Remote Academic Search QA Specialist — Rubric Feedback

AuraOne

United States

On-site

USD 27,552 - 55,104

Part time

14 days+
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Job summary

AuraOne is seeking an Academic Search Research QA Specialist for a remote contractor role focused on evaluating model outputs against a rubric and generating structured feedback for retraining. The position emphasizes accuracy, clear rationale, and effective tagging of errors.

You will compare responses, label issues, and help calibrate scoring across batches, working asynchronously for at least 10 hours per week from the United States. Applicants must be authorized to work from the US.

Qualifications

  • Experience with evaluation, annotation, or human-rater tasks on academic search research QA or related content.
  • Ability to apply multi-page rubrics consistently across large batches.
  • Clear written reasoning that names the issue and rubric clause.
  • Attention to detail and ability to flag prompt problems.

Responsibilities

  • Evaluate outputs against a versioned rubric and assign severity tags.
  • Compare paired responses and select the stronger answer with a written rationale.
  • Label hallucinations, instruction-following failures, and unsafe content with structured tags.
  • Document recurring failure modes and route to the program team for rubric updates.

Skills

Model output evaluation
Rubric-based annotation
Severity tagging
Inter-rater calibration
Academic Search Research QA evaluation
Web research
Source grounding
Browser automation
Academic
Search

Job description

AuraOne is seeking an Academic Search Research QA Specialist for a remote contractor role focused on evaluating model outputs against a rubric and generating structured feedback for retraining. The position emphasizes accuracy, clear rationale, and effective tagging of errors.

You will compare responses, label issues, and help calibrate scoring across batches, working asynchronously for at least 10 hours per week from the United States. Applicants must be authorized to work from the US.

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