CAREER GUIDES
Prepare for your next move.
Practical notes on annotation and evaluation work, assessments, pay and staying safe, plus guides for your profession.
Getting started
AI annotation
What does AI annotation work involve?
Understand model evaluation, expert annotation and what the work can look like from task to task.
Read guideThe basics
Annotation, evaluation, training: what the words mean
Listings use these words loosely. Here is what each one usually means for the work you would do.
Read guideGetting started
Starting with no AI work experience
You do not need to have trained a model before. You need care, clear writing and, for better-paid work, real expertise.
Read guideStudies
Paid studies and data collection projects
Short, flexible projects that pay per session. Good for getting started, but eligibility is strict.
Read guideApplying and assessments
Preparation
Prepare for an expert or AI interview
Show your reasoning, use concrete examples and follow the assessment’s rules.
Read guideResume & matching
Make your experience easy to understand
Write evidence-rich experience and understand what a match score can tell you.
Read guidePreparation
Passing the qualification test
Most platforms test you before giving you paid work. Knowing the format helps you show what you can actually do.
Read guideApplications
Why applications get rejected, and what to fix
Rejections often come from simple, fixable things rather than a lack of skill.
Read guidePlatforms
How to choose which platforms to join
Joining every platform is slow. Pick a few that fit your field, country and the kind of work you want.
Read guideBy profession
Law
AI annotation work for lawyers and legal professionals
Legal projects need people who can spot a wrong rule, a missing step or an overconfident answer.
Read guideHealthcare
AI annotation work for doctors, nurses and clinicians
Medical projects need careful reviewers who can tell a safe answer from a dangerous one.
Read guideFinance
AI annotation work for finance and accounting professionals
Finance projects test whether a model’s numbers, assumptions and reasoning hold up.
Read guideSoftware
AI annotation work for software engineers
Coding projects pay for engineers who can read, test and explain code, not only write it.
Read guideWriting & languages
AI annotation work for writers, editors and linguists
Language projects need people who notice tone, accuracy and what a native speaker would actually say.
Read guideEducation
AI annotation work for teachers, researchers and academics
Subject experts are needed to write hard questions and check answers at a university level.
Read guide