Remote Video Data Reviewer - Rubric QA & Feedback

AuraOne, Inc.; United States; Remote; USD 28,000 - 34,000; Part time

Job summary

AuraOne, Inc. is seeking a remote Video Data Reviewer to assess model outputs against a rubric, annotate with severity tags, and provide structured feedback for retraining. You will compare responses, label unsafe content, and escalate prompts requiring rubric updates.

The role requires clear reasoning, attention to detail, and reliable weekly availability for remote, independent contractor work in the US.

Qualifications

• Prior evaluation, annotation, or human-rater experience on video data evaluation or adjacent content for Video Data Reviewer work.
• Comfort applying multi-page rubrics consistently across long batches.
• Clear written reasoning that names the issue and the rubric clause being applied.
• Strong attention to detail and the ability to flag when a prompt itself is the problem.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Evaluate video data evaluation model outputs against a versioned rubric and assign severity tags for Video Data Reviewer assignments.
• Compare paired responses and pick the stronger answer with a written rationale.
• Label hallucinations, instruction-following failures, and unsafe content with structured tags.
• Capture ambiguous prompts and route them back to the program team for rubric updates.
• Maintain reviewer-quality scores by calibrating against gold-standard examples each week.
• Document recurring failure modes so the modeling team can target them in the next training run.

Skills

Model evaluation

Rubric annotation

Severity tagging

Inter-rater calibration

Video data review

Design

Job description

AuraOne, Inc. is seeking a remote Video Data Reviewer to assess model outputs against a rubric, annotate with severity tags, and provide structured feedback for retraining. You will compare responses, label unsafe content, and escalate prompts requiring rubric updates.

The role requires clear reasoning, attention to detail, and reliable weekly availability for remote, independent contractor work in the US.