Find the route from your old job

Retraining pathways for workers displaced by AI

The skill that stopped paying is usually the skill a lab needs in order to judge whether a model is any good at it. Each pathway names that trade, lists the free courses that get you there, and shows the openings on the board right now.

Every course, the certification, and placement support are free. If none of these fit, the free skills assessment will point you at a level instead.

Software engineer

Code and reasoning evaluation

Those assistants are confidently wrong in ways only someone who reads code can catch.

5 courses · about 29 hours · free

Contact centre and front desk

Conversational and linguistic model training

You have heard thousands of real conversations go wrong, which is knowledge almost nobody at a lab has.

5 courses · about 25 hours · free

Writer, editor, journalist

Prompt and response writing

Somebody has to write the examples a model learns good writing from, and somebody has to judge whether its output is any good.

5 courses · about 25 hours · free

Translator and localisation specialist

Multilingual model evaluation

Labs pay a premium precisely where their models are worst, which usually means your language rather than English.

5 courses · about 27 hours · free

Teacher, tutor, trainer

Reasoning grading and rubric work

Grading reasoning step by step, finding the first wrong move rather than the first surprising one, awarding partial credit consistently, and scoring an answer that is right for the wrong reason: that is marking, and it is precisely what reasoning evaluation projects need.

5 courses · about 29 hours · free

Paralegal, bookkeeper, analyst, admin

Domain expert evaluation

A model writing about a lease, a ledger, or a filing is plausible to everyone except someone who knows the domain.

4 courses · about 18 hours · free

Your old job is not listed

These are the six routes we have written up, not the only ones that work. Domain knowledge of almost any kind is worth something in evaluation, because a model writing about your field is plausible to everyone except you. Tell us what you did and we will point you at the right track, or join placement support and we will do it from your background.