Remote Educator/Assessor Writer — Precision Evaluator

AuraOne, Inc.; United States; On-site; USD 34,000 - 62,000; Full time

Job summary

AuraOne, Inc. is seeking an experienced Educator/ Assessor Writer for a remote evaluation track. You will review prompts and responses against AuraOne's quality rubric, label edge cases, and write structured feedback for retraining.

As a CONTRACTOR, you will compare paired outputs, identify weaknesses, tag content properly, and help calibrate multi-page rubrics. US-based eligibility and reliable weekly hours are required.

Qualifications

• Prior evaluation, annotation, or human-rater experience on educator/ assessor writer evaluation or adjacent content for Educator/ Assessor Writer 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 educator/ assessor writer evaluation model outputs against a versioned rubric and assign severity tags for Educator/ Assessor Writer 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

Educator/ Assessor Writer evaluation

Job description

AuraOne, Inc. is seeking an experienced Educator/ Assessor Writer for a remote evaluation track. You will review prompts and responses against AuraOne's quality rubric, label edge cases, and write structured feedback for retraining.

As a CONTRACTOR, you will compare paired outputs, identify weaknesses, tag content properly, and help calibrate multi-page rubrics. US-based eligibility and reliable weekly hours are required.