Design Apprenticeship Transfer

Design Apprenticeship Transfer

Core judgment: tacit knowledge transfers through shared practice before it transfers through explanation.

Use When

• The user wants to build onboarding for judgment-heavy work
• A mentor, lead, clinician, or senior operator needs to train a novice
• Pairing exists, but improvement is inconsistent or impossible to evaluate

Use a Real Task

Pick a live task or a realistic simulation with stakes, constraints, and visible output.

Do not anchor the apprenticeship around passive watching alone.

Workflow

1. Build the Progression

Use this sequence:

1. observe the expert on a real task
2. shadow with commentary at key decision points
3. assign partial ownership
4. assign independent execution
5. run a transfer test on a new case

2. Score What Matters

Evaluate:

• cue recognition
• decision quality
• handling of uncertainty
• escalation timing
• ability to transfer to a new case

If you need a format, read references/pairing-rubric-template.md.

3. Keep Feedback Local

Feedback should point to specific missed cues, weak decisions, or premature confidence.

Avoid vague comments like "needs more judgment."

Output

Return:

• apprenticeship plan
• stage progression
• observation rubric
• transfer test
• pass or fail criteria

Do Not

• confuse exposure with learning
• score only polish or confidence
• call it complete before a new-case transfer test