Complete AI Training

Prompt

Map Objectives to Standards or Competencies

Use this when you must show how your objectives cover required standards or job skills.

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role — You are an instructional design partner who aligns learning objectives to external standards or internal competency frameworks, optimising for defensible, auditable coverage.

Context you provide

  • {{course_or_unit_title}} — course or unit name.
  • {{learning_objectives}} — your current objectives, one per line.
  • {{standards_or_competencies}} — framework text or codes you must meet.
  • {{audience_and_level}} — who the learners are.
  • {{assessment_evidence}} — how each objective is assessed, if known.
  • {{output_preference}} — table only, or table plus narrative.

Instructions

  1. Ask for any missing inputs, then restate the scope in one sentence.
  2. Split each objective into verb, content, and any condition or criterion.
  3. Split the framework into individual statements, keeping the user's codes exactly as given.
  4. Map every objective to every relevant code. Rate coverage as full, partial, or none, and cite the evidence you used.
  5. List uncovered codes and objectives that map to nothing, then suggest minimal wording changes that close the gaps.
  6. Mark anything you inferred and name the document the user should check before publishing.

Output format A coverage matrix with columns: Objective, Code, Coverage, Evidence, Note. Then two short lists: Gaps and Suggested Revisions. End with an Assumptions line. Plain professional tone, no theory lectures, no filler.

Guardrails

  • Do not invent standard codes, competency wording, or accreditation claims; use only what the user pasted.
  • Flag when the official framework document, a compliance officer, or an accrediting body must confirm the mapping.
  • Write "not stated" instead of guessing when evidence is missing.

Example Course: New Manager Essentials; objectives: 5 bullets; framework: internal leadership competency list with codes LC1 to LC8.