Competence must be demonstrated in the role's required: Which distinction best explains the governance gap?
Effective governance training demonstrates role-specific capability; attendance alone shows participation.
The question
A research administrator attends a two-hour AI governance seminar and receives a completion certificate. Later, she cannot identify who may approve deployment, when to escalate uncertainty, or what evidence decision-makers need. Which distinction best explains the governance gap?
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- A certificate transfers accountability to the training provider.A provider may deliver instruction, but the organization remains responsible for assigning roles and ensuring they are performed effectively.
- Competence must be demonstrated in the role's required decisions. ✓Effective governance training is shown by role-specific capability, including knowing decision authority, escalation conditions, and required evidence.
- Attendance documents participation in the seminar.An attendance record establishes exposure to instruction, not the ability to perform the administrator's governance responsibilities.
- Oversight is established once required instruction is completed.Instruction alone does not establish meaningful oversight without practical competence, information, time, and authority.
The trap
Look for demonstrated capability tied to a defined role, not merely completion documentation. How to remember it
Effective governance training demonstrates role-specific capability; attendance alone shows participation.
How many of these would you get right?
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