Company Intelligence

Outlier

Scale AI's expert contributor platform

Hiring difficulty: Medium

Company 3 of 22

Outlier is the contributor-facing brand for Scale AI's expert work. It routes specialists into reasoning, code, and STEM projects for major model labs.

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What they hire for

Coding experts (Python, JS, C++, etc.)
Advanced math and physics reviewers
Long-form writers and editors
Multilingual reviewers

Skills they value

Strong English writing
Self-directed async work
Rubric adherence
Domain depth in one vertical

Common rejection reasons

Resume reads as generalist
Failed the qualifying assessment
Inconsistent quality after onboarding

Resume optimization tips

Highlight the single deepest skill at the top
Quantify years and project count
Add async / remote / freelance signals

Interview preparation

Practice rubric-style grading before the qualifier
Show your work step-by-step in writing tests

Typical project types

Code task authoring
Math solution grading
Creative writing evaluation

Estimated pay ranges

$20–$60/hr typical
Up to $100/hr for advanced domains

Application strategy

Choose a single project track and dominate it
Aim for top-tier quality bonuses

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