# Right Order, Wrong Scale: Auditing LLM Judges for Occupational AI Measurement

**Published:** October 5, 2026
**Author:** Harry Lyu, Neil Thompson
**Source:** arXiv — cs.AI
**Language:** en-US
**HTML:** https://aiqazaqstan.com/en/articles/right-order-wrong-scale-auditing-llm-judges-for-occupational-ai-measurem

LLM judges are increasingly used to assess whether AI outputs meet workplace requirements, but agreement on response rankings does not establish agreement on acceptance rates or occupational aggregates. We introduce O*NET-BENCH, an audit suite derived from an existing survey of…

> From the original source: **arXiv — cs.AI**
> [Read full article at arXiv — cs.AI](https://arxiv.org/abs/2610.02492)

**Tags:** #arXiv

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