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# iOS/macOS User + STEM Expert

- **Company:** Human Union Data, Inc.
- **Location:** United States (Remote available)
- **Salary:** $104,000.0
- **Contract:** Permanent contract
- **Skills:** Artificial Intelligence, Apple Mac Systems, Model Validation
- **Published:** July 29, 2026
- **Apply:** https://www.indeed.com/viewjob?jk=3fac702db9c170a1

## About the Role

* Graduate-level training or equivalent applied experience in stem research or a closely related field for iOS/macOS User + STEM Expert work.
 * Hands-on experience publishing, teaching, or advising on the topic at a professional level.
 * Comfort applying multi-page rubrics consistently across long batches.
 * Clear written reasoning that cites methods, papers, or worked examples.
 * Reliable async availability for at least 10 hours per week., * PhD, postdoc, or industry research experience in the topic area.
 * Prior work reviewing AI-assisted research tooling and its failure modes.
 * Multilingual fluency for non-English papers and corpora., * Scientific reasoning
 * Method validation
 * Citation review
 * Quantitative analysis
 * STEM research

Work model

Remote - US-eligible. Remote · Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US.

## Description

iOS/macOS User + STEM Expert is a remote review track for evaluating AI outputs across stem research reasoning, calculations, and research workflows. Reviewers grade derivations and assumptions, reproduce key results, and document the correct method so the modeling team can train on it.

Why this role matters

STEM research models live or die on whether their derivations actually hold up under scrutiny. AuraOne uses scientific specialists to grade outputs the way a peer reviewer would - checking assumptions, reproducing key steps, and capturing the right method alongside the wrong one., * Review AI outputs against current stem research methods, conventions, and prior work for iOS/macOS User + STEM Expert assignments.

 * Reproduce or sanity-check key derivations, calculations, or experimental claims.
 * Flag dimensional, methodological, and citation errors with structured severity tags.
 * Capture the corrected reasoning or worked example so the modeling team can train on it.
 * Adjudicate disputed answers against textbooks, papers, or community standards.
 * Maintain reviewer-quality scores in inter-rater calibration cycles., * Grade a model's literature summary against the cited papers and rate the citation quality.
 * Adjudicate a disputed answer between two reviewers using textbook methods.
 * Audit a 25-row batch for rubric consistency and report drift to the program lead.


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