Train by job responsibility: Which distinction is most important?
Training should reflect each role’s decisions, authority, and exposure to AI-related risks.
The question
A retailer gives demand planners a general AI policy and gives system administrators technical documentation. One remaining training decision is needed. Which distinction is most important?
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- Train planners after deployment begins.Timing matters, but post-deployment instruction does not solve the mismatch between training content and job responsibility.
- Train everyone on identical examples.Shared examples may build common awareness, but identical training can omit role-specific operational and escalation responsibilities.
- Train by job responsibility. ✓Role-based training aligns instruction with each person’s decisions, authority, risks, and responsibilities in the AI system.
- Train only the technical administrators.Administrators need technical instruction, while planners also make consequential judgments requiring relevant governance competence.
The trap
Ask what each role must decide, monitor, document, or escalate—not merely whether training occurred. How to remember it
Training should reflect each role’s decisions, authority, and exposure to AI-related risks.
How many of these would you get right?
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