Remote PhD Mathematics AI Evaluator: Expert Reviewer

AI Trainer Jobs; United States; Remote; USD 55,000 - 110,000; Part time

Job summary

AI Trainer Jobs seeks a PhD-level Mathematics AI Evaluator for a remote contractor role. You will review AI outputs, reproduce key derivations, and document the correct method for model training alongside incorrect steps.

Responsibilities include reproducing or sanity-checking derivations, grading literature summaries, and flagging errors with structured severity tags, while contributing clear written reasoning for ongoing AI research workflows.

Qualifications

• Graduate-level training or equivalent applied experience in mathematics or closely related field.
• Hands-on experience publishing, teaching, or advising on the topic at a professional level.
• Clear written reasoning that cites methods, papers, or worked examples.

Responsibilities

• Reproduce a mathematics derivation from a model output and flag any algebraic or dimensional errors.
• Grade a model's literature summary against the cited papers and rate the citation quality.
• Adjudicate a disputed answer between two reviewers using textbook methods.
• Audit a 25-row batch for rubric consistency and report drift to the program lead.

Skills

Scientific reasoning

Method validation

Citation review

Quantitative analysis

Mathematics

AI evaluation

Rubric writing

Expert review

Education

PhD in Mathematics

Job description

AI Trainer Jobs seeks a PhD-level Mathematics AI Evaluator for a remote contractor role. You will review AI outputs, reproduce key derivations, and document the correct method for model training alongside incorrect steps.

Responsibilities include reproducing or sanity-checking derivations, grading literature summaries, and flagging errors with structured severity tags, while contributing clear written reasoning for ongoing AI research workflows.