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The qualification developer stays in control
Clear working principles
NZQA guidance, internal rules and existing examples inform the instructions each agent follows for its assigned task.
Evidence that can be checked
The instructions require source evidence and visible uncertainty. The qualification developer checks the interpretation and approves the result.
Human judgement
The qualification developer decides who to involve, resolves questions about scope and leads the decisions that shape the final work.
These controls reduce the risk of errors. They do not remove the need for review.
New Zealand Skill Standards 