Public Sector Practice Reviewer

AI Trainer Jobs; United States; Remote; USD 69,000 - 76,000; Full time

Benefits offered by this job

Remote work

US-eligible

Job summary

AuraOne is seeking a Public Sector Practice Reviewer for a remote evaluation track focused on reviewing practice evaluation prompts and responses against AuraOne's quality rubric.

You will compare paired outputs, label edge cases, and provide structured feedback to help retrain the models. This is a contractor role with hourly pay in the USD range, suitable for candidates in the US and remote work arrangements.

Qualifications

• Prior evaluation, annotation, or human-rater experience on public sector practice evaluation or adjacent content.
• Clear written reasoning that names the issue and the rubric clause being applied.
• Reliable async availability for at least 10 hours per week.
• Experience with inter-rater agreement metrics and calibration cycles.
• Background in linguistics, content moderation, or trust & safety review.

Responsibilities

• Evaluate public sector practice evaluation model outputs against a versioned rubric and assign severity tags for Public Sector 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.
• Maintain reviewer-quality scores by calibrating against gold-standard examples each week.

Skills

Attention to detail

Clear written reasoning

Async availability

Prior evaluation experience

Calibration/inter-rater

Job description

Public Sector Practice Reviewer is a remote evaluation track for reviewing public sector practice 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: $50–$55 / hr · Location: Remote — US-eligible · Contractor

Public Sector Practice Reviewer is a remote evaluation track for reviewing public sector practice evaluation prompts and responses against AuraOne's quality rubric.

Role details

About the role

Public Sector Practice Reviewer is a remote evaluation track for reviewing public sector practice 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 public sector practice 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 public sector practice evaluation model outputs against a versioned rubric and assign severity tags for Public Sector 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.
• Maintain reviewer-quality scores by calibrating against gold-standard examples each week.Track Evaluation & annotation Work model Remote · Independent specialist contractor Compensation $50–$55 / hr Eligible from US

What you should bring

• Prior evaluation, annotation, or human-rater experience on public sector practice evaluation or adjacent content for Public Sector 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.

Role signals

Example tasks

• Compare two public sector 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.

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

$50–$55 / 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
• Public Sector Practice 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.