Teacher, tutor, trainer → Reasoning grading and rubric work
From teacher or tutor to AI reasoning grader
Tutoring and marking moved to AI. Free training to grade machine reasoning the way you graded student work, against a rubric, with partial credit. Certification and placement support included.
What happened to the job
Assistants now explain, draft lesson plans, and mark first passes. Private tutoring demand fell where a chatbot was good enough, and marking work that used to be paid by the hour is increasingly a review of something already generated.
Why you are already good at this
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. Teachers are also unusually good at applying a rubric they did not write, which is the skill most new annotators fail on.
- Locating the first invalid step in a long chain of model reasoning
- Applying partial credit consistently across a batch, so your threes mean the same thing
- Scoring answers that reach the right result by invalid means
- Turning a vague guideline into a rule you can repeat tomorrow
Your track
Take them in this order. Every one is free, and the certification at the end is marked by a person.
- 01
AI Data Annotation Foundations
About 4 hours · 20 lessonsThe vocabulary, rubrics, and quality habits every lab expects.
- 02
Passing AI Annotation Assessments
About 5 hours · 24 lessonsWhy capable people fail entry tests, and how to stop.
- 03
RLHF and Model Evaluation
About 9 hours · 32 lessonsPreference data, output comparison, and safety judgement.
- 04
Code and Reasoning Data
About 11 hours · 26 lessonsTurn a technical background into better paid annotation work.
- 05
AI Evaluator Certification
About 30 hours across the track · 22 lessonsEvery course, plus an assessed capstone and a certificate.
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What this pathway promises
Free training, a certificate marked by a person, and someone on our side matching you to live openings. Not a job offer. We are a non-profit, not an employer or a recruitment agency, and no course or certificate guarantees a job, an assessment pass, or any level of earnings. Read our mission and funding and the terms.
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