Healthcare Specialist Remote Contract Rubric Design
Listing checked September 29, 2026 · pay as published by SME Careers
Overview
This hourly remote contractor role leverages your healthcare expertise to craft expert-level questions that reveal ai evaluation limits across medical domains. You will evaluate AI-generated clinical content and outline rubrics that specify required facts, reasoning steps, caveats, and acceptable alternatives. Your work helps ensure outputs meet clinical safety and professional standards. The role centers on rubric design and expert evaluation within SME Careers' AI data services program.
What You'll Do9
- 1Create expert healthcare questions that probe frontier AI limits in areas like clinical pharmacology and emergency medicine.
- 2Design detailed rubrics that define required facts, reasoning steps, caveats, acceptable alternatives, and critical errors. <b>rubric design</b> <b>ai evaluation</b>
- 3Identify critical criteria that separate essential clinical reasoning from extraneous information. <b>clinical_reasoning</b>
- 4Evaluate AI responses for factual accuracy, safety, completeness, and professional quality. <b>ai_evaluation</b> <b>clinical_safety</b>
- 5Detect subtle failures such as missing considerations or unsupported assumptions.
- 6Critique peer rubrics to spot ambiguity, redundancy, or gaps in scoring. <b>peer_review</b>
- 7Develop reference answers with expert explanations and gold-standard content. <b>reference_answers</b>
- 8Support AI training workflows by generating questions, rubrics, evaluations, and feedback for RLHF and SFT. <b>rlhf</b> <b>sft</b>
- 9Maintain clinical quality by using standard terminology and evidence-based reasoning. <b>clinical_quality</b>
Requirements12
- 1Professional degree, license, or recognized qualification in medicine, dentistry, pharmacy, nursing, or another healthcare discipline. <b>medicine</b> <b>dentistry</b> <b>nursing</b> <b>pharmacy</b>
- 2Strong professional English proficiency (minimum C1). <b>english_proficiency</b>
- 33+ years of professional or clinical experience; senior and specialist-level professionals are strongly preferred. <b>senior</b> <b>specialist</b>
- 4Demonstrated expertise in a clearly defined specialty or subspecialty. <b>specialty</b>
- 5Ability to develop challenging clinical questions requiring nuanced judgment. <b>clinical_reasoning</b>
- 6Strong ability to write detailed evaluation rubrics with required facts, reasoning steps, caveats, and acceptable alternatives. <b>rubric_writing</b>
- 7Ability to distinguish between minor omissions and errors impacting quality or safety. <b>patient_safety</b>
- 8Comfortable reviewing rubrics created by other healthcare professionals. <b>peer_review</b>
- 9Ability to evaluate AI outputs for accuracy, completeness, reasoning quality, safety, calibration, and clinical relevance. <b>ai_evaluation</b>
- 10Experience with medical education, examination writing, competency assessment, clinical guidelines, teaching, peer review, or quality assurance is strongly preferred. <b>examination_writing</b> <b>medical_education</b>
- 11Prior experience with AI evaluation, RLHF, SFT, data annotation, model benchmarking, or rubric-based scoring is preferred. <b>rlhf</b> <b>sft</b>
- 12Reliable, self-directed, and capable of producing consistent written work. <b>written_communication</b>
Who Should Apply
Healthcare professionals with a valid license in medicine, dentistry, nursing, or pharmacy and at least 3 years of clinical experience are ideal. Senior and specialist-level clinicians with a clearly defined subspecialty are strongly preferred. Candidates without deep exam-writing or rubric-design experience may ramp more slowly. English proficiency at C1+ is required to document findings and provide precise feedback.
Salary Insight
Hourly pay: $100/hour. This rate aligns with senior clinical evaluators and rubric designers involved in AI model evaluation and medical education work.
Pay and demand for Healthcare Support roles
AggregatedTypical pay
$89/hour
This role
up to $100/hr
Most Healthcare Support roles pay $70–$116 per hour. This role's pay falls inside that range.
Based on 80 similar roles that publish pay · 5 publish only a top rate; those count at the rate they gave
Rates shown per hour. Yearly and monthly pay converted; one-time fees and non-USD pay are not included.
- Live similar roles
- 95
- Listed in last 30 days
- 60
- Remote
- 99%
Hiring most right now: micro1 (30) · Mercor (25) · AfterQuery (18)
Most requested skills · share of roles
- clinical reasoning19%
- ai evaluation15%
- clinical documentation13%
- patient safety9%
Figures from Healthcare Support roles live on NearSkill when this page loaded. A role can close before you apply, so check the listing itself.
Compare your resume against these rolesLocation
Compensation
Up to $100/hr
Required Skills
Application Tip
Include a concise sample rubric excerpt that defines a scoring criterion, 2-3 scoring anchors, and a concrete example of a critical error to show your rubric-writing capability.
See NearSkill jobs more often in your search
Application & verification flow
1Instant rubric match
Your resume is scanned against this role’s requirements to check qualification fit.
2Screened before the employer sees it
Only profiles that clear screening are passed on.
3Outcome by email
We notify you at the address on your resume once the screening is reviewed.
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