Screenshot Understanding Model Evaluator

AuraOne; United States; Remote; USD 27,552 - 55,104; Full time

Job summary

AuraOne is seeking a remote Screenshot Understanding Model Evaluator to review evaluation prompts and responses against our quality rubric. As an independent contractor, you will compare paired outputs, label edge cases, and provide structured feedback to help retrain the modeling team.

You will maintain steady weekly calibration, document recurring failures, and ensure accurate severity tagging. Prior evaluation or annotation experience is preferred.

Qualifications

• Prior evaluation, annotation, or human-rater experience on screenshot understanding model evaluation or adjacent content.
• 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 outputs against a versioned rubric and assign severity tags.
• Compare paired responses and choose the stronger with rationale.
• Label hallucinations, instruction-following failures, and unsafe content with tags.
• Capture ambiguous prompts and route to program team for rubric updates.
• Maintain reviewer-quality scores by calibrating against gold-standard examples weekly.
• Document recurring failure modes for future training.

Skills

Model evaluation

Rubric annotation

Severity tagging

Inter-rater calibration

Multimodal evaluation

Cross-modal reasoning

Grounding review

Screenshot proficiency

Attention to detail

Work independence

Job description

Screenshot Understanding Model Evaluator is a remote evaluation track for reviewing screenshot understanding model 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 screenshot understanding model evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

• Evaluate screenshot understanding model evaluation model outputs against a versioned rubric and assign severity tags for Screenshot Understanding Model 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 screenshot understanding model evaluation or adjacent content for Screenshot Understanding Model 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 screenshot understanding model 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
• Screenshot Understanding Model evaluation
• Multimodal evaluation
• Cross-modal reasoning
• Grounding review
• Screenshot
• Understanding

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.

Prior evaluation, annotation, or human-rater experience on screenshot understanding model evaluation or adjacent content for Screenshot Understanding Model 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.