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.
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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