English Generalist

AuraOne, Inc.; United States; Remote; USD 28,000 - 138,000; Full time

Job summary

AuraOne, Inc. is seeking a remote English Generalist evaluator to review prompts and responses against our quality rubric. You will compare paired outputs, label edge cases, and write structured feedback to retrain the model.

This contractor role requires strong attention to detail, the ability to work asynchronously, and comfort applying rubrics across long batches. Compensation ranges from $20 to $100 per hour, with US-remote eligibility.

Qualifications

• Experience evaluating English generalist outputs against a rubric.
• Ability to apply rubric clauses consistently across long batches.
• Clear written reasoning naming the issue and rubric clause being applied.
• Reliable async availability for at least 10 hours per week.
• Experience labeling edge cases and providing structured feedback.

Responsibilities

• Evaluate english generalist evaluation model outputs against a versioned rubric and assign severity tags for English Generalist 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

English Generalist evaluation

Rubric-based annotation

Inter-rater calibration

Attention to detail

Async remote work

Job description

English Generalist is a remote evaluation track for reviewing english generalist evaluation prompts and responses against AuraOne's quality rubric. Reviewers compare paired outputs, label edge cases, and write the kind of structured feedback the modeling team can use to retrain.

Why this role matters

AI data reviewers help turn english generalist evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate english generalist evaluation model outputs against a versioned rubric and assign severity tags for English Generalist 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.

Qualifications

• Prior evaluation, annotation, or human-rater experience on english generalist evaluation or adjacent content for English Generalist 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.

Example tasks

• Compare two english generalist evaluation model responses to the same prompt and pick the stronger one with rationale.
• Tag an unsafe response with the correct policy category and severity.
• Audit a 50-row batch for rubric consistency and report drift to the program lead.
• Propose a rubric clarification after spotting a recurring failure mode.

Nice to have

• Background in linguistics, content moderation, or trust & safety review.
• Experience with inter-rater agreement metrics and calibration cycles.
• Domain expertise that lets you spot subject-matter errors automated checks miss.

Skills

• Model output evaluation
• Rubric-based annotation
• Severity tagging
• Inter-rater calibration
• English Generalist evaluation
• Advanced English proficiency
• AP Style
• Copyediting
• language models
• Linguistics
• proofreading
• Reading comprehension

Work model

Remote — US-eligible. Remote · Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US.

Compensation

$20–$100 / hr

Application process

Apply through AuraOne's specialist intake for role-specific routing and review. Final project scope, schedule, and contractor terms are confirmed before placement.

Prior evaluation, annotation, or human-rater experience on english generalist evaluation or adjacent content for English Generalist 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.