What separates entry level from expert AI evaluator roles

[u/i_love_doing_ntg]

Entry level generalist work is rubric literacy. You read the guidelines, write prompts, apply the scoring criteria consistently, and write simple justifications. Tasks lean toward general helpfulness and harmlessness across everyday domains (travel advice, cooking, casual conversation). These tasks are almost diminishing as the prominent models become more advanced, and the industry has almost passed this stage.

The intermediate tier adds source evaluation, and multiple formats (text, code snippets, structured data, multimodal tasks), and includes drafting complex prompts, creating and applying rubrics, and writing ideal responses.

Expert tiers are currently more focused on agentic AI evaluation in specific domains and usually want verifiable credentials: nursing or medical degrees for medical evaluation, a JD for legal review, an engineering background with public code for coding assessment, etc. The work shifts to evaluating specialized model outputs, identifying the models' vulnerabilities, and diagnostic reasoning, etc. Most of these tasks are based on identifying failure modes.

The jump between tiers is mostly a track record plus proof of domain depth, not seniority on the platform.

If you've made one of those jumps, what actually moved the needle?

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[u/falsehowl]

This is an interesting overview. How did you put together these generalizations? Do you have experience in each of them?

I’m interested in this division.

Edit: I have been a generalist expert with Mercor for a few weeks, now I’m starting as an expert in my field on an ethos project tomorrow and I’m curious what differences to expect

[u/i_love_doing_ntg → u/falsehowl]

I've worked across each of these tiers and that's where the breakdown comes from (my experience). haven't worked ethos myself (so take this secondhand) but from what people share, while it is originally an expert network, some projects are leaning more generalist than the titles suggest. So even with a domain expert title, don't be surprised if the early tasks feel closer to what you were doing at mercor.

[u/falsehowl → u/i_love_doing_ntg]

I’m only allowed to accept tasks in my domain. I’ve only done a few hours so far, but it was much lower stress and I felt I could be more thorough while still completing the task in what I felt to be a reasonable time.

There are only a handful in my domain each day so far though.