Editorial and Media Practice Reviewer

Editorial and Media Practice Reviewer is a remote evaluation track for reviewing editorial and media practice evaluation prompts and responses against Aura One'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: $45-$50 / hr
·

Location:

Remote - US-eligible
· Contractor

Editorial and Media Practice Reviewer is a remote evaluation track for reviewing editorial and media practice evaluation prompts and responses against Aura One's quality rubric.

Editorial and Media Practice Reviewer is a remote evaluation track for reviewing editorial and media practice evaluation prompts and responses against Aura One'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 editorial and media practice evaluation outputs into auditable labels, rationales, and regression cases for Aura One Human Data.
Review frontier model outputs. Judge benchmark failures and calibrate other evaluators.

• Evaluate editorial and media practice evaluation model outputs against a versioned rubric and assign severity tags for Editorial and Media Practice Reviewer 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 $45-$50 / hr Eligible from US

• Prior evaluation, annotation, or human-rater experience on editorial and media practice evaluation or adjacent content for Editorial and Media Practice Reviewer 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.

• Compare two editorial and media practice 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.

• 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.

$45-$50 / hr
Expected arrangement: contractor , with program-defined task volume and review pacing. Placement depends on current program demand and reviewer confirmation.

• Model output evaluation
• Rubric-based annotation
• Severity tagging
• Inter-rater calibration
• Editorial and Media Practice evaluation