Remote Rubric Ontology Data Evaluator

AuraOne, Inc.; United States; Remote; USD 41,000 - 83,000; Full time

Job summary

AuraOne, Inc. is seeking a remote Rubric Ontology Data Specialist to evaluate prompts and responses against our quality rubric. Reviewers label edge cases, assign severity, and generate structured feedback to retrain our models.

Your work ensures auditable labels, robust rationale, and regression cases for AuraOne Human Data across multiple review cycles. The role is contractor-based with flexible hours, focusing on accuracy and clear documentation.

Qualifications

• Experience evaluating rubric ontology data and related content.
• Ability to name issues and map to rubric clauses.
• Clear written reasoning and structured feedback.
• Strong attention to detail and consistency.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Evaluate rubric ontology data evaluation model outputs against a versioned rubric and assign severity tags.
• Compare paired responses and write a 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 so the modeling team can target them in the next training run.

Skills

Model output evaluation

Rubric-based annotation

Severity tagging

Inter-rater calibration

Rubric Ontology Data evaluation

Data quality

Ontology review

Job description

AuraOne, Inc. is seeking a remote Rubric Ontology Data Specialist to evaluate prompts and responses against our quality rubric. Reviewers label edge cases, assign severity, and generate structured feedback to retrain our models.

Your work ensures auditable labels, robust rationale, and regression cases for AuraOne Human Data across multiple review cycles. The role is contractor-based with flexible hours, focusing on accuracy and clear documentation.