Remote Statistics Reasoning Reviewer (Contractor)

AuraOne, Inc.; United States; Remote; USD 55,000 - 83,000; Full time

Job summary

AuraOne, Inc. seeks a Statistics Reasoning Reviewer for a remote contractor role. You will evaluate AI outputs, reproduce key derivations, and document the correct method to aid the modeling team.

This role emphasizes rigorous statistical thinking and clear written reasoning. Responsibilities include grading methods against established statistics standards, flagging errors, and producing worked examples. The position requires graduate-level training, ability to work asynchronously, and at least

Qualifications

• Graduate-level training or equivalent applied experience in statistics or a 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.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Review AI outputs against current statistics methods, conventions, and prior work for Statistics Reasoning Reviewer assignments.
• Reproduce or sanity-check key derivations, calculations, or experimental claims.
• Flag dimensional, methodological, and citation errors with structured severity tags.
• Capture the corrected reasoning or worked example so the modeling team can train on it.
• Adjudicate disputed answers against textbooks, papers, or community standards.
• Maintain reviewer-quality scores in inter-rater calibration cycles.

Skills

Scientific reasoning

Method validation

Citation review

Quantitative analysis

Statistics

Formal reasoning

Proof review

Education

Graduate-level statistics training

PhD / postdoc or industry research experience

Job description

AuraOne, Inc. seeks a Statistics Reasoning Reviewer for a remote contractor role. You will evaluate AI outputs, reproduce key derivations, and document the correct method to aid the modeling team.

This role emphasizes rigorous statistical thinking and clear written reasoning. Responsibilities include grading methods against established statistics standards, flagging errors, and producing worked examples. The position requires graduate-level training, ability to work asynchronously, and at least