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HumanSourcer
Outlier

Math Expertise for AI Training

AI model evaluationOutlierScience / STEMRemote

Math Expertise for AI Training is an open role at Outlier, available remotely, with pay listed as Up to $50/hr.

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Applications open on Outlier’s own site. How we make money.

About this role

About Outlier Outlier is the world’s leading expert platform to improve AI models by providing expert human feedback. We partner with companies including Meta to enable advanced generative AI models to provide accurate responses and advanced reasoning capabilities. Outlier is seeking Mathematics experts to refine the logical reasoning and problem-solving capabilities of next-generation frontier models (including Meta’s latest releases). You won't just be "checking work"—you’ll be architecting the ground-truth data that teaches AI to think. Synthesize high-complexity problem sets that push the limits of current LLM reasoning Develop and answer Math-related questions to refine AI understanding Evaluate and author complex reasoning traces to ensure models follow logical, step-by-step proofs Assess and rank AI responses based on scientific rigor Required expertise and qualifications: Education: Bachelor's degree or higher in Mathematics or a closely related field (can be currently enrolled) LaTeX Proficiency for technical documentation and formula rendering English Proficiency: Ability to read and write with minimal errors Research Experience: Strong preference for candidates with peer-reviewed publications, patents, conference presentations, research grants, or industry R&D contributions Payment: Base pay: Earn up to USD $50 per hour for core project work Additional incentives: On average, Outlier Contributors earn an additional 7.5% on top of the core project rates through Missions — Outlier's version of surge pricing. The top quartile of contributors boost their earnings by an average of 11%. Rates vary based on expertise, skills assessment, location, project need, and other factors. For example, higher rates may be offered to PhDs. Additional incentives data is based on payments made in the past six months and is updated quarterly. Please review the payment terms for each project. PLEASE NOTE: We collect, retain and use personal data for our professional business pu

Pay

Up to $50/hr

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About Outlier

Outlier's connection to Scale AI: Scale-operated contributor platform. AI response evaluation, writing, coding, maths and specialist reasoning

Ownership confidence: Confirmed. See the full network profile →

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Frequently asked questions

How do I apply for the Math Expertise for AI Training role at Outlier?

Applications go through Outlier's own portal - HumanSourcer links to the listing and never collects applications or handles hiring. Outlier's access model is "Open / self-serve" (Open application). This listing was first seen here on July 23, 2026 and was still live at the last check.

Is the Math Expertise for AI Training role at Outlier remote?

Yes - Outlier lists this role as remote.

What does the Math Expertise for AI Training role at Outlier pay?

Outlier lists this role's pay as Up to $50/hr, quoted from the listing rather than estimated.

What kind of work is Math Expertise for AI Training?

AI model evaluation. AI response evaluation, writing, coding, maths and specialist reasoning

Is Outlier a legitimate AI-training platform?

Scale-operated contributor platform - and that relationship is rated "Confirmed" here because it can be checked against outlier.ai rather than taken on Outlier's word. Confidence describes how well the ownership is evidenced. It is not a rating of how the platform treats the people who work for it, which no public source covers reliably.

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