Aerodynamics Writer - Engineering FRQ

AI Trainer Jobs; United States; Remote; USD 99,000 - 135,000; Part time

Job summary

Aerodynamics Writer - Engineering FRQ is a remote evaluation track for reviewing aerodynamics writer engineering frq 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.

Responsibilities include evaluating model outputs against a versioned rubric, selecting the stronger answer with rationale, tagging unsafe content, and routing ambiguous prompts to the

Qualifications

• Prior evaluation, annotation, or human-rater experience on aerodynamics writer engineering frq evaluation or adjacent content for Aerodynamics Writer - Engineering FRQ work.

Responsibilities

• Evaluate aerodynamics writer engineering frq evaluation model outputs against a versioned rubric and assign severity tags.
• 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.

Skills

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Aerodynamics Writer Engineering FRQ

Job description

Aerodynamics Writer - Engineering FRQ is a remote evaluation track for reviewing aerodynamics writer engineering frq 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.

Category: Frontier Model Evaluation · Pay: $85 / hr · Location: Remote — US-eligible · Contractor

Aerodynamics Writer - Engineering FRQ is a remote evaluation track for reviewing aerodynamics writer engineering frq 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.

Aerodynamics Writer - Engineering FRQ is a remote evaluation track for reviewing aerodynamics writer engineering frq 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. AI data reviewers help turn aerodynamics writer engineering frq evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data. Review frontier model outputs. Judge benchmark failures and calibrate other evaluators.

About the role

Aerodynamics Writer - Engineering FRQ is a remote evaluation track for reviewing aerodynamics writer engineering frq 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.

Responsibilities

• Evaluate aerodynamics writer engineering frq evaluation model outputs against a versioned rubric and assign severity tags for Aerodynamics Writer - Engineering FRQ 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.

Role details

Track Evaluation & annotation Work model Remote · Independent specialist contractor Compensation $85 / hr Eligible from US

What you should bring

• Prior evaluation, annotation, or human-rater experience on aerodynamics writer engineering frq evaluation or adjacent content for Aerodynamics Writer - Engineering FRQ 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 aerodynamics writer engineering frq 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.

Useful experience

• 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.

Compensation and schedule

$85 / hr
Expected arrangement: contractor , with program-defined task volume and review pacing. Placement depends on current program demand and reviewer confirmation.

Skills used in matching

• Model output evaluation
• Rubric-based annotation
• Severity tagging
• Inter-rater calibration
• Aerodynamics Writer Engineering FRQ evaluation