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Test Prep AI Evaluator

AuraOne Human Data
Remote

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Job Details

Part-time
17 hours ago

Qualifications

Software issue identification
Bug Reporting (Quality assurance practices)
Mid-level
Quality performance measurement
Metadata tagging
Document review
Model evaluation
Rubric-based test scoring
Content review
Linguistics

Full Job Description

Test Prep AI Evaluator is a remote evaluation track for reviewing test prep ai 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 test prep ai evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

Evaluate test prep ai evaluation model outputs against a versioned rubric and assign severity tags for Test Prep AI Evaluator 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 test prep ai evaluation or adjacent content for Test Prep AI Evaluator 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 test prep ai 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
Test Prep AI evaluation
Learning design
Assessment review
Pedagogy
Test
Prep

Work model

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

Compensation

Hourly rate confirmed after the interview process.

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.

Apply Now

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