Video Data Evaluator (Insta360 X-series) — Remote Contractor

AuraOne; United States; On-site; USD 34,000 - 55,000; Part time

Job summary

AuraOne is seeking a remote evaluation specialist to review video data collector prompts and responses against our quality rubric. You will label edge cases, assign severity tags, and contribute structured feedback to retrain models.

This role emphasizes clear written reasoning and reliability across long batches. As a contractor with US eligibility, you will work asynchronously for at least 10 hours per week, reviewing model outputs, selecting stronger responses, and reporting observed rubric

Qualifications

• Prior evaluation, annotation, or human-rater experience on video data collector evaluation or adjacent content for Video Data Collector (Insta360 X-series) 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 collector evaluation model outputs against a versioned rubric and assign severity tags for Video Data Collector (Insta360 X-series) 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 output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Video Data Collector evaluation

Design

Job description

AuraOne is seeking a remote evaluation specialist to review video data collector prompts and responses against our quality rubric. You will label edge cases, assign severity tags, and contribute structured feedback to retrain models.

This role emphasizes clear written reasoning and reliability across long batches. As a contractor with US eligibility, you will work asynchronously for at least 10 hours per week, reviewing model outputs, selecting stronger responses, and reporting observed rubric