Remote Data Quality Reviewer - Multi-Turn Ranking & RLHF

AuraOne; United States; On-site; USD 34,440 - 55,104; Full time

Job summary

AuraOne is seeking a Multi-Turn Ranking Preference Data Reviewer to work remotely from the United States. The role involves evaluating prompts, labeling edge cases, and producing structured feedback for retraining.

You will compare paired outputs, annotate with severity, and contribute to rubrics and gold-standard calibrations. This contractor position requires attention to detail, strong written reasoning, and reliable async availability of at least 10 hours per week.

Qualifications

• Prior evaluation, annotation, or human-rater experience on multi turn ranking preference data evaluation or adjacent content.
• 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 multi turn ranking preference data evaluation model outputs against a versioned rubric and assign severity tags for Multi-Turn Ranking Preference 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

RLHF

Ranking data

Education

Experience with data annotation/rubrics

Job description

AuraOne is seeking a Multi-Turn Ranking Preference Data Reviewer to work remotely from the United States. The role involves evaluating prompts, labeling edge cases, and producing structured feedback for retraining.

You will compare paired outputs, annotate with severity, and contribute to rubrics and gold-standard calibrations. This contractor position requires attention to detail, strong written reasoning, and reliable async availability of at least 10 hours per week.