Materials Writer - Engineering FRQ

AI Trainer Jobs; United States; Remote; USD 97,000 - 138,000; Part time

Job summary

AuraOne is seeking Materials Writer - Engineering FRQ evaluators to review model outputs against the company's quality rubric. This remote, US-eligible role involves judging, labeling edge cases, and providing structured feedback for retraining efforts.

As a contractor, you will compare paired responses, apply severity tags, and document your rationale. Strong attention to detail and reliable async availability of at least 10 hours per week are essential.

Qualifications

• Prior evaluation, annotation, or human-rater experience on materials writer engineering frq evaluation or adjacent content.
• 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 ability to flag when a prompt is the problem.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Evaluate materials writer engineering frq evaluation model outputs against a rubric and assign severity tags for Materials 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.

Skills

Materials Writer

Rubric-based evaluation

Inter-rater calibration

Attention to detail

Written reasoning

Job description

Materials Writer - Engineering FRQ is a remote evaluation track for reviewing materials 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

Materials Writer - Engineering FRQ is a remote evaluation track for reviewing materials 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.

Role details

About the role

Materials Writer - Engineering FRQ is a remote evaluation track for reviewing materials 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 materials 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.

Responsibilities

• Evaluate materials writer engineering frq evaluation model outputs against a versioned rubric and assign severity tags for Materials 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.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 materials writer engineering frq evaluation or adjacent content for Materials 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.

Role signals

Example tasks

• Compare two materials 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
• Materials Writer Engineering FRQ evaluation

Application boundary

Creating a specialist profile records your experience and preferences. Starting role intake is a separate action that attaches this role to your candidate record.

Specialist intake

The intake preserves your chosen role, the visible terms, and source attribution for reviewer context.
- 01 Confirm profile and eligibility details.
- 02 Attach this role deliberately.
- 03 Receive a human review decision or follow-up.
Placement timing depends on program demand and reviewer confirmation.