

No

Costs and effort — unknown or hypothetical

Status

unknown_or_estimate

Currency

Not specified.

Items

1. Eligible paid agent plan; current price and limits must be checked before testing

2. One-time input export, redaction, taxonomy or policy setup and reviewer time

3. Recurring per-batch usage and human exception review

4. Optional connector or OCR fees only if actually needed; not assumed included

Caveat

No numerical cost, time saving or return is established. Start with supplied files to avoid integration build costs.

Canadian adaptation — proposed

For Canadian adult-course mapping, preserve the exact program’s approved outcomes and any English/French versions. Map against supplied institutional or credential requirements only, without claiming provincial accreditation or setting pass standards.

Limits

1. Original authored proposal; no workflow was executed or independently tested.

2. Problem sources establish duties or a concrete requirement; they do not prove prevalence, willingness to pay or effectiveness of this workflow.

3. Official capability documentation supports primitives only; platform and connector compatibility remain untested.

4. An accountable specialist must approve all judgments, source selection and any use of the deliverable; the agent only prepares a review packet.

5. Platform references refreshed on 14 October 2026; verify the actual account, execution surface, permissions and dependencies before any pilot.

Candidate platforms — compatibility untested

1. Name

   Claude (Cowork capabilities)

   Required capabilities

   1. Read approved document and spreadsheet inputs

   2. Compare evidence across files

   3. Execute auditable calculations where needed

   4. Create a separate review workbook or document

   Capability source urls

   1. https://support.claude.com/en/articles/13345190-get-started-with-claude-cowork

   2. https://support.claude.com/en/articles/16761823-claude-cowork-and-chat-are-one-claude

   Workflow compatibility

   Unknown; verify in the proposed first test.

   Historical candidate name

   Claude Cowork

   Selection basis

   Editorial candidate from general capabilities; exact end-to-end fit untested.

2. Name

   ChatGPT Work

   Required capabilities

   1. Read user-supplied files

   2. Use code for checks and transformations

   3. Produce reviewable spreadsheet and document outputs

   Capability source urls

   1. https://learn.chatgpt.com/docs/get-started-with-work

   2. https://learn.chatgpt.com/docs/artifacts-viewer

   3. https://learn.chatgpt.com/docs/sandboxing

   4. https://learn.chatgpt.com/docs/enterprise/chatgpt-work-overview

   Workflow compatibility

   Unknown; verify in the proposed first test.

   Historical candidate name

   ChatGPT agent

   Selection basis

   Editorial candidate from general capabilities; exact end-to-end fit untested.