Education — Visual Document Understanding

AuraOne, Inc.; United States; Remote; USD 68,000 - 97,000; Full time

Job summary

AuraOne, Inc. is seeking a remote reviewer for Education — Visual Document Understanding to evaluate model outputs against rubrics, label edge cases, and provide structured feedback for retraining.

This contractor role requires strong attention to detail, reliable async availability for at least 10 hours per week, and experience with document annotation tasks to ensure high-quality data labeling.

Qualifications

• Prior evaluation or annotation experience on document annotation tasks.
• Ability to apply rubrics 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.

Responsibilities

• Evaluate document annotation model outputs against a versioned rubric and assign severity tags for Education — Visual Document Understanding assignments.
• Compare paired responses and provide a written rationale for the stronger answer.
• 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 for the modeling team to address in the next training run.

Skills

Evaluation experience

Annotation experience

Rubric-based annotation

Inter-rater calibration

Attention to detail

Job description

Education — Visual Document Understanding is a remote evaluation track for reviewing document annotation 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 document annotation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate document annotation model outputs against a versioned rubric and assign severity tags for Education — Visual Document Understanding 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 document annotation or adjacent content for Education — Visual Document Understanding 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 document annotation 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


• Document annotation

Work model

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

Compensation

$60 / 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.