Rubric Evaluation Specialist - Remote Annotator

AuraOne; United States; On-site; USD 55,104 - 82,656; Part time

Job summary

AuraOne is seeking a Rubric Expert contractor to evaluate rubric outputs remotely from the United States. You will compare model responses to a versioned rubric, assign severity tags, and provide structured rationales. The role involves labeling problematic content and capturing ambiguous prompts for rubric updates.

Independent contractor terms apply. The ideal candidate has prior experience in rubric evaluation, clear written reasoning, and strong attention to detail.

Qualifications

• Experience evaluating rubric-based outputs and writing concise rationales.
• Ability to apply multi-page rubrics consistently across long batches.
• Clear written reasoning that names the issue and the rubric clause applied.
• Attention to detail and the ability to flag when prompts are problematic.

Responsibilities

• Evaluate rubric evaluation model outputs against a versioned rubric and assign severity tags.
• Compare paired responses and choose the stronger answer with a written rationale.
• Label hallucinations, instruction-following failures, and unsafe content with structured tags.
• Capture ambiguous prompts and route them to the program team for rubric updates.
• Maintain reviewer-quality scores by calibrating against gold-standard examples weekly.
• Document recurring failure modes for the modeling team to address in training runs.

Skills

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Rubric evaluation

Job description

AuraOne is seeking a Rubric Expert contractor to evaluate rubric outputs remotely from the United States. You will compare model responses to a versioned rubric, assign severity tags, and provide structured rationales. The role involves labeling problematic content and capturing ambiguous prompts for rubric updates.

Independent contractor terms apply. The ideal candidate has prior experience in rubric evaluation, clear written reasoning, and strong attention to detail.